2023-11-30 23:05:26,022 - 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+ ------------------------------------------------------------ 2023-11-30 23:05:26,315 - pyskl - INFO - Config: modality = 'b' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xsub/b_1' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_1', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_3', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/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=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-11-30 23:05:26,315 - pyskl - INFO - Set random seed to 1794032322, deterministic: False 2023-11-30 23:05:35,670 - pyskl - INFO - 63026 videos remain after valid thresholding 2023-11-30 23:05:50,512 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-11-30 23:05:50,569 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1 2023-11-30 23:05:50,570 - 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 -------------------- 2023-11-30 23:05:50,570 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-11-30 23:05:50,570 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1 by HardDiskBackend. 2023-11-30 23:07:02,873 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 22:40:13, time: 0.723, data_time: 0.249, memory: 6499, top1_acc: 0.0206, top5_acc: 0.0856, loss_cls: 7.7296, loss: 7.7296 2023-11-30 23:07:49,128 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 4 days, 1:16:45, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.0325, top5_acc: 0.1331, loss_cls: 7.3965, loss: 7.3965 2023-11-30 23:08:35,335 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 18:06:49, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0506, top5_acc: 0.1656, loss_cls: 7.4089, loss: 7.4089 2023-11-30 23:09:21,578 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 14:32:23, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0519, top5_acc: 0.2081, loss_cls: 7.4381, loss: 7.4381 2023-11-30 23:10:07,798 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 12:22:57, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0681, top5_acc: 0.2275, loss_cls: 7.7764, loss: 7.7764 2023-11-30 23:10:54,026 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 10:56:30, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0631, top5_acc: 0.2350, loss_cls: 8.1831, loss: 8.1831 2023-11-30 23:11:40,230 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 9:54:15, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0737, top5_acc: 0.2731, loss_cls: 8.3309, loss: 8.3309 2023-11-30 23:12:26,490 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 9:08:02, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.0838, top5_acc: 0.2925, loss_cls: 8.0985, loss: 8.0985 2023-11-30 23:13:12,684 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 8:31:12, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0912, top5_acc: 0.3225, loss_cls: 7.8963, loss: 7.8963 2023-11-30 23:13:58,883 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 8:01:37, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0988, top5_acc: 0.3306, loss_cls: 7.6724, loss: 7.6724 2023-11-30 23:14:45,086 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 7:37:19, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.0981, top5_acc: 0.3563, loss_cls: 7.4708, loss: 7.4708 2023-11-30 23:15:31,325 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 7:17:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.1138, top5_acc: 0.3862, loss_cls: 7.2069, loss: 7.2069 2023-11-30 23:16:17,521 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 6:59:48, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.1138, top5_acc: 0.3844, loss_cls: 7.0915, loss: 7.0915 2023-11-30 23:17:03,704 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 6:44:40, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.1356, top5_acc: 0.4144, loss_cls: 6.9470, loss: 6.9470 2023-11-30 23:17:49,931 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 6:31:43, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.1338, top5_acc: 0.4294, loss_cls: 6.8421, loss: 6.8421 2023-11-30 23:18:36,199 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 6:20:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.1631, top5_acc: 0.4562, loss_cls: 6.6773, loss: 6.6773 2023-11-30 23:19:22,493 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 6:10:45, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.1550, top5_acc: 0.4600, loss_cls: 6.5293, loss: 6.5293 2023-11-30 23:20:08,792 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 6:01:58, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.1681, top5_acc: 0.4950, loss_cls: 6.4079, loss: 6.4079 2023-11-30 23:20:54,983 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 5:53:30, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.1831, top5_acc: 0.5025, loss_cls: 6.3426, loss: 6.3426 2023-11-30 23:21:41,171 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 5:45:46, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.1806, top5_acc: 0.5244, loss_cls: 6.2293, loss: 6.2293 2023-11-30 23:22:27,368 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 5:38:45, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.1837, top5_acc: 0.5350, loss_cls: 6.2485, loss: 6.2485 2023-11-30 23:22:57,749 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 4:21:45, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.2144, top5_acc: 0.5456, loss_cls: 6.0855, loss: 6.0855 2023-11-30 23:23:40,169 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 4:02:45, time: 0.424, data_time: 0.000, memory: 6499, top1_acc: 0.2387, top5_acc: 0.5863, loss_cls: 5.8953, loss: 5.8953 2023-11-30 23:24:29,147 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 4:12:05, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.2369, top5_acc: 0.5763, loss_cls: 5.9009, loss: 5.9009 2023-11-30 23:25:18,245 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 4:21:05, time: 0.491, data_time: 0.000, memory: 6499, top1_acc: 0.2362, top5_acc: 0.5781, loss_cls: 5.9161, loss: 5.9161 2023-11-30 23:26:07,187 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 4:28:44, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.2425, top5_acc: 0.6025, loss_cls: 5.8017, loss: 5.8017 2023-11-30 23:26:56,246 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 4:36:11, time: 0.491, data_time: 0.000, memory: 6499, top1_acc: 0.2800, top5_acc: 0.6406, loss_cls: 5.6206, loss: 5.6206 2023-11-30 23:27:45,257 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 4:42:53, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.2562, top5_acc: 0.6188, loss_cls: 5.7064, loss: 5.7064 2023-11-30 23:28:34,284 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 4:49:06, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.2819, top5_acc: 0.6512, loss_cls: 5.5705, loss: 5.5705 2023-11-30 23:29:23,254 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 4:54:41, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.2625, top5_acc: 0.6381, loss_cls: 5.5752, loss: 5.5752 2023-11-30 23:29:52,724 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 3:58:12, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 0.2869, top5_acc: 0.6562, loss_cls: 5.5027, loss: 5.5027 2023-11-30 23:30:20,568 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 3:00:15, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 0.2963, top5_acc: 0.6575, loss_cls: 5.4895, loss: 5.4895 2023-11-30 23:31:08,052 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 3:04:05, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.2888, top5_acc: 0.6456, loss_cls: 5.5001, loss: 5.5001 2023-11-30 23:31:55,580 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 3:07:45, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.2988, top5_acc: 0.6800, loss_cls: 5.3703, loss: 5.3703 2023-11-30 23:32:43,019 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 3:10:56, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3006, top5_acc: 0.6919, loss_cls: 5.3677, loss: 5.3677 2023-11-30 23:33:30,466 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 3:13:54, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3294, top5_acc: 0.6819, loss_cls: 5.3115, loss: 5.3115 2023-11-30 23:34:17,861 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 3:16:33, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3025, top5_acc: 0.6837, loss_cls: 5.3701, loss: 5.3701 2023-11-30 23:35:05,297 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 3:19:06, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3244, top5_acc: 0.7131, loss_cls: 5.2743, loss: 5.2743 2023-11-30 23:35:52,743 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 3:21:31, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3206, top5_acc: 0.6756, loss_cls: 5.3452, loss: 5.3452 2023-11-30 23:36:12,036 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-11-30 23:43:27,310 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-11-30 23:43:27,801 - pyskl - INFO - top1_acc 0.3034 top5_acc 0.6882 2023-11-30 23:43:27,971 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-11-30 23:43:27,973 - pyskl - INFO - Best top1_acc is 0.3034 at 1 epoch. 2023-11-30 23:43:27,997 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.3034, top5_acc: 0.6882 2023-11-30 23:44:38,813 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 3:35:15, time: 0.708, data_time: 0.233, memory: 6499, top1_acc: 0.3244, top5_acc: 0.6925, loss_cls: 5.2928, loss: 5.2928 2023-11-30 23:45:26,253 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 3:37:02, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3538, top5_acc: 0.7194, loss_cls: 5.1599, loss: 5.1599 2023-11-30 23:46:13,689 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 3:38:40, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3550, top5_acc: 0.7206, loss_cls: 5.1792, loss: 5.1792 2023-11-30 23:47:01,202 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 3:40:23, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.3563, top5_acc: 0.7344, loss_cls: 5.1166, loss: 5.1166 2023-11-30 23:47:48,793 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 3:42:09, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.3806, top5_acc: 0.7181, loss_cls: 5.1230, loss: 5.1230 2023-11-30 23:48:36,234 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 3:43:29, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3650, top5_acc: 0.7181, loss_cls: 5.1628, loss: 5.1628 2023-11-30 23:49:23,647 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 3:44:40, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3625, top5_acc: 0.7406, loss_cls: 5.1177, loss: 5.1177 2023-11-30 23:50:11,312 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 3:46:17, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.3581, top5_acc: 0.7544, loss_cls: 5.0871, loss: 5.0871 2023-11-30 23:50:58,821 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 3:47:29, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.3675, top5_acc: 0.7288, loss_cls: 5.1272, loss: 5.1272 2023-11-30 23:51:46,525 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 3:48:59, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.3819, top5_acc: 0.7425, loss_cls: 5.0824, loss: 5.0824 2023-11-30 23:52:34,070 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 3:50:06, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.3850, top5_acc: 0.7519, loss_cls: 5.0003, loss: 5.0003 2023-11-30 23:53:21,673 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 3:51:14, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.3825, top5_acc: 0.7438, loss_cls: 5.0783, loss: 5.0783 2023-11-30 23:54:09,350 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 3:52:27, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.3688, top5_acc: 0.7275, loss_cls: 5.1298, loss: 5.1298 2023-11-30 23:54:56,771 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 3:53:07, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.4138, top5_acc: 0.7625, loss_cls: 4.9739, loss: 4.9739 2023-11-30 23:55:44,211 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 3:53:46, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3750, top5_acc: 0.7262, loss_cls: 5.0698, loss: 5.0698 2023-11-30 23:56:31,765 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 3:54:33, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4281, top5_acc: 0.7731, loss_cls: 4.9122, loss: 4.9122 2023-11-30 23:57:19,227 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 3:55:08, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.3931, top5_acc: 0.7519, loss_cls: 5.0010, loss: 5.0010 2023-11-30 23:58:06,811 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 3:55:52, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4244, top5_acc: 0.7744, loss_cls: 4.9009, loss: 4.9009 2023-11-30 23:58:54,261 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 3:56:20, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.3881, top5_acc: 0.7806, loss_cls: 4.9521, loss: 4.9521 2023-11-30 23:59:41,752 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 3:56:49, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4113, top5_acc: 0.7800, loss_cls: 4.9216, loss: 4.9216 2023-12-01 00:00:29,149 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 3:57:07, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.4250, top5_acc: 0.7775, loss_cls: 4.8847, loss: 4.8847 2023-12-01 00:01:16,650 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 3:57:32, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4338, top5_acc: 0.7950, loss_cls: 4.8197, loss: 4.8197 2023-12-01 00:02:04,207 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 3:58:01, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4369, top5_acc: 0.7881, loss_cls: 4.8123, loss: 4.8123 2023-12-01 00:02:51,786 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 3:58:29, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4469, top5_acc: 0.7937, loss_cls: 4.7823, loss: 4.7823 2023-12-01 00:03:39,257 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 3:58:44, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4356, top5_acc: 0.7750, loss_cls: 4.8786, loss: 4.8786 2023-12-01 00:04:26,795 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 3:59:04, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4381, top5_acc: 0.7863, loss_cls: 4.8510, loss: 4.8510 2023-12-01 00:05:14,156 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 3:59:07, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.4406, top5_acc: 0.8081, loss_cls: 4.7580, loss: 4.7580 2023-12-01 00:06:01,709 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 3:59:24, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4756, top5_acc: 0.8219, loss_cls: 4.6833, loss: 4.6833 2023-12-01 00:06:49,319 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 3:59:44, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4363, top5_acc: 0.7887, loss_cls: 4.8074, loss: 4.8074 2023-12-01 00:07:36,821 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 3:59:54, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4669, top5_acc: 0.8225, loss_cls: 4.7059, loss: 4.7059 2023-12-01 00:08:24,315 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 4:00:01, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4562, top5_acc: 0.8019, loss_cls: 4.7473, loss: 4.7473 2023-12-01 00:09:11,795 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 4:00:05, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4769, top5_acc: 0.7944, loss_cls: 4.7472, loss: 4.7472 2023-12-01 00:09:59,345 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 4:00:14, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4494, top5_acc: 0.8113, loss_cls: 4.7619, loss: 4.7619 2023-12-01 00:10:46,777 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 4:00:12, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.4944, top5_acc: 0.8256, loss_cls: 4.5891, loss: 4.5891 2023-12-01 00:11:34,235 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 4:00:10, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4888, top5_acc: 0.8250, loss_cls: 4.5794, loss: 4.5794 2023-12-01 00:12:21,863 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 4:00:20, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4694, top5_acc: 0.8119, loss_cls: 4.7040, loss: 4.7040 2023-12-01 00:13:09,395 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 4:00:22, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4713, top5_acc: 0.8119, loss_cls: 4.6646, loss: 4.6646 2023-12-01 00:13:57,012 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 4:00:29, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.4956, top5_acc: 0.8331, loss_cls: 4.5932, loss: 4.5932 2023-12-01 00:14:44,513 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 4:00:25, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.4994, top5_acc: 0.8300, loss_cls: 4.6064, loss: 4.6064 2023-12-01 00:15:03,915 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-01 00:22:19,476 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 00:22:19,968 - pyskl - INFO - top1_acc 0.4230 top5_acc 0.7879 2023-12-01 00:22:19,972 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_1.pth was removed 2023-12-01 00:22:20,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-01 00:22:20,117 - pyskl - INFO - Best top1_acc is 0.4230 at 2 epoch. 2023-12-01 00:22:20,138 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.4230, top5_acc: 0.7879 2023-12-01 00:23:31,239 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 4:05:55, time: 0.711, data_time: 0.237, memory: 6499, top1_acc: 0.5006, top5_acc: 0.8331, loss_cls: 4.6124, loss: 4.6124 2023-12-01 00:24:18,754 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 4:05:45, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5056, top5_acc: 0.8206, loss_cls: 4.6199, loss: 4.6199 2023-12-01 00:25:06,371 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 4:05:43, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5119, top5_acc: 0.8294, loss_cls: 4.5542, loss: 4.5542 2023-12-01 00:25:53,909 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 4:05:33, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5306, top5_acc: 0.8581, loss_cls: 4.4650, loss: 4.4650 2023-12-01 00:26:41,285 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 4:05:12, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5419, top5_acc: 0.8431, loss_cls: 4.4908, loss: 4.4908 2023-12-01 00:27:28,700 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 4:04:52, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5175, top5_acc: 0.8475, loss_cls: 4.5095, loss: 4.5095 2023-12-01 00:28:16,205 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 4:04:38, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5119, top5_acc: 0.8438, loss_cls: 4.4756, loss: 4.4756 2023-12-01 00:29:03,773 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 4:04:28, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5300, top5_acc: 0.8337, loss_cls: 4.5095, loss: 4.5095 2023-12-01 00:29:51,271 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 4:04:12, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5156, top5_acc: 0.8394, loss_cls: 4.5263, loss: 4.5263 2023-12-01 00:30:38,834 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 4:03:59, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5144, top5_acc: 0.8488, loss_cls: 4.4927, loss: 4.4927 2023-12-01 00:31:26,459 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 4:03:50, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5381, top5_acc: 0.8500, loss_cls: 4.4664, loss: 4.4664 2023-12-01 00:32:14,025 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 4:03:36, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5375, top5_acc: 0.8556, loss_cls: 4.4709, loss: 4.4709 2023-12-01 00:32:55,021 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 3:56:25, time: 0.410, data_time: 0.000, memory: 6499, top1_acc: 0.5212, top5_acc: 0.8538, loss_cls: 4.4529, loss: 4.4529 2023-12-01 00:33:21,536 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 3:34:14, time: 0.265, data_time: 0.000, memory: 6499, top1_acc: 0.5356, top5_acc: 0.8619, loss_cls: 4.4827, loss: 4.4827 2023-12-01 00:34:08,961 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 3:34:08, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5281, top5_acc: 0.8606, loss_cls: 4.4617, loss: 4.4617 2023-12-01 00:34:56,541 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 3:34:11, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5613, top5_acc: 0.8625, loss_cls: 4.4002, loss: 4.4002 2023-12-01 00:35:43,909 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 3:34:00, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5275, top5_acc: 0.8425, loss_cls: 4.4695, loss: 4.4695 2023-12-01 00:36:31,465 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 3:33:59, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5363, top5_acc: 0.8581, loss_cls: 4.4197, loss: 4.4197 2023-12-01 00:37:18,971 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 3:33:54, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8731, loss_cls: 4.3259, loss: 4.3259 2023-12-01 00:38:06,548 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 3:33:53, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5356, top5_acc: 0.8681, loss_cls: 4.4070, loss: 4.4070 2023-12-01 00:38:54,061 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 3:33:47, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5594, top5_acc: 0.8594, loss_cls: 4.4101, loss: 4.4101 2023-12-01 00:39:41,623 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 3:33:43, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5563, top5_acc: 0.8631, loss_cls: 4.3966, loss: 4.3966 2023-12-01 00:40:29,094 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 3:33:33, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5531, top5_acc: 0.8644, loss_cls: 4.3810, loss: 4.3810 2023-12-01 00:41:16,622 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 3:33:25, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5544, top5_acc: 0.8619, loss_cls: 4.4134, loss: 4.4134 2023-12-01 00:42:04,214 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 3:33:20, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5581, top5_acc: 0.8650, loss_cls: 4.4075, loss: 4.4075 2023-12-01 00:42:51,623 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 3:33:05, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5469, top5_acc: 0.8775, loss_cls: 4.3771, loss: 4.3771 2023-12-01 00:43:39,358 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 3:33:06, time: 0.477, data_time: 0.000, memory: 6499, top1_acc: 0.5637, top5_acc: 0.8719, loss_cls: 4.3402, loss: 4.3402 2023-12-01 00:44:26,872 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 3:32:55, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5544, top5_acc: 0.8650, loss_cls: 4.3680, loss: 4.3680 2023-12-01 00:45:14,381 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 3:32:42, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5887, top5_acc: 0.8625, loss_cls: 4.3034, loss: 4.3034 2023-12-01 00:46:01,835 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 3:32:27, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5769, top5_acc: 0.8656, loss_cls: 4.3582, loss: 4.3582 2023-12-01 00:46:49,448 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 3:32:18, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5463, top5_acc: 0.8762, loss_cls: 4.3628, loss: 4.3628 2023-12-01 00:47:36,928 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 3:32:03, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5575, top5_acc: 0.8712, loss_cls: 4.3178, loss: 4.3178 2023-12-01 00:48:24,477 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 3:31:50, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5450, top5_acc: 0.8600, loss_cls: 4.4216, loss: 4.4216 2023-12-01 00:49:12,008 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 3:31:36, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5569, top5_acc: 0.8631, loss_cls: 4.3666, loss: 4.3666 2023-12-01 00:49:59,513 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 3:31:19, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5800, top5_acc: 0.8706, loss_cls: 4.3151, loss: 4.3151 2023-12-01 00:50:47,000 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 3:31:02, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5938, top5_acc: 0.8838, loss_cls: 4.2567, loss: 4.2567 2023-12-01 00:51:34,517 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 3:30:45, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5794, top5_acc: 0.8675, loss_cls: 4.2892, loss: 4.2892 2023-12-01 00:52:21,977 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 3:30:25, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.8819, loss_cls: 4.2791, loss: 4.2791 2023-12-01 00:53:09,464 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 3:30:06, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5663, top5_acc: 0.8575, loss_cls: 4.3568, loss: 4.3568 2023-12-01 00:53:28,655 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-01 01:00:43,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 01:00:44,452 - pyskl - INFO - top1_acc 0.4583 top5_acc 0.8176 2023-12-01 01:00:44,456 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_2.pth was removed 2023-12-01 01:00:44,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-01 01:00:44,604 - pyskl - INFO - Best top1_acc is 0.4583 at 3 epoch. 2023-12-01 01:00:44,625 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4583, top5_acc: 0.8176 2023-12-01 01:01:56,894 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 3:34:19, time: 0.723, data_time: 0.247, memory: 6499, top1_acc: 0.5913, top5_acc: 0.8819, loss_cls: 4.2598, loss: 4.2598 2023-12-01 01:02:44,542 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 3:34:04, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8850, loss_cls: 4.2437, loss: 4.2437 2023-12-01 01:03:32,117 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 3:33:45, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.5869, top5_acc: 0.8994, loss_cls: 4.2135, loss: 4.2135 2023-12-01 01:04:19,654 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 3:33:24, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5713, top5_acc: 0.8731, loss_cls: 4.2857, loss: 4.2857 2023-12-01 01:05:07,137 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 3:33:00, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.8812, loss_cls: 4.2337, loss: 4.2337 2023-12-01 01:05:54,610 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 3:32:35, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.8794, loss_cls: 4.2687, loss: 4.2687 2023-12-01 01:06:42,064 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 3:32:09, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5900, top5_acc: 0.8862, loss_cls: 4.2532, loss: 4.2532 2023-12-01 01:07:29,404 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 3:31:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.8931, loss_cls: 4.2357, loss: 4.2357 2023-12-01 01:08:16,931 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 3:31:13, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5781, top5_acc: 0.8869, loss_cls: 4.2814, loss: 4.2814 2023-12-01 01:09:04,447 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 3:30:49, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5850, top5_acc: 0.8731, loss_cls: 4.2967, loss: 4.2967 2023-12-01 01:09:52,040 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 3 days, 3:30:28, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.6325, top5_acc: 0.9025, loss_cls: 4.1366, loss: 4.1366 2023-12-01 01:10:39,561 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 3 days, 3:30:03, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6031, top5_acc: 0.8875, loss_cls: 4.2051, loss: 4.2051 2023-12-01 01:11:27,092 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 3 days, 3:29:38, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6188, top5_acc: 0.8869, loss_cls: 4.1874, loss: 4.1874 2023-12-01 01:12:14,608 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 3 days, 3:29:12, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5944, top5_acc: 0.8756, loss_cls: 4.2277, loss: 4.2277 2023-12-01 01:13:02,035 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 3 days, 3:28:42, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6094, top5_acc: 0.9056, loss_cls: 4.1585, loss: 4.1585 2023-12-01 01:13:49,496 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 3 days, 3:28:13, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6006, top5_acc: 0.8819, loss_cls: 4.2211, loss: 4.2211 2023-12-01 01:14:36,791 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 3 days, 3:27:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.8775, loss_cls: 4.2518, loss: 4.2518 2023-12-01 01:15:24,282 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 3 days, 3:27:09, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6050, top5_acc: 0.8962, loss_cls: 4.2066, loss: 4.2066 2023-12-01 01:16:11,794 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 3 days, 3:26:42, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.8962, loss_cls: 4.1529, loss: 4.1529 2023-12-01 01:16:59,242 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 3 days, 3:26:11, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8781, loss_cls: 4.2374, loss: 4.2374 2023-12-01 01:17:46,621 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 3 days, 3:25:38, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6281, top5_acc: 0.8962, loss_cls: 4.1287, loss: 4.1287 2023-12-01 01:18:34,069 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 3 days, 3:25:07, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8962, loss_cls: 4.1648, loss: 4.1648 2023-12-01 01:19:21,517 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 3 days, 3:24:36, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.8900, loss_cls: 4.2178, loss: 4.2178 2023-12-01 01:20:09,106 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 3 days, 3:24:10, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.9000, loss_cls: 4.1169, loss: 4.1169 2023-12-01 01:20:56,503 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 3 days, 3:23:37, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6006, top5_acc: 0.8975, loss_cls: 4.2171, loss: 4.2171 2023-12-01 01:21:43,996 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 3 days, 3:23:07, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.8894, loss_cls: 4.2634, loss: 4.2634 2023-12-01 01:22:31,404 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 3 days, 3:22:33, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6131, top5_acc: 0.8850, loss_cls: 4.1839, loss: 4.1839 2023-12-01 01:23:18,837 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 3 days, 3:22:00, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8869, loss_cls: 4.2268, loss: 4.2268 2023-12-01 01:24:06,322 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 3 days, 3:21:29, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6138, top5_acc: 0.8775, loss_cls: 4.2328, loss: 4.2328 2023-12-01 01:24:53,942 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 3 days, 3:21:03, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.6112, top5_acc: 0.8875, loss_cls: 4.1975, loss: 4.1975 2023-12-01 01:25:41,444 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 3 days, 3:20:32, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.8912, loss_cls: 4.1619, loss: 4.1619 2023-12-01 01:26:28,923 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 3 days, 3:20:00, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8888, loss_cls: 4.2350, loss: 4.2350 2023-12-01 01:27:16,406 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 3 days, 3:19:28, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.5975, top5_acc: 0.8944, loss_cls: 4.1810, loss: 4.1810 2023-12-01 01:28:03,882 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 3 days, 3:18:56, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.9000, loss_cls: 4.1096, loss: 4.1096 2023-12-01 01:28:51,301 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 3 days, 3:18:21, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6500, top5_acc: 0.9050, loss_cls: 4.0960, loss: 4.0960 2023-12-01 01:29:38,693 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 3 days, 3:17:45, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6225, top5_acc: 0.8950, loss_cls: 4.1452, loss: 4.1452 2023-12-01 01:30:26,119 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 3 days, 3:17:11, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6006, top5_acc: 0.8950, loss_cls: 4.1697, loss: 4.1697 2023-12-01 01:31:13,651 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 3 days, 3:16:39, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.8806, loss_cls: 4.1965, loss: 4.1965 2023-12-01 01:32:01,092 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 3 days, 3:16:05, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.6012, top5_acc: 0.8900, loss_cls: 4.1950, loss: 4.1950 2023-12-01 01:32:20,485 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-01 01:37:45,390 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 01:37:45,874 - pyskl - INFO - top1_acc 0.5518 top5_acc 0.8587 2023-12-01 01:37:45,878 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_3.pth was removed 2023-12-01 01:37:46,014 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-01 01:37:46,015 - pyskl - INFO - Best top1_acc is 0.5518 at 4 epoch. 2023-12-01 01:37:46,034 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5518, top5_acc: 0.8587 2023-12-01 01:38:32,474 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 3 days, 3:03:11, time: 0.464, data_time: 0.237, memory: 6499, top1_acc: 0.6344, top5_acc: 0.8912, loss_cls: 4.0914, loss: 4.0914 2023-12-01 01:38:55,116 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 3 days, 2:47:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.9038, loss_cls: 4.0971, loss: 4.0971 2023-12-01 01:39:17,857 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 3 days, 2:32:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6431, top5_acc: 0.9131, loss_cls: 4.0376, loss: 4.0376 2023-12-01 01:39:40,544 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 3 days, 2:17:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6112, top5_acc: 0.8981, loss_cls: 4.1903, loss: 4.1903 2023-12-01 01:40:03,280 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 3 days, 2:02:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.8938, loss_cls: 4.1555, loss: 4.1555 2023-12-01 01:40:25,833 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 3 days, 1:48:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.9125, loss_cls: 4.1113, loss: 4.1113 2023-12-01 01:40:48,490 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 3 days, 1:33:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6231, top5_acc: 0.8962, loss_cls: 4.1684, loss: 4.1684 2023-12-01 01:41:11,153 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 3 days, 1:19:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.9025, loss_cls: 4.1115, loss: 4.1115 2023-12-01 01:41:33,815 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 3 days, 1:05:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6038, top5_acc: 0.8900, loss_cls: 4.1893, loss: 4.1893 2023-12-01 01:41:56,503 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 3 days, 0:51:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6131, top5_acc: 0.8931, loss_cls: 4.1675, loss: 4.1675 2023-12-01 01:42:19,272 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 3 days, 0:37:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6169, top5_acc: 0.9044, loss_cls: 4.1200, loss: 4.1200 2023-12-01 01:42:41,881 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 3 days, 0:23:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6462, top5_acc: 0.9113, loss_cls: 4.0367, loss: 4.0367 2023-12-01 01:43:04,644 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 3 days, 0:10:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6400, top5_acc: 0.9019, loss_cls: 4.0847, loss: 4.0847 2023-12-01 01:43:27,257 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 23:56:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6319, top5_acc: 0.8969, loss_cls: 4.1251, loss: 4.1251 2023-12-01 01:43:50,061 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 23:43:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9081, loss_cls: 4.0329, loss: 4.0329 2023-12-01 01:44:13,005 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 23:30:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.8962, loss_cls: 4.1242, loss: 4.1242 2023-12-01 01:44:35,952 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 23:18:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6306, top5_acc: 0.8994, loss_cls: 4.1297, loss: 4.1297 2023-12-01 01:44:58,972 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 23:05:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6388, top5_acc: 0.9019, loss_cls: 4.1047, loss: 4.1047 2023-12-01 01:45:21,994 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 22:53:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.9012, loss_cls: 4.1228, loss: 4.1228 2023-12-01 01:45:44,911 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 22:40:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.8975, loss_cls: 4.1150, loss: 4.1150 2023-12-01 01:46:07,653 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 22:28:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6381, top5_acc: 0.9019, loss_cls: 4.0818, loss: 4.0818 2023-12-01 01:46:30,424 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 22:16:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.9012, loss_cls: 4.1082, loss: 4.1082 2023-12-01 01:46:53,337 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 22:04:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.8975, loss_cls: 4.1012, loss: 4.1012 2023-12-01 01:47:16,093 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 21:52:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6325, top5_acc: 0.9025, loss_cls: 4.0710, loss: 4.0710 2023-12-01 01:47:38,822 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 21:40:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9113, loss_cls: 4.0391, loss: 4.0391 2023-12-01 01:48:01,778 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 21:29:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9169, loss_cls: 4.0369, loss: 4.0369 2023-12-01 01:48:24,547 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 21:17:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9044, loss_cls: 4.0742, loss: 4.0742 2023-12-01 01:48:47,291 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 21:06:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9163, loss_cls: 3.9772, loss: 3.9772 2023-12-01 01:49:10,030 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 20:54:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9113, loss_cls: 4.0488, loss: 4.0488 2023-12-01 01:49:32,779 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 20:43:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9081, loss_cls: 4.0576, loss: 4.0576 2023-12-01 01:49:55,416 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 20:32:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6394, top5_acc: 0.9100, loss_cls: 4.0583, loss: 4.0583 2023-12-01 01:50:18,276 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 20:21:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6500, top5_acc: 0.9225, loss_cls: 4.0341, loss: 4.0341 2023-12-01 01:50:40,927 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 20:10:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6425, top5_acc: 0.9038, loss_cls: 4.0896, loss: 4.0896 2023-12-01 01:51:03,742 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 19:59:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9144, loss_cls: 4.0081, loss: 4.0081 2023-12-01 01:51:26,477 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 19:49:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9006, loss_cls: 4.1162, loss: 4.1162 2023-12-01 01:51:49,181 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 19:38:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6488, top5_acc: 0.9044, loss_cls: 4.0545, loss: 4.0545 2023-12-01 01:52:11,918 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 19:28:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9025, loss_cls: 4.0706, loss: 4.0706 2023-12-01 01:52:34,617 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 19:17:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6319, top5_acc: 0.9038, loss_cls: 4.0775, loss: 4.0775 2023-12-01 01:52:57,240 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 19:07:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6231, top5_acc: 0.9006, loss_cls: 4.1110, loss: 4.1110 2023-12-01 01:53:06,814 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-01 01:56:45,818 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 01:56:46,350 - pyskl - INFO - top1_acc 0.6220 top5_acc 0.8973 2023-12-01 01:56:46,358 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_4.pth was removed 2023-12-01 01:56:46,498 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-01 01:56:46,500 - pyskl - INFO - Best top1_acc is 0.6220 at 5 epoch. 2023-12-01 01:56:46,522 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.6220, top5_acc: 0.8973 2023-12-01 01:57:32,660 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 19:00:21, time: 0.461, data_time: 0.234, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9019, loss_cls: 4.0126, loss: 4.0126 2023-12-01 01:57:55,404 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 18:50:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6381, top5_acc: 0.9056, loss_cls: 4.0735, loss: 4.0735 2023-12-01 01:58:18,045 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 18:40:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9100, loss_cls: 4.0476, loss: 4.0476 2023-12-01 01:58:40,638 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 18:30:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9175, loss_cls: 3.9838, loss: 3.9838 2023-12-01 01:59:03,411 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 18:20:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9038, loss_cls: 4.0181, loss: 4.0181 2023-12-01 01:59:26,189 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 18:11:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9225, loss_cls: 3.9782, loss: 3.9782 2023-12-01 01:59:48,953 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 18:01:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6419, top5_acc: 0.9113, loss_cls: 4.0521, loss: 4.0521 2023-12-01 02:00:11,731 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 17:52:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9094, loss_cls: 4.0033, loss: 4.0033 2023-12-01 02:00:34,501 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 17:42:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9069, loss_cls: 4.0648, loss: 4.0648 2023-12-01 02:00:57,244 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 17:33:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9213, loss_cls: 4.0134, loss: 4.0134 2023-12-01 02:01:19,921 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 17:24:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9200, loss_cls: 3.9674, loss: 3.9674 2023-12-01 02:01:42,724 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 17:15:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9137, loss_cls: 4.0203, loss: 4.0203 2023-12-01 02:02:05,454 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 17:06:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9194, loss_cls: 4.0052, loss: 4.0052 2023-12-01 02:02:28,314 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 16:57:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9081, loss_cls: 4.0511, loss: 4.0511 2023-12-01 02:02:50,983 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 16:48:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9206, loss_cls: 3.9854, loss: 3.9854 2023-12-01 02:03:13,618 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 16:39:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9219, loss_cls: 3.9958, loss: 3.9958 2023-12-01 02:03:36,551 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 16:30:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.8938, loss_cls: 4.0787, loss: 4.0787 2023-12-01 02:03:59,276 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 16:22:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9194, loss_cls: 4.0211, loss: 4.0211 2023-12-01 02:04:21,950 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 16:13:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9106, loss_cls: 4.0182, loss: 4.0182 2023-12-01 02:04:44,566 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 16:04:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9056, loss_cls: 4.0125, loss: 4.0125 2023-12-01 02:05:07,239 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 15:56:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9169, loss_cls: 3.9858, loss: 3.9858 2023-12-01 02:05:29,989 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 15:48:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9150, loss_cls: 3.9936, loss: 3.9936 2023-12-01 02:05:52,704 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 15:39:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9056, loss_cls: 4.0898, loss: 4.0898 2023-12-01 02:06:15,515 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 15:31:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9150, loss_cls: 3.9867, loss: 3.9867 2023-12-01 02:06:38,265 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 15:23:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9025, loss_cls: 4.0144, loss: 4.0144 2023-12-01 02:07:01,044 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 15:15:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9056, loss_cls: 4.0157, loss: 4.0157 2023-12-01 02:07:23,903 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 15:07:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9231, loss_cls: 3.9839, loss: 3.9839 2023-12-01 02:07:46,600 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 14:59:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6444, top5_acc: 0.8925, loss_cls: 4.0949, loss: 4.0949 2023-12-01 02:08:09,334 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 14:51:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6375, top5_acc: 0.8981, loss_cls: 4.0690, loss: 4.0690 2023-12-01 02:08:32,101 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 14:44:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9100, loss_cls: 3.9781, loss: 3.9781 2023-12-01 02:08:54,938 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 14:36:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9075, loss_cls: 4.0224, loss: 4.0224 2023-12-01 02:09:17,713 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 14:28:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9175, loss_cls: 4.0201, loss: 4.0201 2023-12-01 02:09:40,523 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 14:21:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9125, loss_cls: 4.0069, loss: 4.0069 2023-12-01 02:10:03,277 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 14:13:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9144, loss_cls: 4.0237, loss: 4.0237 2023-12-01 02:10:25,969 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 14:06:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9100, loss_cls: 4.0168, loss: 4.0168 2023-12-01 02:10:48,690 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 13:58:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9113, loss_cls: 4.0303, loss: 4.0303 2023-12-01 02:11:11,300 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 13:51:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6406, top5_acc: 0.9025, loss_cls: 4.0697, loss: 4.0697 2023-12-01 02:11:33,926 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 13:44:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9075, loss_cls: 4.0154, loss: 4.0154 2023-12-01 02:11:56,785 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 13:36:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9119, loss_cls: 4.0453, loss: 4.0453 2023-12-01 02:12:06,318 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-01 02:15:44,762 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 02:15:45,287 - pyskl - INFO - top1_acc 0.5886 top5_acc 0.8819 2023-12-01 02:15:45,313 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5886, top5_acc: 0.8819 2023-12-01 02:16:31,415 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 13:32:28, time: 0.461, data_time: 0.234, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9144, loss_cls: 4.0203, loss: 4.0203 2023-12-01 02:16:54,073 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 13:25:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9231, loss_cls: 3.9175, loss: 3.9175 2023-12-01 02:17:16,663 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 13:18:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9231, loss_cls: 3.9493, loss: 3.9493 2023-12-01 02:17:39,339 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 13:11:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9256, loss_cls: 3.9386, loss: 3.9386 2023-12-01 02:18:02,100 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 13:04:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9200, loss_cls: 3.9489, loss: 3.9489 2023-12-01 02:18:24,848 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 12:57:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9187, loss_cls: 3.9349, loss: 3.9349 2023-12-01 02:18:47,667 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 12:50:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9081, loss_cls: 4.0308, loss: 4.0308 2023-12-01 02:19:10,344 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 12:43:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9381, loss_cls: 3.9189, loss: 3.9189 2023-12-01 02:19:33,087 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 12:36:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9237, loss_cls: 3.9547, loss: 3.9547 2023-12-01 02:19:55,908 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 12:30:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9169, loss_cls: 4.0117, loss: 4.0117 2023-12-01 02:20:18,508 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 12:23:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9200, loss_cls: 3.9816, loss: 3.9816 2023-12-01 02:20:41,127 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 12:16:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 3.9460, loss: 3.9460 2023-12-01 02:21:03,983 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 12:10:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9181, loss_cls: 3.9988, loss: 3.9988 2023-12-01 02:21:26,778 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 12:04:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9281, loss_cls: 3.8932, loss: 3.8932 2023-12-01 02:21:49,486 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 11:57:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9237, loss_cls: 3.9438, loss: 3.9438 2023-12-01 02:22:12,282 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 11:51:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9250, loss_cls: 3.9229, loss: 3.9229 2023-12-01 02:22:35,064 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 11:44:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9150, loss_cls: 3.9799, loss: 3.9799 2023-12-01 02:22:57,843 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 11:38:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9175, loss_cls: 3.9251, loss: 3.9251 2023-12-01 02:23:20,559 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 11:32:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 3.8974, loss: 3.8974 2023-12-01 02:23:43,267 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 11:26:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9131, loss_cls: 4.0022, loss: 4.0022 2023-12-01 02:24:05,948 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 11:19:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9175, loss_cls: 3.9645, loss: 3.9645 2023-12-01 02:24:28,683 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 11:13:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9275, loss_cls: 3.9555, loss: 3.9555 2023-12-01 02:24:51,412 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 11:07:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9331, loss_cls: 3.9112, loss: 3.9112 2023-12-01 02:25:14,079 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 11:01:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9281, loss_cls: 3.9361, loss: 3.9361 2023-12-01 02:25:36,737 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 10:55:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9119, loss_cls: 3.9917, loss: 3.9917 2023-12-01 02:25:59,515 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 10:49:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9187, loss_cls: 3.9666, loss: 3.9666 2023-12-01 02:26:22,335 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 10:43:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9131, loss_cls: 3.9226, loss: 3.9226 2023-12-01 02:26:45,128 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 10:38:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9200, loss_cls: 3.9386, loss: 3.9386 2023-12-01 02:27:07,934 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 10:32:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9062, loss_cls: 4.0176, loss: 4.0176 2023-12-01 02:27:30,768 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 10:26:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 3.9444, loss: 3.9444 2023-12-01 02:27:53,468 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 10:20:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9087, loss_cls: 4.0006, loss: 4.0006 2023-12-01 02:28:16,335 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 10:15:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9075, loss_cls: 4.0024, loss: 4.0024 2023-12-01 02:28:39,077 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 10:09:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9144, loss_cls: 3.9458, loss: 3.9458 2023-12-01 02:29:01,707 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 10:03:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9106, loss_cls: 3.9798, loss: 3.9798 2023-12-01 02:29:24,457 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 9:58:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9275, loss_cls: 3.9352, loss: 3.9352 2023-12-01 02:29:47,282 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 9:52:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9163, loss_cls: 3.9728, loss: 3.9728 2023-12-01 02:30:10,068 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 9:47:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9287, loss_cls: 3.9636, loss: 3.9636 2023-12-01 02:30:32,879 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 9:41:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9056, loss_cls: 4.0349, loss: 4.0349 2023-12-01 02:30:55,586 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 9:36:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9187, loss_cls: 3.9033, loss: 3.9033 2023-12-01 02:31:05,132 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-01 02:34:43,116 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 02:34:43,603 - pyskl - INFO - top1_acc 0.6263 top5_acc 0.9000 2023-12-01 02:34:43,607 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_5.pth was removed 2023-12-01 02:34:43,751 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-01 02:34:43,754 - pyskl - INFO - Best top1_acc is 0.6263 at 7 epoch. 2023-12-01 02:34:43,777 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6263, top5_acc: 0.9000 2023-12-01 02:35:29,382 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 9:33:27, time: 0.456, data_time: 0.229, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9325, loss_cls: 3.8749, loss: 3.8749 2023-12-01 02:35:52,002 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 9:28:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9231, loss_cls: 3.9406, loss: 3.9406 2023-12-01 02:36:14,809 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 9:22:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9263, loss_cls: 3.9278, loss: 3.9278 2023-12-01 02:36:37,652 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 9:17:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9287, loss_cls: 3.9035, loss: 3.9035 2023-12-01 02:37:00,383 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 9:12:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9244, loss_cls: 3.9683, loss: 3.9683 2023-12-01 02:37:23,055 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 9:07:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9237, loss_cls: 3.9591, loss: 3.9591 2023-12-01 02:37:45,753 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 9:01:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9031, loss_cls: 4.0204, loss: 4.0204 2023-12-01 02:38:08,519 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 8:56:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9287, loss_cls: 3.8864, loss: 3.8864 2023-12-01 02:38:31,297 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 8:51:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9206, loss_cls: 3.9725, loss: 3.9725 2023-12-01 02:38:53,959 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 8:46:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 3.9447, loss: 3.9447 2023-12-01 02:39:16,769 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 8:41:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9231, loss_cls: 3.8748, loss: 3.8748 2023-12-01 02:39:39,414 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 8:36:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9306, loss_cls: 3.8972, loss: 3.8972 2023-12-01 02:40:02,089 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 8:31:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9200, loss_cls: 3.9321, loss: 3.9321 2023-12-01 02:40:24,790 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 8:26:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9231, loss_cls: 3.9308, loss: 3.9308 2023-12-01 02:40:47,566 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 8:21:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9325, loss_cls: 3.8881, loss: 3.8881 2023-12-01 02:41:10,258 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 8:16:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9331, loss_cls: 3.8689, loss: 3.8689 2023-12-01 02:41:33,116 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 8:11:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9250, loss_cls: 3.9538, loss: 3.9538 2023-12-01 02:41:55,841 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 8:06:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9169, loss_cls: 3.9653, loss: 3.9653 2023-12-01 02:42:18,610 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 8:02:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 3.9140, loss: 3.9140 2023-12-01 02:42:41,314 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 7:57:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9269, loss_cls: 3.9057, loss: 3.9057 2023-12-01 02:43:03,992 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 7:52:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9194, loss_cls: 3.8956, loss: 3.8956 2023-12-01 02:43:26,794 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 7:47:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 3.8431, loss: 3.8431 2023-12-01 02:43:49,583 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 7:43:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9275, loss_cls: 3.9120, loss: 3.9120 2023-12-01 02:44:12,349 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 7:38:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9287, loss_cls: 3.8909, loss: 3.8909 2023-12-01 02:44:35,013 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 7:33:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 3.8868, loss: 3.8868 2023-12-01 02:44:57,717 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 7:29:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9156, loss_cls: 3.9599, loss: 3.9599 2023-12-01 02:45:20,460 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 7:24:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9225, loss_cls: 3.9776, loss: 3.9776 2023-12-01 02:45:43,269 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 7:20:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9244, loss_cls: 3.9591, loss: 3.9591 2023-12-01 02:46:06,047 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 7:15:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9269, loss_cls: 3.9001, loss: 3.9001 2023-12-01 02:46:28,918 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 7:11:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9256, loss_cls: 3.9230, loss: 3.9230 2023-12-01 02:46:51,485 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 7:06:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9163, loss_cls: 3.9360, loss: 3.9360 2023-12-01 02:47:14,134 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 7:02:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 3.9045, loss: 3.9045 2023-12-01 02:47:36,937 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 6:57:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9363, loss_cls: 3.8687, loss: 3.8687 2023-12-01 02:47:59,736 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 6:53:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9113, loss_cls: 3.9993, loss: 3.9993 2023-12-01 02:48:22,438 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 6:49:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9313, loss_cls: 3.8794, loss: 3.8794 2023-12-01 02:48:45,291 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 6:44:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9206, loss_cls: 3.9357, loss: 3.9357 2023-12-01 02:49:07,979 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 6:40:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 3.8117, loss: 3.8117 2023-12-01 02:49:30,701 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 6:36:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9300, loss_cls: 3.9512, loss: 3.9512 2023-12-01 02:49:53,441 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 6:32:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9344, loss_cls: 3.8427, loss: 3.8427 2023-12-01 02:50:03,020 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-01 02:53:41,757 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 02:53:42,256 - pyskl - INFO - top1_acc 0.6570 top5_acc 0.9188 2023-12-01 02:53:42,261 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_7.pth was removed 2023-12-01 02:53:42,409 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2023-12-01 02:53:42,411 - pyskl - INFO - Best top1_acc is 0.6570 at 8 epoch. 2023-12-01 02:53:42,434 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6570, top5_acc: 0.9188 2023-12-01 02:54:29,444 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 6:30:36, time: 0.470, data_time: 0.243, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9306, loss_cls: 3.8866, loss: 3.8866 2023-12-01 02:54:52,270 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 6:26:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9337, loss_cls: 3.8750, loss: 3.8750 2023-12-01 02:55:15,027 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 6:22:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9263, loss_cls: 3.9181, loss: 3.9181 2023-12-01 02:55:37,879 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 6:18:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 3.8843, loss: 3.8843 2023-12-01 02:56:00,623 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 6:13:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 3.8675, loss: 3.8675 2023-12-01 02:56:23,258 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 6:09:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9225, loss_cls: 3.9060, loss: 3.9060 2023-12-01 02:56:46,099 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 6:05:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 3.9426, loss: 3.9426 2023-12-01 02:57:08,901 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 6:01:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 3.8554, loss: 3.8554 2023-12-01 02:57:31,698 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 5:57:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9369, loss_cls: 3.8506, loss: 3.8506 2023-12-01 02:57:54,505 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 5:53:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 3.8891, loss: 3.8891 2023-12-01 02:58:17,310 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 5:49:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9250, loss_cls: 3.9241, loss: 3.9241 2023-12-01 02:58:40,259 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 5:45:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9281, loss_cls: 3.8727, loss: 3.8727 2023-12-01 02:59:03,032 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 5:41:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9325, loss_cls: 3.9057, loss: 3.9057 2023-12-01 02:59:25,867 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 5:37:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9287, loss_cls: 3.8984, loss: 3.8984 2023-12-01 02:59:48,738 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 5:34:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9225, loss_cls: 3.9023, loss: 3.9023 2023-12-01 03:00:11,633 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 5:30:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9337, loss_cls: 3.8269, loss: 3.8269 2023-12-01 03:00:34,382 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 5:26:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9287, loss_cls: 3.8783, loss: 3.8783 2023-12-01 03:00:56,992 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 5:22:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 3.8673, loss: 3.8673 2023-12-01 03:01:19,746 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 5:18:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9350, loss_cls: 3.8615, loss: 3.8615 2023-12-01 03:01:42,646 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 5:14:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9213, loss_cls: 3.9164, loss: 3.9164 2023-12-01 03:02:05,478 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 5:11:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 3.8925, loss: 3.8925 2023-12-01 03:02:28,356 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 5:07:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 3.8471, loss: 3.8471 2023-12-01 03:02:51,163 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 5:03:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9344, loss_cls: 3.8747, loss: 3.8747 2023-12-01 03:03:13,848 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 4:59:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9206, loss_cls: 3.8999, loss: 3.8999 2023-12-01 03:03:36,690 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 4:56:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9387, loss_cls: 3.8016, loss: 3.8016 2023-12-01 03:03:59,541 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 4:52:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9150, loss_cls: 3.9072, loss: 3.9072 2023-12-01 03:04:22,577 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 4:48:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9269, loss_cls: 3.9436, loss: 3.9436 2023-12-01 03:04:45,420 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 4:45:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9194, loss_cls: 3.9381, loss: 3.9381 2023-12-01 03:05:08,207 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 4:41:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9250, loss_cls: 3.8844, loss: 3.8844 2023-12-01 03:05:30,976 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 4:38:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9425, loss_cls: 3.8385, loss: 3.8385 2023-12-01 03:05:53,945 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 4:34:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9287, loss_cls: 3.8858, loss: 3.8858 2023-12-01 03:06:16,762 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 4:30:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 3.8853, loss: 3.8853 2023-12-01 03:06:39,529 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 4:27:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9363, loss_cls: 3.8371, loss: 3.8371 2023-12-01 03:07:02,376 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 4:23:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9250, loss_cls: 3.8730, loss: 3.8730 2023-12-01 03:07:25,414 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 4:20:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9175, loss_cls: 3.8906, loss: 3.8906 2023-12-01 03:07:48,309 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 4:16:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9275, loss_cls: 3.9034, loss: 3.9034 2023-12-01 03:08:11,156 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 4:13:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9219, loss_cls: 3.8993, loss: 3.8993 2023-12-01 03:08:33,930 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 4:10:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9275, loss_cls: 3.8758, loss: 3.8758 2023-12-01 03:08:56,717 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 4:06:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9356, loss_cls: 3.8689, loss: 3.8689 2023-12-01 03:09:06,331 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-01 03:12:45,116 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 03:12:45,632 - pyskl - INFO - top1_acc 0.6300 top5_acc 0.9044 2023-12-01 03:12:45,658 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6300, top5_acc: 0.9044 2023-12-01 03:13:32,918 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 4:05:49, time: 0.473, data_time: 0.244, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9244, loss_cls: 3.9391, loss: 3.9391 2023-12-01 03:13:55,751 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 4:02:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 3.8826, loss: 3.8826 2023-12-01 03:14:18,594 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 3:59:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9237, loss_cls: 3.8582, loss: 3.8582 2023-12-01 03:14:41,393 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 3:55:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9431, loss_cls: 3.8173, loss: 3.8173 2023-12-01 03:15:04,074 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 3:52:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9306, loss_cls: 3.9187, loss: 3.9187 2023-12-01 03:15:26,971 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 3:48:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 3.8134, loss: 3.8134 2023-12-01 03:15:49,674 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 3:45:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 3.8298, loss: 3.8298 2023-12-01 03:16:12,465 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 3:42:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9219, loss_cls: 3.8681, loss: 3.8681 2023-12-01 03:16:35,193 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 3:38:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 3.8210, loss: 3.8210 2023-12-01 03:16:58,018 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 3:35:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 3.8668, loss: 3.8668 2023-12-01 03:17:20,929 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 3:32:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9225, loss_cls: 3.9064, loss: 3.9064 2023-12-01 03:17:43,858 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 3:29:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9331, loss_cls: 3.8725, loss: 3.8725 2023-12-01 03:18:06,673 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 3:26:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 3.8593, loss: 3.8593 2023-12-01 03:18:29,408 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 3:22:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9337, loss_cls: 3.8268, loss: 3.8268 2023-12-01 03:18:52,160 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 3:19:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9300, loss_cls: 3.8230, loss: 3.8230 2023-12-01 03:19:15,050 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 3:16:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 3.8529, loss: 3.8529 2023-12-01 03:19:37,946 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 3:13:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9187, loss_cls: 3.9228, loss: 3.9228 2023-12-01 03:20:00,865 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 3:10:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9331, loss_cls: 3.8664, loss: 3.8664 2023-12-01 03:20:23,605 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 3:07:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9331, loss_cls: 3.8852, loss: 3.8852 2023-12-01 03:20:46,398 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 3:03:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 3.9433, loss: 3.9433 2023-12-01 03:21:09,235 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 3:00:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 3.8083, loss: 3.8083 2023-12-01 03:21:32,080 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 2:57:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 3.8181, loss: 3.8181 2023-12-01 03:21:54,854 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 2:54:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9131, loss_cls: 3.9230, loss: 3.9230 2023-12-01 03:22:17,702 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 2:51:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 3.8404, loss: 3.8404 2023-12-01 03:22:40,426 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 2:48:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 3.9103, loss: 3.9103 2023-12-01 03:23:03,216 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 2:45:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9281, loss_cls: 3.8598, loss: 3.8598 2023-12-01 03:23:26,073 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 2:42:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 3.8323, loss: 3.8323 2023-12-01 03:23:48,909 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 2:39:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9344, loss_cls: 3.8345, loss: 3.8345 2023-12-01 03:24:11,699 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 2:36:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 3.8644, loss: 3.8644 2023-12-01 03:24:34,460 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 2:33:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9350, loss_cls: 3.9409, loss: 3.9409 2023-12-01 03:24:57,195 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 2:30:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 3.8156, loss: 3.8156 2023-12-01 03:25:20,008 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 2:27:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 3.8031, loss: 3.8031 2023-12-01 03:25:42,952 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 2:24:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 3.8970, loss: 3.8970 2023-12-01 03:26:05,817 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 2:21:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9256, loss_cls: 3.9004, loss: 3.9004 2023-12-01 03:26:28,576 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 2:18:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 3.7779, loss: 3.7779 2023-12-01 03:26:51,337 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 2:15:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 3.8751, loss: 3.8751 2023-12-01 03:27:14,155 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 2:12:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9194, loss_cls: 3.9157, loss: 3.9157 2023-12-01 03:27:37,011 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 2:10:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 3.8657, loss: 3.8657 2023-12-01 03:27:59,773 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 2:07:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9300, loss_cls: 3.8463, loss: 3.8463 2023-12-01 03:28:09,459 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-01 03:31:47,231 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 03:31:47,734 - pyskl - INFO - top1_acc 0.6532 top5_acc 0.9145 2023-12-01 03:31:47,763 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6532, top5_acc: 0.9145 2023-12-01 03:32:34,406 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 2:06:37, time: 0.466, data_time: 0.239, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 3.8445, loss: 3.8445 2023-12-01 03:32:57,108 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 2:03:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 3.7975, loss: 3.7975 2023-12-01 03:33:19,874 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 2:00:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9400, loss_cls: 3.7789, loss: 3.7789 2023-12-01 03:33:42,554 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 1:58:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9394, loss_cls: 3.8244, loss: 3.8244 2023-12-01 03:34:05,283 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 1:55:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9269, loss_cls: 3.8659, loss: 3.8659 2023-12-01 03:34:28,070 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 1:52:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9394, loss_cls: 3.8216, loss: 3.8216 2023-12-01 03:34:50,887 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 1:49:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9350, loss_cls: 3.7908, loss: 3.7908 2023-12-01 03:35:13,693 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 1:46:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9231, loss_cls: 3.9300, loss: 3.9300 2023-12-01 03:35:36,365 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 1:44:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 3.7746, loss: 3.7746 2023-12-01 03:35:59,166 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 1:41:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 3.7694, loss: 3.7694 2023-12-01 03:36:22,057 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 1:38:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 3.8571, loss: 3.8571 2023-12-01 03:36:44,910 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 1:35:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9231, loss_cls: 3.8901, loss: 3.8901 2023-12-01 03:37:07,614 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 1:33:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 3.8633, loss: 3.8633 2023-12-01 03:37:30,452 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 1:30:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9431, loss_cls: 3.8300, loss: 3.8300 2023-12-01 03:37:53,272 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 1:27:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 3.7699, loss: 3.7699 2023-12-01 03:38:16,037 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 1:25:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9237, loss_cls: 3.8690, loss: 3.8690 2023-12-01 03:38:38,871 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 1:22:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9256, loss_cls: 3.8506, loss: 3.8506 2023-12-01 03:39:01,868 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 1:19:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9356, loss_cls: 3.8713, loss: 3.8713 2023-12-01 03:39:24,650 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 1:17:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 3.8454, loss: 3.8454 2023-12-01 03:39:47,393 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 1:14:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9369, loss_cls: 3.8603, loss: 3.8603 2023-12-01 03:40:09,980 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 1:11:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9219, loss_cls: 3.8906, loss: 3.8906 2023-12-01 03:40:32,730 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 1:09:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9337, loss_cls: 3.8675, loss: 3.8675 2023-12-01 03:40:55,498 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 1:06:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9300, loss_cls: 3.8716, loss: 3.8716 2023-12-01 03:41:18,389 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 1:04:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 3.8644, loss: 3.8644 2023-12-01 03:41:41,182 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 1:01:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 3.8316, loss: 3.8316 2023-12-01 03:42:03,930 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 0:58:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9331, loss_cls: 3.8546, loss: 3.8546 2023-12-01 03:42:26,832 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 0:56:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 3.8120, loss: 3.8120 2023-12-01 03:42:49,759 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 0:53:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 3.9004, loss: 3.9004 2023-12-01 03:43:12,620 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 0:51:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 3.8295, loss: 3.8295 2023-12-01 03:43:35,416 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 0:48:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 3.7668, loss: 3.7668 2023-12-01 03:43:58,251 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 0:46:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9287, loss_cls: 3.8437, loss: 3.8437 2023-12-01 03:44:21,024 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 0:43:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 3.8054, loss: 3.8054 2023-12-01 03:44:43,950 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 0:41:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 3.8102, loss: 3.8102 2023-12-01 03:45:06,756 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 0:38:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9250, loss_cls: 3.8978, loss: 3.8978 2023-12-01 03:45:29,644 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 0:36:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9287, loss_cls: 3.9012, loss: 3.9012 2023-12-01 03:45:52,584 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 0:33:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 3.7951, loss: 3.7951 2023-12-01 03:46:15,442 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 0:31:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9331, loss_cls: 3.8366, loss: 3.8366 2023-12-01 03:46:38,350 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 0:29:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9250, loss_cls: 3.8318, loss: 3.8318 2023-12-01 03:47:01,172 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 0:26:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 3.8557, loss: 3.8557 2023-12-01 03:47:10,864 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-01 03:50:48,673 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 03:50:49,172 - pyskl - INFO - top1_acc 0.6339 top5_acc 0.8920 2023-12-01 03:50:49,206 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6339, top5_acc: 0.8920 2023-12-01 03:51:35,299 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 0:26:09, time: 0.461, data_time: 0.234, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 3.7756, loss: 3.7756 2023-12-01 03:51:57,958 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 0:23:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 3.8165, loss: 3.8165 2023-12-01 03:52:20,653 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 0:21:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9500, loss_cls: 3.7273, loss: 3.7273 2023-12-01 03:52:43,624 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 0:18:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9319, loss_cls: 3.8985, loss: 3.8985 2023-12-01 03:53:06,623 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 0:16:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9313, loss_cls: 3.8084, loss: 3.8084 2023-12-01 03:53:29,538 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 0:14:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 3.8133, loss: 3.8133 2023-12-01 03:53:52,395 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 0:11:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 3.8507, loss: 3.8507 2023-12-01 03:54:15,166 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 0:09:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9387, loss_cls: 3.8595, loss: 3.8595 2023-12-01 03:54:38,005 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 0:07:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9337, loss_cls: 3.8629, loss: 3.8629 2023-12-01 03:55:00,844 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 0:04:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 3.7616, loss: 3.7616 2023-12-01 03:55:23,557 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 0:02:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 3.7588, loss: 3.7588 2023-12-01 03:55:46,374 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 0:00:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9400, loss_cls: 3.8081, loss: 3.8081 2023-12-01 03:56:09,143 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 23:57:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9325, loss_cls: 3.9341, loss: 3.9341 2023-12-01 03:56:31,932 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 23:55:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 3.8105, loss: 3.8105 2023-12-01 03:56:54,774 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 23:53:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 3.7814, loss: 3.7814 2023-12-01 03:57:17,741 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 23:50:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9156, loss_cls: 3.8803, loss: 3.8803 2023-12-01 03:57:40,557 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 23:48:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9313, loss_cls: 3.8839, loss: 3.8839 2023-12-01 03:58:03,190 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 23:46:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 3.8410, loss: 3.8410 2023-12-01 03:58:25,886 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 23:43:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 3.7923, loss: 3.7923 2023-12-01 03:58:48,722 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 23:41:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 3.7922, loss: 3.7922 2023-12-01 03:59:11,574 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 23:39:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9437, loss_cls: 3.8123, loss: 3.8123 2023-12-01 03:59:34,252 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 23:37:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9231, loss_cls: 3.8725, loss: 3.8725 2023-12-01 03:59:57,091 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 23:34:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9337, loss_cls: 3.8014, loss: 3.8014 2023-12-01 04:00:19,848 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 23:32:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 3.7936, loss: 3.7936 2023-12-01 04:00:42,597 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 23:30:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9337, loss_cls: 3.8135, loss: 3.8135 2023-12-01 04:01:05,344 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 23:28:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9331, loss_cls: 3.8626, loss: 3.8626 2023-12-01 04:01:28,126 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 23:25:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 3.8293, loss: 3.8293 2023-12-01 04:01:51,010 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 23:23:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 3.8642, loss: 3.8642 2023-12-01 04:02:13,708 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 23:21:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9419, loss_cls: 3.7948, loss: 3.7948 2023-12-01 04:02:36,461 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 23:19:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 3.7763, loss: 3.7763 2023-12-01 04:02:59,377 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 23:17:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 3.7874, loss: 3.7874 2023-12-01 04:03:22,233 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 23:15:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 3.7878, loss: 3.7878 2023-12-01 04:03:45,038 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 23:12:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 3.7811, loss: 3.7811 2023-12-01 04:04:07,741 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 23:10:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9350, loss_cls: 3.7864, loss: 3.7864 2023-12-01 04:04:30,509 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 23:08:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 3.8299, loss: 3.8299 2023-12-01 04:04:53,370 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 23:06:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9281, loss_cls: 3.8543, loss: 3.8543 2023-12-01 04:05:16,006 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 23:04:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9256, loss_cls: 3.8711, loss: 3.8711 2023-12-01 04:05:38,746 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 23:02:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9344, loss_cls: 3.8320, loss: 3.8320 2023-12-01 04:06:01,481 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 23:00:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9431, loss_cls: 3.8044, loss: 3.8044 2023-12-01 04:06:11,094 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-01 04:09:52,991 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 04:09:53,517 - pyskl - INFO - top1_acc 0.6687 top5_acc 0.9156 2023-12-01 04:09:53,521 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_8.pth was removed 2023-12-01 04:09:53,679 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2023-12-01 04:09:53,682 - pyskl - INFO - Best top1_acc is 0.6687 at 12 epoch. 2023-12-01 04:09:53,716 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6687, top5_acc: 0.9156 2023-12-01 04:10:41,808 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 23:00:09, time: 0.481, data_time: 0.253, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9337, loss_cls: 3.7800, loss: 3.7800 2023-12-01 04:11:04,602 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 22:58:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 3.7852, loss: 3.7852 2023-12-01 04:11:27,496 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 22:55:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9350, loss_cls: 3.7796, loss: 3.7796 2023-12-01 04:11:50,233 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 22:53:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9450, loss_cls: 3.7753, loss: 3.7753 2023-12-01 04:12:12,875 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 22:51:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9356, loss_cls: 3.7862, loss: 3.7862 2023-12-01 04:12:35,534 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 22:49:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 3.7876, loss: 3.7876 2023-12-01 04:12:58,358 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 22:47:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 3.7831, loss: 3.7831 2023-12-01 04:13:21,221 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 22:45:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 3.7757, loss: 3.7757 2023-12-01 04:13:44,012 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 22:43:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 3.7691, loss: 3.7691 2023-12-01 04:14:06,806 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 22:41:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 3.7547, loss: 3.7547 2023-12-01 04:14:29,644 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 22:39:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 3.8111, loss: 3.8111 2023-12-01 04:14:52,433 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 22:37:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 3.7886, loss: 3.7886 2023-12-01 04:15:15,273 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 22:35:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 3.8486, loss: 3.8486 2023-12-01 04:15:38,108 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 22:33:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 3.8434, loss: 3.8434 2023-12-01 04:16:00,978 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 22:31:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 3.7095, loss: 3.7095 2023-12-01 04:16:23,817 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 22:29:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 3.8076, loss: 3.8076 2023-12-01 04:16:46,674 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 22:27:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 3.8273, loss: 3.8273 2023-12-01 04:17:09,506 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 22:25:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9413, loss_cls: 3.8308, loss: 3.8308 2023-12-01 04:17:32,327 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 22:23:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9363, loss_cls: 3.7756, loss: 3.7756 2023-12-01 04:17:55,183 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 22:21:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9269, loss_cls: 3.8921, loss: 3.8921 2023-12-01 04:18:17,936 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 22:19:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 3.7911, loss: 3.7911 2023-12-01 04:18:40,762 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 22:17:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 3.8068, loss: 3.8068 2023-12-01 04:19:03,630 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 22:15:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 3.7929, loss: 3.7929 2023-12-01 04:19:26,425 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 22:13:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 3.7692, loss: 3.7692 2023-12-01 04:19:49,198 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 22:11:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9337, loss_cls: 3.8291, loss: 3.8291 2023-12-01 04:20:12,089 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 22:09:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 3.7530, loss: 3.7530 2023-12-01 04:20:34,924 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 22:07:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9269, loss_cls: 3.8879, loss: 3.8879 2023-12-01 04:20:57,668 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 22:05:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 3.8174, loss: 3.8174 2023-12-01 04:21:20,336 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 22:03:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9213, loss_cls: 3.8253, loss: 3.8253 2023-12-01 04:21:43,177 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 22:01:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 3.8481, loss: 3.8481 2023-12-01 04:22:06,077 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 21:59:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 3.7088, loss: 3.7088 2023-12-01 04:22:28,954 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 21:58:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 3.7500, loss: 3.7500 2023-12-01 04:22:51,760 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 21:56:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9350, loss_cls: 3.8362, loss: 3.8362 2023-12-01 04:23:14,532 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 21:54:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9375, loss_cls: 3.8259, loss: 3.8259 2023-12-01 04:23:37,318 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 21:52:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 3.7931, loss: 3.7931 2023-12-01 04:24:00,046 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 21:50:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 3.7690, loss: 3.7690 2023-12-01 04:24:22,954 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 21:48:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9281, loss_cls: 3.8145, loss: 3.8145 2023-12-01 04:24:45,666 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 21:46:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9281, loss_cls: 3.8576, loss: 3.8576 2023-12-01 04:25:08,425 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 21:44:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9450, loss_cls: 3.8287, loss: 3.8287 2023-12-01 04:25:17,995 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-01 04:28:58,064 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 04:28:58,566 - pyskl - INFO - top1_acc 0.6480 top5_acc 0.9157 2023-12-01 04:28:58,589 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6480, top5_acc: 0.9157 2023-12-01 04:29:45,938 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 21:44:57, time: 0.473, data_time: 0.240, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9406, loss_cls: 3.8034, loss: 3.8034 2023-12-01 04:30:09,203 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 21:43:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 3.7815, loss: 3.7815 2023-12-01 04:30:32,490 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 21:41:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 3.8200, loss: 3.8200 2023-12-01 04:30:55,817 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 21:39:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 3.7671, loss: 3.7671 2023-12-01 04:31:19,151 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 21:37:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 3.7887, loss: 3.7887 2023-12-01 04:31:42,291 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 21:36:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9437, loss_cls: 3.8012, loss: 3.8012 2023-12-01 04:32:05,698 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 21:34:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 3.6650, loss: 3.6650 2023-12-01 04:32:29,106 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 21:32:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 3.7523, loss: 3.7523 2023-12-01 04:32:52,312 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 21:30:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 3.7668, loss: 3.7668 2023-12-01 04:33:15,592 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 21:29:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 3.7444, loss: 3.7444 2023-12-01 04:33:38,845 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 21:27:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9319, loss_cls: 3.8433, loss: 3.8433 2023-12-01 04:34:02,185 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 21:25:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 3.8203, loss: 3.8203 2023-12-01 04:34:25,404 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 21:24:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9419, loss_cls: 3.8059, loss: 3.8059 2023-12-01 04:34:48,817 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 21:22:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 3.7212, loss: 3.7212 2023-12-01 04:35:12,074 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 21:20:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9394, loss_cls: 3.7912, loss: 3.7912 2023-12-01 04:35:35,486 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 21:18:56, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 3.8198, loss: 3.8198 2023-12-01 04:35:58,846 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 21:17:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9363, loss_cls: 3.7953, loss: 3.7953 2023-12-01 04:36:22,224 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 21:15:35, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 3.8042, loss: 3.8042 2023-12-01 04:36:45,647 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 21:13:55, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 3.8303, loss: 3.8303 2023-12-01 04:37:09,040 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 21:12:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 3.7582, loss: 3.7582 2023-12-01 04:37:32,491 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 21:10:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9244, loss_cls: 3.8465, loss: 3.8465 2023-12-01 04:37:55,826 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 21:08:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 3.7791, loss: 3.7791 2023-12-01 04:38:19,177 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 21:07:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 3.7686, loss: 3.7686 2023-12-01 04:38:42,455 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 21:05:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 3.7331, loss: 3.7331 2023-12-01 04:39:05,857 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 21:03:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9413, loss_cls: 3.7932, loss: 3.7932 2023-12-01 04:39:29,041 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 21:02:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9313, loss_cls: 3.8077, loss: 3.8077 2023-12-01 04:39:52,380 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 21:00:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 3.8595, loss: 3.8595 2023-12-01 04:40:15,797 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 20:59:03, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9494, loss_cls: 3.8293, loss: 3.8293 2023-12-01 04:40:39,108 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 20:57:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 3.8186, loss: 3.8186 2023-12-01 04:41:02,464 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 20:55:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 3.7826, loss: 3.7826 2023-12-01 04:41:25,832 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 20:54:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 3.7960, loss: 3.7960 2023-12-01 04:41:49,137 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 20:52:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9325, loss_cls: 3.7595, loss: 3.7595 2023-12-01 04:42:12,395 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 20:50:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 3.8042, loss: 3.8042 2023-12-01 04:42:35,606 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 20:49:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 3.7851, loss: 3.7851 2023-12-01 04:42:58,952 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 20:47:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 3.8187, loss: 3.8187 2023-12-01 04:43:22,295 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 20:46:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9244, loss_cls: 3.8535, loss: 3.8535 2023-12-01 04:43:45,548 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 20:44:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9331, loss_cls: 3.8039, loss: 3.8039 2023-12-01 04:44:08,844 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 20:42:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 3.8105, loss: 3.8105 2023-12-01 04:44:32,191 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 20:41:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 3.7411, loss: 3.7411 2023-12-01 04:44:42,012 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-01 04:48:21,678 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 04:48:22,174 - pyskl - INFO - top1_acc 0.6395 top5_acc 0.9120 2023-12-01 04:48:22,193 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6395, top5_acc: 0.9120 2023-12-01 04:49:09,077 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 20:41:23, time: 0.469, data_time: 0.241, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9444, loss_cls: 3.8136, loss: 3.8136 2023-12-01 04:49:32,050 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 20:39:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 3.8631, loss: 3.8631 2023-12-01 04:49:54,971 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 20:38:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 3.7919, loss: 3.7919 2023-12-01 04:50:17,738 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 20:36:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 3.7216, loss: 3.7216 2023-12-01 04:50:40,398 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 20:34:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 3.7414, loss: 3.7414 2023-12-01 04:51:03,067 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 20:33:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 3.7489, loss: 3.7489 2023-12-01 04:51:25,855 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 20:31:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 3.7711, loss: 3.7711 2023-12-01 04:51:48,723 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 20:29:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 3.7834, loss: 3.7834 2023-12-01 04:52:11,381 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 20:28:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 3.7491, loss: 3.7491 2023-12-01 04:52:33,927 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 20:26:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 3.7507, loss: 3.7507 2023-12-01 04:52:56,630 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 20:24:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 3.7744, loss: 3.7744 2023-12-01 04:53:19,352 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 20:23:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 3.7194, loss: 3.7194 2023-12-01 04:53:42,158 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 20:21:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 3.8015, loss: 3.8015 2023-12-01 04:54:05,064 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 20:20:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 3.8969, loss: 3.8969 2023-12-01 04:54:27,997 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 20:18:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 3.8034, loss: 3.8034 2023-12-01 04:54:50,717 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 20:16:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 3.8108, loss: 3.8108 2023-12-01 04:55:13,424 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 20:15:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 3.7834, loss: 3.7834 2023-12-01 04:55:36,161 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 20:13:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 3.8595, loss: 3.8595 2023-12-01 04:55:58,870 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 20:11:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 3.7744, loss: 3.7744 2023-12-01 04:56:21,642 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 20:10:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9400, loss_cls: 3.8504, loss: 3.8504 2023-12-01 04:56:44,502 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 20:08:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 3.7249, loss: 3.7249 2023-12-01 04:57:07,257 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 20:07:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 3.8102, loss: 3.8102 2023-12-01 04:57:29,932 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 20:05:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 3.7407, loss: 3.7407 2023-12-01 04:57:52,660 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 20:04:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 3.7545, loss: 3.7545 2023-12-01 04:58:15,495 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 20:02:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 3.7424, loss: 3.7424 2023-12-01 04:58:38,345 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 20:00:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 3.8047, loss: 3.8047 2023-12-01 04:59:01,174 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 19:59:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9500, loss_cls: 3.7619, loss: 3.7619 2023-12-01 04:59:23,981 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 19:57:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 3.8043, loss: 3.8043 2023-12-01 04:59:46,768 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 19:56:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 3.7726, loss: 3.7726 2023-12-01 05:00:09,526 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 19:54:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 3.7380, loss: 3.7380 2023-12-01 05:00:32,258 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 19:53:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 3.7784, loss: 3.7784 2023-12-01 05:00:54,882 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 19:51:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 3.7681, loss: 3.7681 2023-12-01 05:01:17,571 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 19:50:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 3.7631, loss: 3.7631 2023-12-01 05:01:40,208 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 19:48:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 3.7531, loss: 3.7531 2023-12-01 05:02:02,877 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 19:46:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 3.7993, loss: 3.7993 2023-12-01 05:02:25,726 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 19:45:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9337, loss_cls: 3.8055, loss: 3.8055 2023-12-01 05:02:48,532 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 19:43:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9350, loss_cls: 3.7548, loss: 3.7548 2023-12-01 05:03:11,257 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 19:42:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 3.7772, loss: 3.7772 2023-12-01 05:03:34,039 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 19:40:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9281, loss_cls: 3.8104, loss: 3.8104 2023-12-01 05:03:43,645 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-01 05:07:22,589 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 05:07:23,116 - pyskl - INFO - top1_acc 0.6987 top5_acc 0.9294 2023-12-01 05:07:23,122 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_12.pth was removed 2023-12-01 05:07:23,301 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2023-12-01 05:07:23,304 - pyskl - INFO - Best top1_acc is 0.6987 at 15 epoch. 2023-12-01 05:07:23,341 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6987, top5_acc: 0.9294 2023-12-01 05:08:11,352 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 19:41:13, time: 0.480, data_time: 0.252, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 3.7493, loss: 3.7493 2023-12-01 05:08:34,147 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 19:39:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 3.7343, loss: 3.7343 2023-12-01 05:08:56,889 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 19:38:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9369, loss_cls: 3.7657, loss: 3.7657 2023-12-01 05:09:19,721 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 19:36:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 3.6631, loss: 3.6631 2023-12-01 05:09:42,604 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 19:35:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 3.7070, loss: 3.7070 2023-12-01 05:10:05,488 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 19:33:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 3.7177, loss: 3.7177 2023-12-01 05:10:28,318 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 19:32:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 3.8099, loss: 3.8099 2023-12-01 05:10:51,202 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 19:30:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9444, loss_cls: 3.7078, loss: 3.7078 2023-12-01 05:11:14,148 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 19:29:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 3.7345, loss: 3.7345 2023-12-01 05:11:37,043 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 19:27:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 3.8179, loss: 3.8179 2023-12-01 05:11:59,945 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 19:26:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 3.7450, loss: 3.7450 2023-12-01 05:12:22,846 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 19:24:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 3.8108, loss: 3.8108 2023-12-01 05:12:45,681 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 19:23:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 3.7628, loss: 3.7628 2023-12-01 05:13:08,520 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 19:22:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 3.7473, loss: 3.7473 2023-12-01 05:13:31,339 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 19:20:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9437, loss_cls: 3.6762, loss: 3.6762 2023-12-01 05:13:54,261 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 19:19:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 3.8099, loss: 3.8099 2023-12-01 05:14:17,120 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 19:17:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 3.8036, loss: 3.8036 2023-12-01 05:14:40,119 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 19:16:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9337, loss_cls: 3.8088, loss: 3.8088 2023-12-01 05:15:03,057 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 19:14:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 3.7048, loss: 3.7048 2023-12-01 05:15:26,014 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 19:13:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 3.7790, loss: 3.7790 2023-12-01 05:15:48,885 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 19:12:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9369, loss_cls: 3.7803, loss: 3.7803 2023-12-01 05:16:11,761 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 19:10:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 3.7355, loss: 3.7355 2023-12-01 05:16:34,584 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 19:09:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 3.8218, loss: 3.8218 2023-12-01 05:16:57,595 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 19:07:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 3.7773, loss: 3.7773 2023-12-01 05:17:20,508 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 19:06:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9394, loss_cls: 3.7168, loss: 3.7168 2023-12-01 05:17:43,461 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 19:04:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9431, loss_cls: 3.7727, loss: 3.7727 2023-12-01 05:18:06,281 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 19:03:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 3.7564, loss: 3.7564 2023-12-01 05:18:29,238 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 19:02:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 3.7505, loss: 3.7505 2023-12-01 05:18:52,247 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 19:00:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 3.7868, loss: 3.7868 2023-12-01 05:19:15,264 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 18:59:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 3.7780, loss: 3.7780 2023-12-01 05:19:38,132 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 18:58:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 3.7972, loss: 3.7972 2023-12-01 05:20:00,968 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 18:56:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 3.6996, loss: 3.6996 2023-12-01 05:20:23,898 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 18:55:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 3.7819, loss: 3.7819 2023-12-01 05:20:46,770 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 18:53:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 3.7935, loss: 3.7935 2023-12-01 05:21:09,661 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 18:52:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9294, loss_cls: 3.8236, loss: 3.8236 2023-12-01 05:21:32,596 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 18:51:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 3.7662, loss: 3.7662 2023-12-01 05:21:55,486 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 18:49:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9456, loss_cls: 3.7932, loss: 3.7932 2023-12-01 05:22:18,363 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 18:48:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9356, loss_cls: 3.8039, loss: 3.8039 2023-12-01 05:22:41,277 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 18:47:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 3.7463, loss: 3.7463 2023-12-01 05:22:50,981 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-01 05:26:29,328 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 05:26:29,822 - pyskl - INFO - top1_acc 0.6283 top5_acc 0.9059 2023-12-01 05:26:29,844 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6283, top5_acc: 0.9059 2023-12-01 05:27:16,007 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 18:47:04, time: 0.462, data_time: 0.234, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9394, loss_cls: 3.7473, loss: 3.7473 2023-12-01 05:27:38,837 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 18:45:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 3.7319, loss: 3.7319 2023-12-01 05:28:01,646 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 18:44:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 3.7310, loss: 3.7310 2023-12-01 05:28:24,449 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 18:42:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 3.6985, loss: 3.6985 2023-12-01 05:28:47,288 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 18:41:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 3.7254, loss: 3.7254 2023-12-01 05:29:10,082 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 18:40:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 3.7529, loss: 3.7529 2023-12-01 05:29:32,872 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 18:38:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 3.7508, loss: 3.7508 2023-12-01 05:29:55,730 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 18:37:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9381, loss_cls: 3.7739, loss: 3.7739 2023-12-01 05:30:18,625 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 18:36:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 3.7746, loss: 3.7746 2023-12-01 05:30:41,499 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 18:34:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 3.7479, loss: 3.7479 2023-12-01 05:31:04,430 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 18:33:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 3.7234, loss: 3.7234 2023-12-01 05:31:27,282 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 18:32:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 3.7706, loss: 3.7706 2023-12-01 05:31:50,228 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 18:30:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 3.7393, loss: 3.7393 2023-12-01 05:32:13,203 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 18:29:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9456, loss_cls: 3.6885, loss: 3.6885 2023-12-01 05:32:36,090 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 18:28:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 3.7315, loss: 3.7315 2023-12-01 05:32:58,942 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 18:26:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9406, loss_cls: 3.7725, loss: 3.7725 2023-12-01 05:33:21,826 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 18:25:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 3.7957, loss: 3.7957 2023-12-01 05:33:44,642 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 18:24:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9331, loss_cls: 3.8167, loss: 3.8167 2023-12-01 05:34:07,520 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 18:22:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9394, loss_cls: 3.7267, loss: 3.7267 2023-12-01 05:34:30,463 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 18:21:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 3.8084, loss: 3.8084 2023-12-01 05:34:53,429 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 18:20:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 3.7750, loss: 3.7750 2023-12-01 05:35:16,298 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 18:19:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 3.7383, loss: 3.7383 2023-12-01 05:35:39,100 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 18:17:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 3.7059, loss: 3.7059 2023-12-01 05:36:01,864 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 18:16:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 3.8294, loss: 3.8294 2023-12-01 05:36:24,778 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 18:15:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9450, loss_cls: 3.8011, loss: 3.8011 2023-12-01 05:36:47,733 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 18:13:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 3.7762, loss: 3.7762 2023-12-01 05:37:10,663 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 18:12:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 3.7340, loss: 3.7340 2023-12-01 05:37:33,474 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 18:11:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 3.7642, loss: 3.7642 2023-12-01 05:37:56,342 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 18:10:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 3.7766, loss: 3.7766 2023-12-01 05:38:19,201 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 18:08:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 3.7602, loss: 3.7602 2023-12-01 05:38:42,006 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 18:07:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 3.7459, loss: 3.7459 2023-12-01 05:39:04,945 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 18:06:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 3.7183, loss: 3.7183 2023-12-01 05:39:27,771 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 18:04:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9319, loss_cls: 3.8058, loss: 3.8058 2023-12-01 05:39:50,645 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 18:03:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 3.7255, loss: 3.7255 2023-12-01 05:40:13,632 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 18:02:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 3.7561, loss: 3.7561 2023-12-01 05:40:36,470 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 18:01:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 3.7362, loss: 3.7362 2023-12-01 05:40:59,351 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 17:59:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9419, loss_cls: 3.7197, loss: 3.7197 2023-12-01 05:41:22,215 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 17:58:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 3.6958, loss: 3.6958 2023-12-01 05:41:45,143 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 17:57:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 3.7101, loss: 3.7101 2023-12-01 05:41:54,799 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-01 05:45:33,318 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 05:45:33,822 - pyskl - INFO - top1_acc 0.6567 top5_acc 0.9152 2023-12-01 05:45:33,845 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6567, top5_acc: 0.9152 2023-12-01 05:46:20,018 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 17:57:24, time: 0.462, data_time: 0.231, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 3.7275, loss: 3.7275 2023-12-01 05:46:43,101 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 17:56:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9487, loss_cls: 3.7615, loss: 3.7615 2023-12-01 05:47:06,175 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 17:54:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 3.7386, loss: 3.7386 2023-12-01 05:47:29,278 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 17:53:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 3.7248, loss: 3.7248 2023-12-01 05:47:52,425 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 17:52:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9637, loss_cls: 3.6459, loss: 3.6459 2023-12-01 05:48:15,483 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 17:51:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 3.7681, loss: 3.7681 2023-12-01 05:48:38,545 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 17:50:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 3.7608, loss: 3.7608 2023-12-01 05:49:01,574 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 17:48:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 3.7048, loss: 3.7048 2023-12-01 05:49:24,674 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 17:47:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9281, loss_cls: 3.7942, loss: 3.7942 2023-12-01 05:49:47,853 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 17:46:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 3.7330, loss: 3.7330 2023-12-01 05:50:11,049 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 17:45:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 3.8094, loss: 3.8094 2023-12-01 05:50:34,180 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 17:44:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9369, loss_cls: 3.7732, loss: 3.7732 2023-12-01 05:50:57,319 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 17:42:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 3.7303, loss: 3.7303 2023-12-01 05:51:20,449 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 17:41:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 3.7176, loss: 3.7176 2023-12-01 05:51:43,551 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 17:40:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 3.7740, loss: 3.7740 2023-12-01 05:52:06,791 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 17:39:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 3.8177, loss: 3.8177 2023-12-01 05:52:29,995 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 17:38:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 3.7020, loss: 3.7020 2023-12-01 05:52:53,260 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 17:36:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 3.7408, loss: 3.7408 2023-12-01 05:53:16,336 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 17:35:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 3.7417, loss: 3.7417 2023-12-01 05:53:39,516 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 17:34:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9550, loss_cls: 3.6851, loss: 3.6851 2023-12-01 05:54:02,723 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 17:33:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 3.7674, loss: 3.7674 2023-12-01 05:54:25,884 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 17:32:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 3.7700, loss: 3.7700 2023-12-01 05:54:49,054 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 17:31:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9406, loss_cls: 3.7306, loss: 3.7306 2023-12-01 05:55:12,176 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 17:29:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 3.7257, loss: 3.7257 2023-12-01 05:55:35,283 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 17:28:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9319, loss_cls: 3.7727, loss: 3.7727 2023-12-01 05:55:58,413 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 17:27:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 3.7214, loss: 3.7214 2023-12-01 05:56:21,497 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 17:26:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 3.7425, loss: 3.7425 2023-12-01 05:56:44,650 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 17:25:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 3.7463, loss: 3.7463 2023-12-01 05:57:07,880 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 17:24:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 3.7889, loss: 3.7889 2023-12-01 05:57:30,987 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 17:22:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 3.7324, loss: 3.7324 2023-12-01 05:57:54,132 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 17:21:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 3.7773, loss: 3.7773 2023-12-01 05:58:17,318 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 17:20:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 3.7617, loss: 3.7617 2023-12-01 05:58:40,515 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 17:19:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 3.8134, loss: 3.8134 2023-12-01 05:59:03,728 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 17:18:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 3.7386, loss: 3.7386 2023-12-01 05:59:27,012 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 17:17:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 3.7189, loss: 3.7189 2023-12-01 05:59:50,157 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 17:16:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9444, loss_cls: 3.7980, loss: 3.7980 2023-12-01 06:00:13,329 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 17:15:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 3.7317, loss: 3.7317 2023-12-01 06:00:36,467 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 17:13:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9319, loss_cls: 3.7697, loss: 3.7697 2023-12-01 06:00:59,610 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 17:12:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 3.6993, loss: 3.6993 2023-12-01 06:01:09,324 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-01 06:04:47,338 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 06:04:47,830 - pyskl - INFO - top1_acc 0.7098 top5_acc 0.9300 2023-12-01 06:04:47,834 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_15.pth was removed 2023-12-01 06:04:47,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2023-12-01 06:04:47,999 - pyskl - INFO - Best top1_acc is 0.7098 at 18 epoch. 2023-12-01 06:04:48,023 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.7098, top5_acc: 0.9300 2023-12-01 06:05:34,480 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 17:12:52, time: 0.465, data_time: 0.236, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 3.7054, loss: 3.7054 2023-12-01 06:05:57,320 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 17:11:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 3.7182, loss: 3.7182 2023-12-01 06:06:20,170 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 17:10:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 3.7331, loss: 3.7331 2023-12-01 06:06:43,105 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 17:09:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9356, loss_cls: 3.7581, loss: 3.7581 2023-12-01 06:07:06,057 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 17:08:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 3.7204, loss: 3.7204 2023-12-01 06:07:28,962 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 17:07:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 3.7182, loss: 3.7182 2023-12-01 06:07:51,981 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 17:05:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 3.7705, loss: 3.7705 2023-12-01 06:08:14,944 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 17:04:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9381, loss_cls: 3.8013, loss: 3.8013 2023-12-01 06:08:37,848 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 17:03:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 3.7779, loss: 3.7779 2023-12-01 06:09:00,730 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 17:02:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 3.7631, loss: 3.7631 2023-12-01 06:09:23,698 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 17:01:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 3.7798, loss: 3.7798 2023-12-01 06:09:46,623 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 17:00:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 3.7544, loss: 3.7544 2023-12-01 06:10:09,445 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 16:59:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 3.6935, loss: 3.6935 2023-12-01 06:10:32,443 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 16:57:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 3.7487, loss: 3.7487 2023-12-01 06:10:55,342 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 16:56:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 3.6674, loss: 3.6674 2023-12-01 06:11:18,238 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 16:55:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 3.7077, loss: 3.7077 2023-12-01 06:11:41,019 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 16:54:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9356, loss_cls: 3.7962, loss: 3.7962 2023-12-01 06:12:03,998 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 16:53:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 3.7525, loss: 3.7525 2023-12-01 06:12:26,993 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 16:52:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 3.7611, loss: 3.7611 2023-12-01 06:12:49,829 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 16:51:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.6689, loss: 3.6689 2023-12-01 06:13:12,804 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 16:50:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 3.7886, loss: 3.7886 2023-12-01 06:13:35,783 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 16:48:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 3.7224, loss: 3.7224 2023-12-01 06:13:58,693 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 16:47:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9319, loss_cls: 3.7707, loss: 3.7707 2023-12-01 06:14:21,594 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 16:46:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 3.7158, loss: 3.7158 2023-12-01 06:14:44,526 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 16:45:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 3.7327, loss: 3.7327 2023-12-01 06:15:07,437 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 16:44:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 3.7803, loss: 3.7803 2023-12-01 06:15:30,327 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 16:43:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 3.7094, loss: 3.7094 2023-12-01 06:15:53,187 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 16:42:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 3.7451, loss: 3.7451 2023-12-01 06:16:16,071 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 16:41:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 3.7165, loss: 3.7165 2023-12-01 06:16:39,002 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 16:40:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 3.7524, loss: 3.7524 2023-12-01 06:17:01,845 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 16:38:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 3.7400, loss: 3.7400 2023-12-01 06:17:24,695 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 16:37:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 3.7781, loss: 3.7781 2023-12-01 06:17:47,629 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 16:36:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 3.7691, loss: 3.7691 2023-12-01 06:18:10,544 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 16:35:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9313, loss_cls: 3.7640, loss: 3.7640 2023-12-01 06:18:33,397 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 16:34:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 3.7558, loss: 3.7558 2023-12-01 06:18:56,325 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 16:33:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 3.7677, loss: 3.7677 2023-12-01 06:19:19,215 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 16:32:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 3.7054, loss: 3.7054 2023-12-01 06:19:42,136 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 16:31:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 3.7393, loss: 3.7393 2023-12-01 06:20:05,030 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 16:30:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.6734, loss: 3.6734 2023-12-01 06:20:14,691 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-01 06:23:52,357 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 06:23:52,835 - pyskl - INFO - top1_acc 0.6589 top5_acc 0.9096 2023-12-01 06:23:52,855 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6589, top5_acc: 0.9096 2023-12-01 06:24:39,018 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 16:30:19, time: 0.462, data_time: 0.232, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 3.7321, loss: 3.7321 2023-12-01 06:25:02,039 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 16:29:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 3.6999, loss: 3.6999 2023-12-01 06:25:25,243 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 16:28:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9331, loss_cls: 3.8010, loss: 3.8010 2023-12-01 06:25:48,360 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 16:27:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.6784, loss: 3.6784 2023-12-01 06:26:11,396 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 16:26:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 3.6650, loss: 3.6650 2023-12-01 06:26:34,541 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 16:25:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 3.7245, loss: 3.7245 2023-12-01 06:26:57,703 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 16:23:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 3.7020, loss: 3.7020 2023-12-01 06:27:20,804 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 16:22:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9487, loss_cls: 3.7436, loss: 3.7436 2023-12-01 06:27:43,962 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 16:21:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 3.7019, loss: 3.7019 2023-12-01 06:28:07,118 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 16:20:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 3.7341, loss: 3.7341 2023-12-01 06:28:30,223 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 16:19:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 3.7341, loss: 3.7341 2023-12-01 06:28:53,266 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 16:18:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 3.7467, loss: 3.7467 2023-12-01 06:29:16,494 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 16:17:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 3.6862, loss: 3.6862 2023-12-01 06:29:39,619 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 16:16:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 3.6957, loss: 3.6957 2023-12-01 06:30:02,690 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 16:15:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 3.7860, loss: 3.7860 2023-12-01 06:30:25,770 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 16:14:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 3.7137, loss: 3.7137 2023-12-01 06:30:48,817 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 16:13:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 3.7141, loss: 3.7141 2023-12-01 06:31:11,896 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 16:12:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9356, loss_cls: 3.7423, loss: 3.7423 2023-12-01 06:31:35,044 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 16:11:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 3.7582, loss: 3.7582 2023-12-01 06:31:58,134 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 16:10:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 3.6700, loss: 3.6700 2023-12-01 06:32:21,198 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 16:09:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.6555, loss: 3.6555 2023-12-01 06:32:44,260 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 16:08:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 3.6142, loss: 3.6142 2023-12-01 06:33:07,448 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 16:07:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 3.7463, loss: 3.7463 2023-12-01 06:33:30,591 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 16:06:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 3.7547, loss: 3.7547 2023-12-01 06:33:53,818 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 16:05:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9313, loss_cls: 3.8034, loss: 3.8034 2023-12-01 06:34:16,896 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 16:04:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 3.6749, loss: 3.6749 2023-12-01 06:34:39,969 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 16:03:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 3.7264, loss: 3.7264 2023-12-01 06:35:03,122 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 16:02:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 3.7441, loss: 3.7441 2023-12-01 06:35:26,246 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 16:01:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 3.7206, loss: 3.7206 2023-12-01 06:35:49,206 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 16:00:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 3.8177, loss: 3.8177 2023-12-01 06:36:12,192 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 15:59:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 3.7591, loss: 3.7591 2023-12-01 06:36:35,193 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 15:58:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 3.7440, loss: 3.7440 2023-12-01 06:36:58,263 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 15:57:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 3.7464, loss: 3.7464 2023-12-01 06:37:21,196 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 15:56:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 3.7504, loss: 3.7504 2023-12-01 06:37:44,169 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 15:55:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 3.7494, loss: 3.7494 2023-12-01 06:38:07,199 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 15:54:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 3.7147, loss: 3.7147 2023-12-01 06:38:30,234 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 15:53:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 3.7648, loss: 3.7648 2023-12-01 06:38:53,292 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 15:52:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 3.8287, loss: 3.8287 2023-12-01 06:39:16,391 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 15:51:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 3.7675, loss: 3.7675 2023-12-01 06:39:26,130 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-01 06:43:05,811 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 06:43:06,304 - pyskl - INFO - top1_acc 0.6828 top5_acc 0.9178 2023-12-01 06:43:06,324 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6828, top5_acc: 0.9178 2023-12-01 06:43:52,416 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 15:51:13, time: 0.461, data_time: 0.232, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 3.6865, loss: 3.6865 2023-12-01 06:44:15,169 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 15:50:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.6417, loss: 3.6417 2023-12-01 06:44:38,021 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 15:49:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 3.7100, loss: 3.7100 2023-12-01 06:45:00,976 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 15:48:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.6227, loss: 3.6227 2023-12-01 06:45:23,913 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 15:47:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 3.6647, loss: 3.6647 2023-12-01 06:45:46,888 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 15:46:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 3.6769, loss: 3.6769 2023-12-01 06:46:09,810 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 15:45:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 3.7663, loss: 3.7663 2023-12-01 06:46:32,805 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 15:44:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 3.7418, loss: 3.7418 2023-12-01 06:46:55,752 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 15:43:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 3.6628, loss: 3.6628 2023-12-01 06:47:18,668 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 15:42:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 3.7121, loss: 3.7121 2023-12-01 06:47:41,586 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 15:41:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 3.7303, loss: 3.7303 2023-12-01 06:48:04,616 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 15:40:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 3.7411, loss: 3.7411 2023-12-01 06:48:27,628 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 15:39:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 3.6848, loss: 3.6848 2023-12-01 06:48:50,484 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 15:38:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 3.7550, loss: 3.7550 2023-12-01 06:49:13,448 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 15:37:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 3.7098, loss: 3.7098 2023-12-01 06:49:36,318 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 15:36:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 3.6909, loss: 3.6909 2023-12-01 06:49:59,174 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 15:35:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9387, loss_cls: 3.7537, loss: 3.7537 2023-12-01 06:50:22,140 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 15:34:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 3.7956, loss: 3.7956 2023-12-01 06:50:44,987 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 15:33:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 3.6955, loss: 3.6955 2023-12-01 06:51:07,967 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 15:32:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 3.6917, loss: 3.6917 2023-12-01 06:51:30,931 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 15:31:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 3.7516, loss: 3.7516 2023-12-01 06:51:53,887 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 15:30:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 3.7257, loss: 3.7257 2023-12-01 06:52:16,728 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 15:29:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9425, loss_cls: 3.6582, loss: 3.6582 2023-12-01 06:52:39,688 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 15:28:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9337, loss_cls: 3.7199, loss: 3.7199 2023-12-01 06:53:02,538 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 15:27:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 3.7267, loss: 3.7267 2023-12-01 06:53:25,416 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 15:26:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 3.7693, loss: 3.7693 2023-12-01 06:53:48,211 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 15:25:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 3.7114, loss: 3.7114 2023-12-01 06:54:11,050 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 15:24:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9337, loss_cls: 3.7817, loss: 3.7817 2023-12-01 06:54:33,975 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 15:23:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 3.7128, loss: 3.7128 2023-12-01 06:54:56,899 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 15:22:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 3.7324, loss: 3.7324 2023-12-01 06:55:19,783 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 15:21:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 3.7469, loss: 3.7469 2023-12-01 06:55:42,648 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 15:20:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9450, loss_cls: 3.6777, loss: 3.6777 2023-12-01 06:56:05,603 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 15:19:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9287, loss_cls: 3.8279, loss: 3.8279 2023-12-01 06:56:28,468 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 15:18:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9331, loss_cls: 3.8158, loss: 3.8158 2023-12-01 06:56:51,310 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 15:17:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 3.7426, loss: 3.7426 2023-12-01 06:57:14,279 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 15:16:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 3.7451, loss: 3.7451 2023-12-01 06:57:37,311 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 15:15:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9313, loss_cls: 3.7820, loss: 3.7820 2023-12-01 06:58:00,242 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 15:14:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 3.7059, loss: 3.7059 2023-12-01 06:58:23,125 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 15:13:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 3.7609, loss: 3.7609 2023-12-01 06:58:32,712 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-01 07:02:10,067 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 07:02:10,560 - pyskl - INFO - top1_acc 0.6856 top5_acc 0.9244 2023-12-01 07:02:10,581 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6856, top5_acc: 0.9244 2023-12-01 07:02:56,863 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 15:13:42, time: 0.463, data_time: 0.234, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 3.6808, loss: 3.6808 2023-12-01 07:03:19,741 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 15:12:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.6302, loss: 3.6302 2023-12-01 07:03:42,690 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 15:11:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 3.6768, loss: 3.6768 2023-12-01 07:04:05,610 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 15:10:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 3.6599, loss: 3.6599 2023-12-01 07:04:28,541 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 15:09:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 3.7474, loss: 3.7474 2023-12-01 07:04:51,403 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 15:08:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.6250, loss: 3.6250 2023-12-01 07:05:14,264 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 15:07:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 3.7118, loss: 3.7118 2023-12-01 07:05:37,227 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 15:07:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9344, loss_cls: 3.7695, loss: 3.7695 2023-12-01 07:06:00,249 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 15:06:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 3.6699, loss: 3.6699 2023-12-01 07:06:23,299 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 15:05:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 3.7496, loss: 3.7496 2023-12-01 07:06:46,227 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 15:04:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 3.7165, loss: 3.7165 2023-12-01 07:07:09,111 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 15:03:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 3.6829, loss: 3.6829 2023-12-01 07:07:31,988 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 15:02:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 3.7561, loss: 3.7561 2023-12-01 07:07:54,957 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 15:01:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 3.6729, loss: 3.6729 2023-12-01 07:08:17,880 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 15:00:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9325, loss_cls: 3.7895, loss: 3.7895 2023-12-01 07:08:40,873 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 14:59:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 3.7093, loss: 3.7093 2023-12-01 07:09:03,782 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 14:58:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 3.7173, loss: 3.7173 2023-12-01 07:09:26,765 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 14:57:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 3.7716, loss: 3.7716 2023-12-01 07:09:49,666 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 14:56:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 3.7067, loss: 3.7067 2023-12-01 07:10:12,642 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 14:55:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 3.8312, loss: 3.8312 2023-12-01 07:10:35,610 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 14:54:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 3.7322, loss: 3.7322 2023-12-01 07:10:58,535 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 14:53:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 3.7393, loss: 3.7393 2023-12-01 07:11:21,496 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 14:52:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9369, loss_cls: 3.7247, loss: 3.7247 2023-12-01 07:11:44,483 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 14:52:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9344, loss_cls: 3.7452, loss: 3.7452 2023-12-01 07:12:07,482 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 14:51:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 3.6773, loss: 3.6773 2023-12-01 07:12:30,502 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 14:50:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 3.7521, loss: 3.7521 2023-12-01 07:12:53,512 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 14:49:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 3.7112, loss: 3.7112 2023-12-01 07:13:16,564 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 14:48:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 3.6713, loss: 3.6713 2023-12-01 07:13:39,609 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 14:47:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 3.7134, loss: 3.7134 2023-12-01 07:14:02,566 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 14:46:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 3.6958, loss: 3.6958 2023-12-01 07:14:25,502 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 14:45:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9469, loss_cls: 3.7238, loss: 3.7238 2023-12-01 07:14:48,503 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 14:44:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 3.7103, loss: 3.7103 2023-12-01 07:15:11,496 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 14:43:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 3.7866, loss: 3.7866 2023-12-01 07:15:34,552 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 14:42:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 3.7062, loss: 3.7062 2023-12-01 07:15:57,691 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 14:41:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 3.7296, loss: 3.7296 2023-12-01 07:16:20,702 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 14:41:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 3.7660, loss: 3.7660 2023-12-01 07:16:43,718 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 14:40:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 3.7283, loss: 3.7283 2023-12-01 07:17:06,683 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 14:39:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 3.7119, loss: 3.7119 2023-12-01 07:17:29,616 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 14:38:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 3.8133, loss: 3.8133 2023-12-01 07:17:39,186 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-01 07:21:16,492 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 07:21:16,977 - pyskl - INFO - top1_acc 0.6906 top5_acc 0.9330 2023-12-01 07:21:16,998 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6906, top5_acc: 0.9330 2023-12-01 07:22:03,366 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 14:38:25, time: 0.464, data_time: 0.236, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 3.7112, loss: 3.7112 2023-12-01 07:22:26,272 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 14:37:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 3.6757, loss: 3.6757 2023-12-01 07:22:49,182 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 14:36:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 3.6856, loss: 3.6856 2023-12-01 07:23:12,165 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 14:35:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 3.7427, loss: 3.7427 2023-12-01 07:23:35,062 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 14:34:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 3.7242, loss: 3.7242 2023-12-01 07:23:58,022 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 14:33:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 3.7704, loss: 3.7704 2023-12-01 07:24:20,968 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 14:32:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.6736, loss: 3.6736 2023-12-01 07:24:43,952 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 14:32:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 3.7368, loss: 3.7368 2023-12-01 07:25:06,903 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 14:31:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 3.7313, loss: 3.7313 2023-12-01 07:25:29,862 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 14:30:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 3.6757, loss: 3.6757 2023-12-01 07:25:52,908 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 14:29:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 3.7049, loss: 3.7049 2023-12-01 07:26:15,965 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 14:28:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9400, loss_cls: 3.7974, loss: 3.7974 2023-12-01 07:26:39,032 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 14:27:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 3.7599, loss: 3.7599 2023-12-01 07:27:02,016 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 14:26:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 3.7121, loss: 3.7121 2023-12-01 07:27:24,994 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 14:25:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 3.6858, loss: 3.6858 2023-12-01 07:27:48,031 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 14:24:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 3.7332, loss: 3.7332 2023-12-01 07:28:10,904 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 14:24:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 3.7419, loss: 3.7419 2023-12-01 07:28:33,805 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 14:23:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 3.7417, loss: 3.7417 2023-12-01 07:28:56,751 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 14:22:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9406, loss_cls: 3.7576, loss: 3.7576 2023-12-01 07:29:19,844 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 14:21:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 3.6827, loss: 3.6827 2023-12-01 07:29:42,821 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 14:20:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 3.7153, loss: 3.7153 2023-12-01 07:30:05,731 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 14:19:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 3.6929, loss: 3.6929 2023-12-01 07:30:28,633 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 14:18:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 3.7825, loss: 3.7825 2023-12-01 07:30:51,541 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 14:17:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.6607, loss: 3.6607 2023-12-01 07:31:14,468 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 14:16:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 3.7051, loss: 3.7051 2023-12-01 07:31:37,560 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 14:16:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9494, loss_cls: 3.7497, loss: 3.7497 2023-12-01 07:32:00,502 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 14:15:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9444, loss_cls: 3.7792, loss: 3.7792 2023-12-01 07:32:23,582 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 14:14:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 3.7170, loss: 3.7170 2023-12-01 07:32:46,532 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 14:13:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 3.7411, loss: 3.7411 2023-12-01 07:33:09,381 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 14:12:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 3.6787, loss: 3.6787 2023-12-01 07:33:32,287 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 14:11:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 3.6856, loss: 3.6856 2023-12-01 07:33:55,349 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 14:10:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 3.6793, loss: 3.6793 2023-12-01 07:34:18,382 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 14:09:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.6446, loss: 3.6446 2023-12-01 07:34:41,326 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 14:09:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 3.7271, loss: 3.7271 2023-12-01 07:35:04,344 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 14:08:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 3.7157, loss: 3.7157 2023-12-01 07:35:27,255 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 14:07:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 3.7881, loss: 3.7881 2023-12-01 07:35:50,271 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 14:06:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 3.7420, loss: 3.7420 2023-12-01 07:36:13,246 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 14:05:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.6131, loss: 3.6131 2023-12-01 07:36:36,242 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 14:04:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 3.7304, loss: 3.7304 2023-12-01 07:36:45,868 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-01 07:40:23,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 07:40:24,101 - pyskl - INFO - top1_acc 0.6815 top5_acc 0.9243 2023-12-01 07:40:24,125 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6815, top5_acc: 0.9243 2023-12-01 07:41:10,077 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 14:04:51, time: 0.459, data_time: 0.229, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 3.7007, loss: 3.7007 2023-12-01 07:41:33,051 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 14:03:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9400, loss_cls: 3.7214, loss: 3.7214 2023-12-01 07:41:56,063 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 14:03:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 3.6696, loss: 3.6696 2023-12-01 07:42:19,028 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 14:02:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 3.7599, loss: 3.7599 2023-12-01 07:42:41,968 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 14:01:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 3.7147, loss: 3.7147 2023-12-01 07:43:04,940 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 14:00:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.6606, loss: 3.6606 2023-12-01 07:43:28,098 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 13:59:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.6365, loss: 3.6365 2023-12-01 07:43:51,126 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 13:58:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 3.7066, loss: 3.7066 2023-12-01 07:44:14,129 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 13:58:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9356, loss_cls: 3.7525, loss: 3.7525 2023-12-01 07:44:37,027 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 13:57:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 3.6986, loss: 3.6986 2023-12-01 07:44:59,987 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 13:56:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 3.7387, loss: 3.7387 2023-12-01 07:45:22,894 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 13:55:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.6478, loss: 3.6478 2023-12-01 07:45:45,836 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 13:54:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9500, loss_cls: 3.6170, loss: 3.6170 2023-12-01 07:46:08,927 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 13:53:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 3.6992, loss: 3.6992 2023-12-01 07:46:31,950 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 13:52:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 3.7106, loss: 3.7106 2023-12-01 07:46:54,893 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 13:52:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 3.6830, loss: 3.6830 2023-12-01 07:47:17,965 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 13:51:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 3.6806, loss: 3.6806 2023-12-01 07:47:41,082 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 13:50:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 3.7702, loss: 3.7702 2023-12-01 07:48:04,062 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 13:49:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 3.7078, loss: 3.7078 2023-12-01 07:48:27,108 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 13:48:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 3.7061, loss: 3.7061 2023-12-01 07:48:50,018 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 13:47:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 3.6728, loss: 3.6728 2023-12-01 07:49:13,034 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 13:46:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 3.7342, loss: 3.7342 2023-12-01 07:49:36,001 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 13:46:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 3.7146, loss: 3.7146 2023-12-01 07:49:59,007 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 13:45:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 3.6581, loss: 3.6581 2023-12-01 07:50:22,073 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 13:44:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9481, loss_cls: 3.7577, loss: 3.7577 2023-12-01 07:50:45,118 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 13:43:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 3.7351, loss: 3.7351 2023-12-01 07:51:08,043 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 13:42:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 3.6831, loss: 3.6831 2023-12-01 07:51:31,095 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 13:41:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 3.6744, loss: 3.6744 2023-12-01 07:51:54,238 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 13:41:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 3.7166, loss: 3.7166 2023-12-01 07:52:17,309 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 13:40:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 3.7417, loss: 3.7417 2023-12-01 07:52:40,248 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 13:39:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 3.7002, loss: 3.7002 2023-12-01 07:53:03,186 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 13:38:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 3.6470, loss: 3.6470 2023-12-01 07:53:26,185 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 13:37:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 3.7147, loss: 3.7147 2023-12-01 07:53:49,099 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 13:36:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 3.6881, loss: 3.6881 2023-12-01 07:54:12,005 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 13:36:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9481, loss_cls: 3.7639, loss: 3.7639 2023-12-01 07:54:35,008 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 13:35:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 3.7600, loss: 3.7600 2023-12-01 07:54:57,975 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 13:34:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 3.6588, loss: 3.6588 2023-12-01 07:55:20,984 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 13:33:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 3.7358, loss: 3.7358 2023-12-01 07:55:43,927 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 13:32:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9450, loss_cls: 3.6233, loss: 3.6233 2023-12-01 07:55:53,576 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-01 07:59:31,658 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 07:59:32,146 - pyskl - INFO - top1_acc 0.7180 top5_acc 0.9407 2023-12-01 07:59:32,150 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_18.pth was removed 2023-12-01 07:59:32,294 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2023-12-01 07:59:32,296 - pyskl - INFO - Best top1_acc is 0.7180 at 24 epoch. 2023-12-01 07:59:32,318 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.7180, top5_acc: 0.9407 2023-12-01 08:00:18,541 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 13:32:54, time: 0.462, data_time: 0.232, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 3.6918, loss: 3.6918 2023-12-01 08:00:41,421 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 13:32:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.6121, loss: 3.6121 2023-12-01 08:01:04,298 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 13:31:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.6235, loss: 3.6235 2023-12-01 08:01:27,225 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 13:30:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 3.6755, loss: 3.6755 2023-12-01 08:01:50,093 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 13:29:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.6489, loss: 3.6489 2023-12-01 08:02:12,999 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 13:28:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 3.6604, loss: 3.6604 2023-12-01 08:02:35,915 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 13:27:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9494, loss_cls: 3.6941, loss: 3.6941 2023-12-01 08:02:58,898 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 13:27:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 3.6990, loss: 3.6990 2023-12-01 08:03:21,860 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 13:26:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 3.6791, loss: 3.6791 2023-12-01 08:03:44,700 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 13:25:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 3.6781, loss: 3.6781 2023-12-01 08:04:07,527 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 13:24:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 3.7201, loss: 3.7201 2023-12-01 08:04:30,431 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 13:23:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 3.6255, loss: 3.6255 2023-12-01 08:04:53,401 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 13:22:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9425, loss_cls: 3.6816, loss: 3.6816 2023-12-01 08:05:16,328 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 13:22:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 3.7315, loss: 3.7315 2023-12-01 08:05:39,308 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 13:21:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 3.7040, loss: 3.7040 2023-12-01 08:06:02,220 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 13:20:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 3.7081, loss: 3.7081 2023-12-01 08:06:25,077 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 13:19:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.6190, loss: 3.6190 2023-12-01 08:06:47,916 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 13:18:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.6383, loss: 3.6383 2023-12-01 08:07:10,839 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 13:18:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 3.6898, loss: 3.6898 2023-12-01 08:07:33,724 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 13:17:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 3.6833, loss: 3.6833 2023-12-01 08:07:56,739 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 13:16:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 3.7085, loss: 3.7085 2023-12-01 08:08:19,653 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 13:15:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 3.7371, loss: 3.7371 2023-12-01 08:08:42,570 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 13:14:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9337, loss_cls: 3.7820, loss: 3.7820 2023-12-01 08:09:05,470 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 13:14:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 3.6957, loss: 3.6957 2023-12-01 08:09:28,405 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 13:13:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 3.7517, loss: 3.7517 2023-12-01 08:09:51,399 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 13:12:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9425, loss_cls: 3.7032, loss: 3.7032 2023-12-01 08:10:14,378 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 13:11:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9413, loss_cls: 3.7044, loss: 3.7044 2023-12-01 08:10:37,248 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 13:10:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.6719, loss: 3.6719 2023-12-01 08:11:00,165 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 13:09:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 3.7111, loss: 3.7111 2023-12-01 08:11:23,123 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 13:09:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 3.6779, loss: 3.6779 2023-12-01 08:11:46,071 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 13:08:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9513, loss_cls: 3.7233, loss: 3.7233 2023-12-01 08:12:09,194 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 13:07:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 3.7574, loss: 3.7574 2023-12-01 08:12:32,160 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 13:06:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 3.7078, loss: 3.7078 2023-12-01 08:12:55,040 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 13:06:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 3.6409, loss: 3.6409 2023-12-01 08:13:18,038 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 13:05:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 3.7570, loss: 3.7570 2023-12-01 08:13:40,858 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 13:04:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 3.7633, loss: 3.7633 2023-12-01 08:14:03,743 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 13:03:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 3.7448, loss: 3.7448 2023-12-01 08:14:26,674 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 13:02:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 3.6704, loss: 3.6704 2023-12-01 08:14:49,580 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 13:02:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 3.7997, loss: 3.7997 2023-12-01 08:14:59,248 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-01 08:18:38,023 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 08:18:38,521 - pyskl - INFO - top1_acc 0.6937 top5_acc 0.9302 2023-12-01 08:18:38,541 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6937, top5_acc: 0.9302 2023-12-01 08:19:24,902 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 13:02:04, time: 0.464, data_time: 0.235, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.6410, loss: 3.6410 2023-12-01 08:19:47,726 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 13:01:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 3.6691, loss: 3.6691 2023-12-01 08:20:10,633 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 13:00:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 3.6602, loss: 3.6602 2023-12-01 08:20:33,541 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 12:59:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 3.7050, loss: 3.7050 2023-12-01 08:20:56,466 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 12:58:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 3.7117, loss: 3.7117 2023-12-01 08:21:19,373 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 12:58:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 3.6805, loss: 3.6805 2023-12-01 08:21:42,265 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 12:57:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.6008, loss: 3.6008 2023-12-01 08:22:05,258 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 12:56:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.5877, loss: 3.5877 2023-12-01 08:22:28,235 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 12:55:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 3.6787, loss: 3.6787 2023-12-01 08:22:51,127 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 12:54:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 3.6918, loss: 3.6918 2023-12-01 08:23:14,058 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 12:54:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9281, loss_cls: 3.7873, loss: 3.7873 2023-12-01 08:23:36,864 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 12:53:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 3.7118, loss: 3.7118 2023-12-01 08:23:59,798 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 12:52:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 3.7767, loss: 3.7767 2023-12-01 08:24:22,729 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 12:51:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 3.7063, loss: 3.7063 2023-12-01 08:24:45,660 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 12:50:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 3.7267, loss: 3.7267 2023-12-01 08:25:08,645 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 12:50:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9369, loss_cls: 3.7504, loss: 3.7504 2023-12-01 08:25:31,548 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 12:49:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 3.6784, loss: 3.6784 2023-12-01 08:25:54,472 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 12:48:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 3.6849, loss: 3.6849 2023-12-01 08:26:17,381 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 12:47:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.6647, loss: 3.6647 2023-12-01 08:26:40,284 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 12:47:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 3.6842, loss: 3.6842 2023-12-01 08:27:03,239 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 12:46:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9437, loss_cls: 3.7242, loss: 3.7242 2023-12-01 08:27:26,170 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 12:45:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 3.6986, loss: 3.6986 2023-12-01 08:27:49,149 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 12:44:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 3.7025, loss: 3.7025 2023-12-01 08:28:12,093 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 12:43:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9456, loss_cls: 3.6454, loss: 3.6454 2023-12-01 08:28:34,934 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 12:43:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 3.6574, loss: 3.6574 2023-12-01 08:28:57,831 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 12:42:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 3.7296, loss: 3.7296 2023-12-01 08:29:20,713 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 12:41:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 3.6718, loss: 3.6718 2023-12-01 08:29:43,572 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 12:40:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 3.7061, loss: 3.7061 2023-12-01 08:30:06,507 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 12:40:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 3.7010, loss: 3.7010 2023-12-01 08:30:29,469 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 12:39:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 3.6762, loss: 3.6762 2023-12-01 08:30:52,443 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 12:38:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 3.7184, loss: 3.7184 2023-12-01 08:31:15,352 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 12:37:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 3.6678, loss: 3.6678 2023-12-01 08:31:38,325 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 12:36:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 3.6672, loss: 3.6672 2023-12-01 08:32:01,253 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 12:36:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 3.6910, loss: 3.6910 2023-12-01 08:32:24,230 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 12:35:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.6473, loss: 3.6473 2023-12-01 08:32:47,243 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 12:34:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9363, loss_cls: 3.7162, loss: 3.7162 2023-12-01 08:33:10,127 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 12:33:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 3.6711, loss: 3.6711 2023-12-01 08:33:33,048 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 12:33:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9544, loss_cls: 3.6989, loss: 3.6989 2023-12-01 08:33:55,850 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 12:32:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 3.7574, loss: 3.7574 2023-12-01 08:34:05,486 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-01 08:37:43,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 08:37:44,300 - pyskl - INFO - top1_acc 0.6709 top5_acc 0.9180 2023-12-01 08:37:44,321 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6709, top5_acc: 0.9180 2023-12-01 08:38:30,670 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 12:32:25, time: 0.463, data_time: 0.235, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 3.7223, loss: 3.7223 2023-12-01 08:38:53,591 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 12:31:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 3.6491, loss: 3.6491 2023-12-01 08:39:16,428 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 12:30:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 3.6829, loss: 3.6829 2023-12-01 08:39:39,245 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 12:30:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 3.6963, loss: 3.6963 2023-12-01 08:40:02,141 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 12:29:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 3.6545, loss: 3.6545 2023-12-01 08:40:25,189 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 12:28:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 3.6497, loss: 3.6497 2023-12-01 08:40:48,231 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 12:27:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 3.6686, loss: 3.6686 2023-12-01 08:41:11,126 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 12:27:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.6570, loss: 3.6570 2023-12-01 08:41:33,915 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 12:26:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 3.7311, loss: 3.7311 2023-12-01 08:41:56,789 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 12:25:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9419, loss_cls: 3.6705, loss: 3.6705 2023-12-01 08:42:19,736 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 12:24:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 3.6423, loss: 3.6423 2023-12-01 08:42:42,717 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 12:24:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 3.7150, loss: 3.7150 2023-12-01 08:43:05,716 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 12:23:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 3.6500, loss: 3.6500 2023-12-01 08:43:28,707 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 12:22:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 3.7174, loss: 3.7174 2023-12-01 08:43:51,631 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 12:21:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 3.6766, loss: 3.6766 2023-12-01 08:44:14,632 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 12:21:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 3.7210, loss: 3.7210 2023-12-01 08:44:37,633 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 12:20:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9506, loss_cls: 3.6128, loss: 3.6128 2023-12-01 08:45:00,559 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 12:19:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 3.6563, loss: 3.6563 2023-12-01 08:45:23,511 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 12:18:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 3.6558, loss: 3.6558 2023-12-01 08:45:46,438 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 12:17:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 3.6486, loss: 3.6486 2023-12-01 08:46:09,375 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 12:17:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 3.6654, loss: 3.6654 2023-12-01 08:46:32,368 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 12:16:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 3.7742, loss: 3.7742 2023-12-01 08:46:55,362 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 12:15:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 3.7156, loss: 3.7156 2023-12-01 08:47:18,383 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 12:15:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 3.7643, loss: 3.7643 2023-12-01 08:47:41,335 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 12:14:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.6054, loss: 3.6054 2023-12-01 08:48:04,263 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 12:13:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 3.6689, loss: 3.6689 2023-12-01 08:48:27,189 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 12:12:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 3.6686, loss: 3.6686 2023-12-01 08:48:50,242 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 12:12:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 3.7469, loss: 3.7469 2023-12-01 08:49:13,208 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 12:11:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 3.6726, loss: 3.6726 2023-12-01 08:49:36,242 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 12:10:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9381, loss_cls: 3.6888, loss: 3.6888 2023-12-01 08:49:59,187 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 12:09:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 3.7366, loss: 3.7366 2023-12-01 08:50:22,119 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 12:09:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9337, loss_cls: 3.7203, loss: 3.7203 2023-12-01 08:50:45,037 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 12:08:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 3.6452, loss: 3.6452 2023-12-01 08:51:07,946 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 12:07:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 3.6997, loss: 3.6997 2023-12-01 08:51:30,858 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 12:06:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 3.6222, loss: 3.6222 2023-12-01 08:51:53,774 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 12:06:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 3.7080, loss: 3.7080 2023-12-01 08:52:16,707 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 12:05:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 3.6625, loss: 3.6625 2023-12-01 08:52:39,686 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 12:04:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 3.6970, loss: 3.6970 2023-12-01 08:53:02,610 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 12:03:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 3.7454, loss: 3.7454 2023-12-01 08:53:12,220 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-01 08:56:53,090 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 08:56:53,578 - pyskl - INFO - top1_acc 0.6986 top5_acc 0.9291 2023-12-01 08:56:53,601 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6986, top5_acc: 0.9291 2023-12-01 08:57:39,599 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 12:03:52, time: 0.460, data_time: 0.232, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 3.7154, loss: 3.7154 2023-12-01 08:58:02,391 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 12:03:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 3.6857, loss: 3.6857 2023-12-01 08:58:25,158 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 12:02:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 3.6341, loss: 3.6341 2023-12-01 08:58:48,055 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 12:01:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 3.6332, loss: 3.6332 2023-12-01 08:59:10,960 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 12:00:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 3.6719, loss: 3.6719 2023-12-01 08:59:33,981 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 12:00:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 3.6883, loss: 3.6883 2023-12-01 08:59:56,829 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 11:59:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 3.6609, loss: 3.6609 2023-12-01 09:00:19,708 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 11:58:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 3.6772, loss: 3.6772 2023-12-01 09:00:42,670 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 11:57:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.5711, loss: 3.5711 2023-12-01 09:01:05,683 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 11:57:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 3.6685, loss: 3.6685 2023-12-01 09:01:28,663 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 11:56:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 3.6847, loss: 3.6847 2023-12-01 09:01:51,649 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 11:55:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 3.6645, loss: 3.6645 2023-12-01 09:02:14,540 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 11:55:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 3.7117, loss: 3.7117 2023-12-01 09:02:37,440 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 11:54:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.6066, loss: 3.6066 2023-12-01 09:03:00,359 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 11:53:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9419, loss_cls: 3.6743, loss: 3.6743 2023-12-01 09:03:23,174 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 11:52:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.6780, loss: 3.6780 2023-12-01 09:03:46,007 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 11:52:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9431, loss_cls: 3.6982, loss: 3.6982 2023-12-01 09:04:08,928 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 11:51:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 3.7583, loss: 3.7583 2023-12-01 09:04:31,902 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 11:50:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 3.7349, loss: 3.7349 2023-12-01 09:04:54,835 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 11:49:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 3.6878, loss: 3.6878 2023-12-01 09:05:17,675 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 11:49:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 3.7132, loss: 3.7132 2023-12-01 09:05:40,714 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 11:48:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 3.6983, loss: 3.6983 2023-12-01 09:06:03,604 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 11:47:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.6598, loss: 3.6598 2023-12-01 09:06:26,393 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 11:46:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 3.7285, loss: 3.7285 2023-12-01 09:06:49,307 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 11:46:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 3.7152, loss: 3.7152 2023-12-01 09:07:12,368 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 11:45:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.6441, loss: 3.6441 2023-12-01 09:07:35,278 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 11:44:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 3.6959, loss: 3.6959 2023-12-01 09:07:58,174 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 11:44:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 3.6828, loss: 3.6828 2023-12-01 09:08:21,094 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 11:43:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 3.7002, loss: 3.7002 2023-12-01 09:08:43,954 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 11:42:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 3.7803, loss: 3.7803 2023-12-01 09:09:06,915 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 11:41:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 3.6403, loss: 3.6403 2023-12-01 09:09:29,821 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 11:41:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 3.7288, loss: 3.7288 2023-12-01 09:09:52,780 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 11:40:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 3.7416, loss: 3.7416 2023-12-01 09:10:15,643 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 11:39:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 3.7074, loss: 3.7074 2023-12-01 09:10:38,608 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 11:39:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9444, loss_cls: 3.6528, loss: 3.6528 2023-12-01 09:11:01,562 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 11:38:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 3.7073, loss: 3.7073 2023-12-01 09:11:24,480 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 11:37:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 3.6634, loss: 3.6634 2023-12-01 09:11:47,380 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 11:36:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9406, loss_cls: 3.7005, loss: 3.7005 2023-12-01 09:12:10,247 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 11:36:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.6395, loss: 3.6395 2023-12-01 09:12:19,755 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-01 09:15:57,667 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 09:15:58,159 - pyskl - INFO - top1_acc 0.7199 top5_acc 0.9356 2023-12-01 09:15:58,164 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_24.pth was removed 2023-12-01 09:15:58,322 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2023-12-01 09:15:58,324 - pyskl - INFO - Best top1_acc is 0.7199 at 28 epoch. 2023-12-01 09:15:58,355 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.7199, top5_acc: 0.9356 2023-12-01 09:16:44,383 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 11:36:11, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.6468, loss: 3.6468 2023-12-01 09:17:07,338 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 11:35:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 3.6783, loss: 3.6783 2023-12-01 09:17:30,265 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 11:34:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 3.6948, loss: 3.6948 2023-12-01 09:17:53,235 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 11:34:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9456, loss_cls: 3.6425, loss: 3.6425 2023-12-01 09:18:16,137 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 11:33:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.6791, loss: 3.6791 2023-12-01 09:18:39,118 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 11:32:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.5798, loss: 3.5798 2023-12-01 09:19:02,144 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 11:31:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 3.6839, loss: 3.6839 2023-12-01 09:19:25,110 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 11:31:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.6603, loss: 3.6603 2023-12-01 09:19:48,038 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 11:30:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 3.7071, loss: 3.7071 2023-12-01 09:20:10,978 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 11:29:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.6548, loss: 3.6548 2023-12-01 09:20:34,057 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 11:29:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.6500, loss: 3.6500 2023-12-01 09:20:57,011 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 11:28:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 3.6987, loss: 3.6987 2023-12-01 09:21:19,981 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 11:27:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9513, loss_cls: 3.6392, loss: 3.6392 2023-12-01 09:21:42,903 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 11:26:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.6115, loss: 3.6115 2023-12-01 09:22:05,905 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 11:26:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 3.7403, loss: 3.7403 2023-12-01 09:22:28,849 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 11:25:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 3.7027, loss: 3.7027 2023-12-01 09:22:51,778 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 11:24:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 3.6477, loss: 3.6477 2023-12-01 09:23:14,810 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 11:24:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 3.6810, loss: 3.6810 2023-12-01 09:23:37,880 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 11:23:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9425, loss_cls: 3.7016, loss: 3.7016 2023-12-01 09:24:00,868 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 11:22:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9413, loss_cls: 3.6667, loss: 3.6667 2023-12-01 09:24:23,824 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 11:22:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 3.6701, loss: 3.6701 2023-12-01 09:24:46,834 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 11:21:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.6681, loss: 3.6681 2023-12-01 09:25:09,855 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 11:20:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 3.6853, loss: 3.6853 2023-12-01 09:25:32,811 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 11:19:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 3.7570, loss: 3.7570 2023-12-01 09:25:55,683 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 11:19:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 3.7260, loss: 3.7260 2023-12-01 09:26:18,529 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 11:18:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 3.7151, loss: 3.7151 2023-12-01 09:26:41,483 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 11:17:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.6112, loss: 3.6112 2023-12-01 09:27:04,331 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 11:17:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9369, loss_cls: 3.6999, loss: 3.6999 2023-12-01 09:27:27,226 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 11:16:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 3.7565, loss: 3.7565 2023-12-01 09:27:50,205 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 11:15:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 3.7333, loss: 3.7333 2023-12-01 09:28:13,223 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 11:15:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 3.7136, loss: 3.7136 2023-12-01 09:28:36,312 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 11:14:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 3.6309, loss: 3.6309 2023-12-01 09:28:59,309 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 11:13:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 3.6868, loss: 3.6868 2023-12-01 09:29:22,158 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 11:12:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 3.6824, loss: 3.6824 2023-12-01 09:29:45,081 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 11:12:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.6186, loss: 3.6186 2023-12-01 09:30:08,026 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 11:11:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 3.6678, loss: 3.6678 2023-12-01 09:30:30,955 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 11:10:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 3.7693, loss: 3.7693 2023-12-01 09:30:53,851 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 11:10:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9387, loss_cls: 3.6859, loss: 3.6859 2023-12-01 09:31:16,852 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 11:09:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 3.6375, loss: 3.6375 2023-12-01 09:31:26,425 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-01 09:35:03,980 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 09:35:04,467 - pyskl - INFO - top1_acc 0.6979 top5_acc 0.9285 2023-12-01 09:35:04,487 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6979, top5_acc: 0.9285 2023-12-01 09:35:50,360 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 11:09:28, time: 0.459, data_time: 0.230, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 3.6856, loss: 3.6856 2023-12-01 09:36:13,317 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 11:08:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 3.6372, loss: 3.6372 2023-12-01 09:36:36,260 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 11:08:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.6013, loss: 3.6013 2023-12-01 09:36:59,094 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 11:07:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9394, loss_cls: 3.6417, loss: 3.6417 2023-12-01 09:37:21,940 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 11:06:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 3.5964, loss: 3.5964 2023-12-01 09:37:44,848 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 11:05:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 3.6557, loss: 3.6557 2023-12-01 09:38:07,824 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 11:05:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 3.6525, loss: 3.6525 2023-12-01 09:38:30,723 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 11:04:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9625, loss_cls: 3.6533, loss: 3.6533 2023-12-01 09:38:53,618 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 11:03:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 3.6632, loss: 3.6632 2023-12-01 09:39:16,500 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 11:03:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 3.6556, loss: 3.6556 2023-12-01 09:39:39,421 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 11:02:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 3.7007, loss: 3.7007 2023-12-01 09:40:02,450 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 11:01:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 3.7058, loss: 3.7058 2023-12-01 09:40:25,373 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 11:01:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.6603, loss: 3.6603 2023-12-01 09:40:48,228 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 11:00:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.6136, loss: 3.6136 2023-12-01 09:41:11,196 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 10:59:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9406, loss_cls: 3.7120, loss: 3.7120 2023-12-01 09:41:34,070 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 10:59:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 3.6587, loss: 3.6587 2023-12-01 09:41:56,907 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 10:58:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 3.7043, loss: 3.7043 2023-12-01 09:42:19,847 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 10:57:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 3.7137, loss: 3.7137 2023-12-01 09:42:42,776 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 10:57:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 3.6375, loss: 3.6375 2023-12-01 09:43:05,739 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 10:56:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.6714, loss: 3.6714 2023-12-01 09:43:28,635 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 10:55:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.6347, loss: 3.6347 2023-12-01 09:43:51,520 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 10:54:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 3.6274, loss: 3.6274 2023-12-01 09:44:14,436 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 10:54:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 3.6325, loss: 3.6325 2023-12-01 09:44:37,328 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 10:53:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 3.6990, loss: 3.6990 2023-12-01 09:45:00,206 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 10:52:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.6260, loss: 3.6260 2023-12-01 09:45:23,100 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 10:52:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 3.7008, loss: 3.7008 2023-12-01 09:45:45,985 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 10:51:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 3.6429, loss: 3.6429 2023-12-01 09:46:08,934 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 10:50:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9481, loss_cls: 3.6587, loss: 3.6587 2023-12-01 09:46:31,835 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 10:50:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.6417, loss: 3.6417 2023-12-01 09:46:54,682 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 10:49:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 3.7142, loss: 3.7142 2023-12-01 09:47:17,601 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 10:48:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 3.7262, loss: 3.7262 2023-12-01 09:47:40,454 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 10:48:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 3.6850, loss: 3.6850 2023-12-01 09:48:03,251 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 10:47:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 3.7265, loss: 3.7265 2023-12-01 09:48:26,281 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 10:46:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 3.6776, loss: 3.6776 2023-12-01 09:48:49,222 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 10:46:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 3.6752, loss: 3.6752 2023-12-01 09:49:12,229 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 10:45:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 3.6920, loss: 3.6920 2023-12-01 09:49:35,161 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 10:44:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.6020, loss: 3.6020 2023-12-01 09:49:58,130 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 10:44:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9469, loss_cls: 3.6606, loss: 3.6606 2023-12-01 09:50:21,016 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 10:43:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 3.6966, loss: 3.6966 2023-12-01 09:50:30,720 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-01 09:54:08,643 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 09:54:09,134 - pyskl - INFO - top1_acc 0.6906 top5_acc 0.9278 2023-12-01 09:54:09,157 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6906, top5_acc: 0.9278 2023-12-01 09:54:55,504 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 10:43:25, time: 0.463, data_time: 0.235, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.6225, loss: 3.6225 2023-12-01 09:55:18,397 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 10:42:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 3.7264, loss: 3.7264 2023-12-01 09:55:41,327 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 10:42:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 3.7183, loss: 3.7183 2023-12-01 09:56:04,259 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 10:41:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 3.7274, loss: 3.7274 2023-12-01 09:56:27,114 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 10:40:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.6530, loss: 3.6530 2023-12-01 09:56:50,067 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 10:40:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 3.6372, loss: 3.6372 2023-12-01 09:57:13,054 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 10:39:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 3.7005, loss: 3.7005 2023-12-01 09:57:36,076 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 10:38:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9431, loss_cls: 3.6612, loss: 3.6612 2023-12-01 09:57:59,060 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 10:38:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.5877, loss: 3.5877 2023-12-01 09:58:21,908 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 10:37:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 3.6705, loss: 3.6705 2023-12-01 09:58:44,771 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 10:36:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.6241, loss: 3.6241 2023-12-01 09:59:07,711 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 10:36:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 3.6461, loss: 3.6461 2023-12-01 09:59:30,721 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 10:35:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 3.6687, loss: 3.6687 2023-12-01 09:59:53,651 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 10:34:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 3.7241, loss: 3.7241 2023-12-01 10:00:16,570 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 10:34:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.6547, loss: 3.6547 2023-12-01 10:00:39,456 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 10:33:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9444, loss_cls: 3.6285, loss: 3.6285 2023-12-01 10:01:02,469 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 10:32:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 3.6585, loss: 3.6585 2023-12-01 10:01:25,336 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 10:32:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 3.7175, loss: 3.7175 2023-12-01 10:01:48,318 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 10:31:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.6824, loss: 3.6824 2023-12-01 10:02:11,342 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 10:30:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 3.6798, loss: 3.6798 2023-12-01 10:02:34,267 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 10:30:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 3.6195, loss: 3.6195 2023-12-01 10:02:57,112 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 10:29:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 3.6306, loss: 3.6306 2023-12-01 10:03:19,929 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 10:28:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.6332, loss: 3.6332 2023-12-01 10:03:42,846 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 10:28:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 3.6166, loss: 3.6166 2023-12-01 10:04:05,755 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 10:27:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 3.6904, loss: 3.6904 2023-12-01 10:04:28,654 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 10:26:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 3.6795, loss: 3.6795 2023-12-01 10:04:51,511 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 10:26:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 3.6296, loss: 3.6296 2023-12-01 10:05:14,383 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 10:25:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 3.7028, loss: 3.7028 2023-12-01 10:05:37,219 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 10:24:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9394, loss_cls: 3.7343, loss: 3.7343 2023-12-01 10:06:00,081 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 10:24:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.6069, loss: 3.6069 2023-12-01 10:06:22,955 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 10:23:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 3.7077, loss: 3.7077 2023-12-01 10:06:45,939 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 10:22:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.6589, loss: 3.6589 2023-12-01 10:07:08,836 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 10:22:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9431, loss_cls: 3.6641, loss: 3.6641 2023-12-01 10:07:31,680 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 10:21:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 3.6343, loss: 3.6343 2023-12-01 10:07:54,535 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 10:20:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9394, loss_cls: 3.7193, loss: 3.7193 2023-12-01 10:08:17,433 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 10:20:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 3.6689, loss: 3.6689 2023-12-01 10:08:40,352 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 10:19:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 3.6161, loss: 3.6161 2023-12-01 10:09:03,129 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 10:18:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9356, loss_cls: 3.7363, loss: 3.7363 2023-12-01 10:09:25,950 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 10:18:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9406, loss_cls: 3.7079, loss: 3.7079 2023-12-01 10:09:35,684 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-01 10:13:14,924 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 10:13:15,430 - pyskl - INFO - top1_acc 0.6788 top5_acc 0.9332 2023-12-01 10:13:15,462 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6788, top5_acc: 0.9332 2023-12-01 10:14:02,142 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 10:18:04, time: 0.467, data_time: 0.238, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.6257, loss: 3.6257 2023-12-01 10:14:25,027 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 10:17:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 3.5995, loss: 3.5995 2023-12-01 10:14:47,991 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 10:16:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 3.6195, loss: 3.6195 2023-12-01 10:15:10,956 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 10:16:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 3.6170, loss: 3.6170 2023-12-01 10:15:33,983 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 10:15:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 3.6840, loss: 3.6840 2023-12-01 10:15:56,986 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 10:14:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.6482, loss: 3.6482 2023-12-01 10:16:19,974 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 10:14:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 3.6813, loss: 3.6813 2023-12-01 10:16:42,904 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 10:13:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 3.6375, loss: 3.6375 2023-12-01 10:17:05,941 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 10:12:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 3.7088, loss: 3.7088 2023-12-01 10:17:28,840 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 10:12:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 3.6811, loss: 3.6811 2023-12-01 10:17:51,728 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 10:11:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.6345, loss: 3.6345 2023-12-01 10:18:14,731 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 10:10:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 3.6996, loss: 3.6996 2023-12-01 10:18:37,711 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 10:10:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.5958, loss: 3.5958 2023-12-01 10:19:00,660 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 10:09:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.6007, loss: 3.6007 2023-12-01 10:19:23,703 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 10:08:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 3.6931, loss: 3.6931 2023-12-01 10:19:46,657 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 10:08:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 3.7013, loss: 3.7013 2023-12-01 10:20:09,679 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 10:07:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 3.6652, loss: 3.6652 2023-12-01 10:20:32,569 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 10:07:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 3.7181, loss: 3.7181 2023-12-01 10:20:55,588 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 10:06:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 3.6823, loss: 3.6823 2023-12-01 10:21:18,650 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 10:05:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 3.6919, loss: 3.6919 2023-12-01 10:21:41,546 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 10:05:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9356, loss_cls: 3.7258, loss: 3.7258 2023-12-01 10:22:04,429 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 10:04:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 3.6204, loss: 3.6204 2023-12-01 10:22:27,377 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 10:03:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9400, loss_cls: 3.6788, loss: 3.6788 2023-12-01 10:22:50,234 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 10:03:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 3.6835, loss: 3.6835 2023-12-01 10:23:13,181 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 10:02:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 3.6217, loss: 3.6217 2023-12-01 10:23:36,246 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 10:01:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.6450, loss: 3.6450 2023-12-01 10:23:59,258 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 10:01:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 3.6751, loss: 3.6751 2023-12-01 10:24:22,282 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 10:00:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 3.6632, loss: 3.6632 2023-12-01 10:24:45,300 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 9:59:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 3.6804, loss: 3.6804 2023-12-01 10:25:08,274 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 9:59:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 3.6772, loss: 3.6772 2023-12-01 10:25:31,344 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 9:58:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9437, loss_cls: 3.6970, loss: 3.6970 2023-12-01 10:25:54,262 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 9:57:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.6458, loss: 3.6458 2023-12-01 10:26:17,176 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 9:57:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 3.6617, loss: 3.6617 2023-12-01 10:26:40,169 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 9:56:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 3.6838, loss: 3.6838 2023-12-01 10:27:03,225 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 9:56:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.6090, loss: 3.6090 2023-12-01 10:27:26,155 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 9:55:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 3.6359, loss: 3.6359 2023-12-01 10:27:49,171 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 9:54:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.6489, loss: 3.6489 2023-12-01 10:28:12,170 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 9:54:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.6601, loss: 3.6601 2023-12-01 10:28:35,115 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 9:53:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 3.7070, loss: 3.7070 2023-12-01 10:28:44,780 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-01 10:32:22,471 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 10:32:22,964 - pyskl - INFO - top1_acc 0.7070 top5_acc 0.9270 2023-12-01 10:32:22,985 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7070, top5_acc: 0.9270 2023-12-01 10:33:09,270 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 9:53:29, time: 0.463, data_time: 0.234, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9500, loss_cls: 3.6204, loss: 3.6204 2023-12-01 10:33:32,183 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 9:52:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.5916, loss: 3.5916 2023-12-01 10:33:54,946 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 9:52:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.6533, loss: 3.6533 2023-12-01 10:34:17,789 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 9:51:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.6415, loss: 3.6415 2023-12-01 10:34:40,660 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 9:50:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 3.6514, loss: 3.6514 2023-12-01 10:35:03,528 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 9:50:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 3.6483, loss: 3.6483 2023-12-01 10:35:26,496 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 9:49:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.6436, loss: 3.6436 2023-12-01 10:35:49,420 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 9:48:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.6380, loss: 3.6380 2023-12-01 10:36:12,465 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 9:48:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 3.6681, loss: 3.6681 2023-12-01 10:36:35,342 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 9:47:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 3.6843, loss: 3.6843 2023-12-01 10:36:58,187 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 9:47:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.6589, loss: 3.6589 2023-12-01 10:37:21,148 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 9:46:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.6243, loss: 3.6243 2023-12-01 10:37:44,129 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 9:45:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.6201, loss: 3.6201 2023-12-01 10:38:07,007 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 9:45:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.5863, loss: 3.5863 2023-12-01 10:38:29,941 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 9:44:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 3.6778, loss: 3.6778 2023-12-01 10:38:52,791 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 9:43:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.6391, loss: 3.6391 2023-12-01 10:39:15,791 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 9:43:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 3.7307, loss: 3.7307 2023-12-01 10:39:38,853 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 9:42:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.6441, loss: 3.6441 2023-12-01 10:40:01,778 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 9:42:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 3.5920, loss: 3.5920 2023-12-01 10:40:24,748 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 9:41:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.6289, loss: 3.6289 2023-12-01 10:40:47,661 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 9:40:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 3.6627, loss: 3.6627 2023-12-01 10:41:10,619 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 9:40:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9356, loss_cls: 3.7274, loss: 3.7274 2023-12-01 10:41:33,459 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 9:39:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 3.7288, loss: 3.7288 2023-12-01 10:41:56,349 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 9:38:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 3.7016, loss: 3.7016 2023-12-01 10:42:19,357 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 9:38:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 3.6938, loss: 3.6938 2023-12-01 10:42:42,300 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 9:37:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 3.6996, loss: 3.6996 2023-12-01 10:43:05,227 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 9:36:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 3.6224, loss: 3.6224 2023-12-01 10:43:28,103 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 9:36:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 3.6170, loss: 3.6170 2023-12-01 10:43:51,005 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 9:35:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.6249, loss: 3.6249 2023-12-01 10:44:13,889 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 9:35:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9431, loss_cls: 3.6492, loss: 3.6492 2023-12-01 10:44:36,851 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 9:34:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 3.6827, loss: 3.6827 2023-12-01 10:44:59,864 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 9:33:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9431, loss_cls: 3.6621, loss: 3.6621 2023-12-01 10:45:22,803 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 9:33:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.6893, loss: 3.6893 2023-12-01 10:45:45,725 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 9:32:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 3.6234, loss: 3.6234 2023-12-01 10:46:08,613 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 9:31:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9350, loss_cls: 3.7353, loss: 3.7353 2023-12-01 10:46:31,478 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 9:31:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9425, loss_cls: 3.6813, loss: 3.6813 2023-12-01 10:46:54,394 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 9:30:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.6374, loss: 3.6374 2023-12-01 10:47:17,432 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 9:30:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 3.6872, loss: 3.6872 2023-12-01 10:47:40,366 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 9:29:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 3.6946, loss: 3.6946 2023-12-01 10:47:49,948 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-01 10:51:27,965 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 10:51:28,464 - pyskl - INFO - top1_acc 0.7007 top5_acc 0.9307 2023-12-01 10:51:28,487 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.7007, top5_acc: 0.9307 2023-12-01 10:52:14,575 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 9:29:21, time: 0.461, data_time: 0.232, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 3.5940, loss: 3.5940 2023-12-01 10:52:37,462 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 9:28:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 3.5841, loss: 3.5841 2023-12-01 10:53:00,416 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 9:28:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 3.5771, loss: 3.5771 2023-12-01 10:53:23,290 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 9:27:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 3.6504, loss: 3.6504 2023-12-01 10:53:46,247 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 9:26:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9481, loss_cls: 3.6106, loss: 3.6106 2023-12-01 10:54:09,198 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 9:26:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.6063, loss: 3.6063 2023-12-01 10:54:32,156 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 9:25:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9419, loss_cls: 3.6782, loss: 3.6782 2023-12-01 10:54:55,071 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 9:24:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 3.6500, loss: 3.6500 2023-12-01 10:55:17,976 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 9:24:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 3.6546, loss: 3.6546 2023-12-01 10:55:40,919 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 9:23:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 3.6537, loss: 3.6537 2023-12-01 10:56:03,848 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 9:23:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 3.6900, loss: 3.6900 2023-12-01 10:56:26,727 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 9:22:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.6465, loss: 3.6465 2023-12-01 10:56:49,746 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 9:21:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.6278, loss: 3.6278 2023-12-01 10:57:12,744 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 9:21:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 3.7415, loss: 3.7415 2023-12-01 10:57:35,625 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 9:20:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.6408, loss: 3.6408 2023-12-01 10:57:58,657 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 9:20:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 3.6575, loss: 3.6575 2023-12-01 10:58:21,705 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 9:19:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 3.6228, loss: 3.6228 2023-12-01 10:58:44,629 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 9:18:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9444, loss_cls: 3.6323, loss: 3.6323 2023-12-01 10:59:07,520 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 9:18:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.6477, loss: 3.6477 2023-12-01 10:59:30,371 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 9:17:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9487, loss_cls: 3.6312, loss: 3.6312 2023-12-01 10:59:53,221 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 9:16:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 3.6554, loss: 3.6554 2023-12-01 11:00:16,152 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 9:16:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9481, loss_cls: 3.6494, loss: 3.6494 2023-12-01 11:00:39,088 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 9:15:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.6903, loss: 3.6903 2023-12-01 11:01:02,097 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 9:15:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9500, loss_cls: 3.5894, loss: 3.5894 2023-12-01 11:01:25,024 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 9:14:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.6825, loss: 3.6825 2023-12-01 11:01:47,947 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 9:13:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 3.6626, loss: 3.6626 2023-12-01 11:02:10,953 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 9:13:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 3.6834, loss: 3.6834 2023-12-01 11:02:33,835 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 9:12:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 3.7045, loss: 3.7045 2023-12-01 11:02:56,821 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 9:11:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.6269, loss: 3.6269 2023-12-01 11:03:19,798 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 9:11:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 3.6989, loss: 3.6989 2023-12-01 11:03:42,658 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 9:10:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.6071, loss: 3.6071 2023-12-01 11:04:05,534 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 9:10:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.6145, loss: 3.6145 2023-12-01 11:04:28,391 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 9:09:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 3.6752, loss: 3.6752 2023-12-01 11:04:51,394 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 9:08:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 3.6170, loss: 3.6170 2023-12-01 11:05:14,400 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 9:08:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 3.6733, loss: 3.6733 2023-12-01 11:05:37,361 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 9:07:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 3.6636, loss: 3.6636 2023-12-01 11:06:00,254 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 9:07:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 3.6403, loss: 3.6403 2023-12-01 11:06:23,205 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 9:06:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.6032, loss: 3.6032 2023-12-01 11:06:46,237 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 9:05:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.6305, loss: 3.6305 2023-12-01 11:06:55,892 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-01 11:10:33,703 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 11:10:34,193 - pyskl - INFO - top1_acc 0.6847 top5_acc 0.9197 2023-12-01 11:10:34,213 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6847, top5_acc: 0.9197 2023-12-01 11:11:20,047 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 9:05:44, time: 0.458, data_time: 0.230, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9444, loss_cls: 3.6705, loss: 3.6705 2023-12-01 11:11:42,973 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 9:05:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 3.6692, loss: 3.6692 2023-12-01 11:12:05,924 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 9:04:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.5906, loss: 3.5906 2023-12-01 11:12:28,741 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 9:03:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.6218, loss: 3.6218 2023-12-01 11:12:51,718 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 9:03:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 3.6730, loss: 3.6730 2023-12-01 11:13:14,505 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 9:02:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 3.5855, loss: 3.5855 2023-12-01 11:13:37,350 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 9:02:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 3.6760, loss: 3.6760 2023-12-01 11:14:00,269 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 9:01:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 3.7087, loss: 3.7087 2023-12-01 11:14:23,125 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 9:00:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 3.6921, loss: 3.6921 2023-12-01 11:14:45,894 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 9:00:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 3.6997, loss: 3.6997 2023-12-01 11:15:08,686 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 8:59:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 3.6382, loss: 3.6382 2023-12-01 11:15:31,646 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 8:58:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.6147, loss: 3.6147 2023-12-01 11:15:54,562 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 8:58:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.6729, loss: 3.6729 2023-12-01 11:16:17,420 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 8:57:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.6044, loss: 3.6044 2023-12-01 11:16:40,281 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 8:57:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9481, loss_cls: 3.6469, loss: 3.6469 2023-12-01 11:17:03,106 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 8:56:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 3.6586, loss: 3.6586 2023-12-01 11:17:26,026 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 8:55:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 3.6912, loss: 3.6912 2023-12-01 11:17:48,915 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 8:55:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 3.6573, loss: 3.6573 2023-12-01 11:18:11,706 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 8:54:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.7026, loss: 3.7026 2023-12-01 11:18:34,515 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 8:54:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 3.6464, loss: 3.6464 2023-12-01 11:18:57,336 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 8:53:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9406, loss_cls: 3.6400, loss: 3.6400 2023-12-01 11:19:20,135 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 8:52:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 3.6751, loss: 3.6751 2023-12-01 11:19:43,015 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 8:52:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9444, loss_cls: 3.6751, loss: 3.6751 2023-12-01 11:20:05,874 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 8:51:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 3.5828, loss: 3.5828 2023-12-01 11:20:28,775 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 8:51:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 3.6865, loss: 3.6865 2023-12-01 11:20:51,644 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 8:50:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9475, loss_cls: 3.6365, loss: 3.6365 2023-12-01 11:21:14,546 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 8:49:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 3.6898, loss: 3.6898 2023-12-01 11:21:37,428 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 8:49:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 3.6530, loss: 3.6530 2023-12-01 11:22:00,399 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 8:48:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9400, loss_cls: 3.7002, loss: 3.7002 2023-12-01 11:22:23,307 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 8:48:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9469, loss_cls: 3.6073, loss: 3.6073 2023-12-01 11:22:46,186 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 8:47:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 3.5677, loss: 3.5677 2023-12-01 11:23:09,066 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 8:46:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 3.6458, loss: 3.6458 2023-12-01 11:23:32,082 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 8:46:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 3.6842, loss: 3.6842 2023-12-01 11:23:54,898 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 8:45:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 3.6654, loss: 3.6654 2023-12-01 11:24:17,863 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 8:44:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 3.6500, loss: 3.6500 2023-12-01 11:24:40,842 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 8:44:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9456, loss_cls: 3.6905, loss: 3.6905 2023-12-01 11:25:03,705 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 8:43:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 3.6122, loss: 3.6122 2023-12-01 11:25:26,556 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 8:43:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 3.6550, loss: 3.6550 2023-12-01 11:25:49,491 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 8:42:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.6347, loss: 3.6347 2023-12-01 11:25:59,022 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-01 11:29:39,093 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 11:29:39,575 - pyskl - INFO - top1_acc 0.7233 top5_acc 0.9355 2023-12-01 11:29:39,579 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_28.pth was removed 2023-12-01 11:29:39,739 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2023-12-01 11:29:39,742 - pyskl - INFO - Best top1_acc is 0.7233 at 35 epoch. 2023-12-01 11:29:39,762 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.7233, top5_acc: 0.9355 2023-12-01 11:30:26,564 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 8:42:32, time: 0.468, data_time: 0.234, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9500, loss_cls: 3.5955, loss: 3.5955 2023-12-01 11:30:49,992 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 8:41:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.6011, loss: 3.6011 2023-12-01 11:31:13,551 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 8:41:24, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 3.6489, loss: 3.6489 2023-12-01 11:31:37,114 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 8:40:50, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 3.6546, loss: 3.6546 2023-12-01 11:32:00,677 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 8:40:16, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 3.6046, loss: 3.6046 2023-12-01 11:32:24,195 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 8:39:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.5709, loss: 3.5709 2023-12-01 11:32:47,647 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 8:39:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.6361, loss: 3.6361 2023-12-01 11:33:11,173 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 8:38:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 3.6264, loss: 3.6264 2023-12-01 11:33:34,676 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 8:37:59, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 3.5863, loss: 3.5863 2023-12-01 11:33:58,305 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 8:37:26, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 3.6896, loss: 3.6896 2023-12-01 11:34:21,853 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 8:36:52, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 3.6957, loss: 3.6957 2023-12-01 11:34:45,404 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 8:36:18, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 3.6927, loss: 3.6927 2023-12-01 11:35:08,887 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 8:35:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.5948, loss: 3.5948 2023-12-01 11:35:32,464 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 8:35:10, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 3.6361, loss: 3.6361 2023-12-01 11:35:55,970 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 8:34:36, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 3.5823, loss: 3.5823 2023-12-01 11:36:19,478 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 8:34:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 3.6519, loss: 3.6519 2023-12-01 11:36:43,004 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 8:33:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 3.6475, loss: 3.6475 2023-12-01 11:37:06,519 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 8:32:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 3.6037, loss: 3.6037 2023-12-01 11:37:30,027 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 8:32:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.6393, loss: 3.6393 2023-12-01 11:37:53,495 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 8:31:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 3.6815, loss: 3.6815 2023-12-01 11:38:17,003 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 8:31:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 3.6354, loss: 3.6354 2023-12-01 11:38:40,504 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 8:30:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9419, loss_cls: 3.6774, loss: 3.6774 2023-12-01 11:39:04,125 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 8:30:05, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.6335, loss: 3.6335 2023-12-01 11:39:27,726 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 8:29:32, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.6450, loss: 3.6450 2023-12-01 11:39:51,235 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 8:28:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 3.6414, loss: 3.6414 2023-12-01 11:40:14,703 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 8:28:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.6530, loss: 3.6530 2023-12-01 11:40:38,214 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 8:27:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9444, loss_cls: 3.6843, loss: 3.6843 2023-12-01 11:41:01,678 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 8:27:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9487, loss_cls: 3.6330, loss: 3.6330 2023-12-01 11:41:25,214 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 8:26:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9431, loss_cls: 3.7149, loss: 3.7149 2023-12-01 11:41:48,703 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 8:26:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.6425, loss: 3.6425 2023-12-01 11:42:12,238 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 8:25:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 3.6389, loss: 3.6389 2023-12-01 11:42:35,788 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 8:25:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.5934, loss: 3.5934 2023-12-01 11:42:59,284 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 8:24:28, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.6460, loss: 3.6460 2023-12-01 11:43:22,797 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 8:23:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.5896, loss: 3.5896 2023-12-01 11:43:46,263 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 8:23:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 3.7178, loss: 3.7178 2023-12-01 11:44:09,793 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 8:22:47, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.6458, loss: 3.6458 2023-12-01 11:44:33,330 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 8:22:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 3.7093, loss: 3.7093 2023-12-01 11:44:56,856 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 8:21:40, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5320, loss: 3.5320 2023-12-01 11:45:20,377 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 8:21:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 3.6547, loss: 3.6547 2023-12-01 11:45:30,255 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-01 11:49:09,597 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 11:49:10,076 - pyskl - INFO - top1_acc 0.7110 top5_acc 0.9375 2023-12-01 11:49:10,096 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.7110, top5_acc: 0.9375 2023-12-01 11:49:56,393 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 8:21:02, time: 0.463, data_time: 0.234, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.5998, loss: 3.5998 2023-12-01 11:50:19,211 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 8:20:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 3.5927, loss: 3.5927 2023-12-01 11:50:42,062 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 8:19:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9456, loss_cls: 3.6408, loss: 3.6408 2023-12-01 11:51:04,885 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 8:19:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.6145, loss: 3.6145 2023-12-01 11:51:27,727 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 8:18:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 3.5850, loss: 3.5850 2023-12-01 11:51:50,664 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 8:18:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9500, loss_cls: 3.6023, loss: 3.6023 2023-12-01 11:52:13,654 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 8:17:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 3.6435, loss: 3.6435 2023-12-01 11:52:36,458 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 8:16:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.6431, loss: 3.6431 2023-12-01 11:52:59,314 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 8:16:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.6256, loss: 3.6256 2023-12-01 11:53:22,305 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 8:15:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 3.6498, loss: 3.6498 2023-12-01 11:53:45,305 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 8:15:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.6481, loss: 3.6481 2023-12-01 11:54:08,175 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 8:14:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 3.6134, loss: 3.6134 2023-12-01 11:54:31,081 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 8:13:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 3.6737, loss: 3.6737 2023-12-01 11:54:54,036 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 8:13:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 3.6780, loss: 3.6780 2023-12-01 11:55:16,923 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 8:12:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 3.6378, loss: 3.6378 2023-12-01 11:55:39,797 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 8:12:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 3.7162, loss: 3.7162 2023-12-01 11:56:02,733 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 8:11:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.6346, loss: 3.6346 2023-12-01 11:56:25,703 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 8:11:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9481, loss_cls: 3.6409, loss: 3.6409 2023-12-01 11:56:48,619 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 8:10:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.6346, loss: 3.6346 2023-12-01 11:57:11,667 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 8:09:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 3.5986, loss: 3.5986 2023-12-01 11:57:34,601 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 8:09:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 3.6627, loss: 3.6627 2023-12-01 11:57:57,435 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 8:08:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 3.6866, loss: 3.6866 2023-12-01 11:58:20,270 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 8:08:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 3.7041, loss: 3.7041 2023-12-01 11:58:43,171 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 8:07:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 3.6795, loss: 3.6795 2023-12-01 11:59:06,141 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 8:06:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9463, loss_cls: 3.6527, loss: 3.6527 2023-12-01 11:59:29,105 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 8:06:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.6088, loss: 3.6088 2023-12-01 11:59:52,072 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 8:05:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 3.6568, loss: 3.6568 2023-12-01 12:00:14,928 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 8:05:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.6246, loss: 3.6246 2023-12-01 12:00:37,819 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 8:04:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 3.6887, loss: 3.6887 2023-12-01 12:01:00,669 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 8:03:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.5884, loss: 3.5884 2023-12-01 12:01:23,492 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 8:03:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.5907, loss: 3.5907 2023-12-01 12:01:46,360 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 8:02:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 3.6310, loss: 3.6310 2023-12-01 12:02:09,243 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 8:02:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.6010, loss: 3.6010 2023-12-01 12:02:32,137 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 8:01:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 3.6389, loss: 3.6389 2023-12-01 12:02:55,113 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 8:01:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.6205, loss: 3.6205 2023-12-01 12:03:18,029 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 8:00:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 3.6769, loss: 3.6769 2023-12-01 12:03:40,921 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 7:59:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 3.5901, loss: 3.5901 2023-12-01 12:04:03,788 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 7:59:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 3.6568, loss: 3.6568 2023-12-01 12:04:26,580 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 7:58:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.6271, loss: 3.6271 2023-12-01 12:04:36,165 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-01 12:08:14,014 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 12:08:14,498 - pyskl - INFO - top1_acc 0.6905 top5_acc 0.9276 2023-12-01 12:08:14,516 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6905, top5_acc: 0.9276 2023-12-01 12:09:00,694 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 7:58:38, time: 0.462, data_time: 0.230, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.6135, loss: 3.6135 2023-12-01 12:09:23,853 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 7:58:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 3.6350, loss: 3.6350 2023-12-01 12:09:46,974 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 7:57:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.5868, loss: 3.5868 2023-12-01 12:10:10,035 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 7:56:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 3.6550, loss: 3.6550 2023-12-01 12:10:33,259 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 7:56:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.6109, loss: 3.6109 2023-12-01 12:10:56,421 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 7:55:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 3.6527, loss: 3.6527 2023-12-01 12:11:19,524 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 7:55:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.6267, loss: 3.6267 2023-12-01 12:11:42,618 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 7:54:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 3.6394, loss: 3.6394 2023-12-01 12:12:05,771 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 7:54:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 3.5698, loss: 3.5698 2023-12-01 12:12:28,993 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 7:53:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.6308, loss: 3.6308 2023-12-01 12:12:52,063 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 7:52:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 3.6326, loss: 3.6326 2023-12-01 12:13:15,207 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 7:52:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.5959, loss: 3.5959 2023-12-01 12:13:38,339 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 7:51:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.5519, loss: 3.5519 2023-12-01 12:14:01,521 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 7:51:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 3.6204, loss: 3.6204 2023-12-01 12:14:24,576 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 7:50:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 3.6585, loss: 3.6585 2023-12-01 12:14:47,824 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 7:50:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 3.5662, loss: 3.5662 2023-12-01 12:15:10,948 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 7:49:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.6197, loss: 3.6197 2023-12-01 12:15:34,092 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 7:48:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 3.6793, loss: 3.6793 2023-12-01 12:15:57,233 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 7:48:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 3.6765, loss: 3.6765 2023-12-01 12:16:20,412 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 7:47:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 3.6451, loss: 3.6451 2023-12-01 12:16:43,496 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 7:47:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 3.6661, loss: 3.6661 2023-12-01 12:17:06,636 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 7:46:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.6083, loss: 3.6083 2023-12-01 12:17:29,770 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 7:46:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 3.6856, loss: 3.6856 2023-12-01 12:17:52,907 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 7:45:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 3.6821, loss: 3.6821 2023-12-01 12:18:15,992 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 7:45:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 3.7094, loss: 3.7094 2023-12-01 12:18:39,103 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 7:44:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.6092, loss: 3.6092 2023-12-01 12:19:02,264 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 7:43:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 3.6565, loss: 3.6565 2023-12-01 12:19:25,529 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 7:43:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 3.6124, loss: 3.6124 2023-12-01 12:19:48,722 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 7:42:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9419, loss_cls: 3.6944, loss: 3.6944 2023-12-01 12:20:12,112 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 7:42:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 3.6103, loss: 3.6103 2023-12-01 12:20:35,293 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 7:41:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.6464, loss: 3.6464 2023-12-01 12:20:58,332 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 7:41:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.6397, loss: 3.6397 2023-12-01 12:21:21,440 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 7:40:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 3.6960, loss: 3.6960 2023-12-01 12:21:44,560 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 7:39:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 3.6564, loss: 3.6564 2023-12-01 12:22:07,754 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 7:39:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.6518, loss: 3.6518 2023-12-01 12:22:30,981 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 7:38:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 3.6760, loss: 3.6760 2023-12-01 12:22:54,170 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 7:38:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 3.6796, loss: 3.6796 2023-12-01 12:23:17,426 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 7:37:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.6680, loss: 3.6680 2023-12-01 12:23:40,730 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 7:37:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9494, loss_cls: 3.6082, loss: 3.6082 2023-12-01 12:23:50,495 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-01 12:27:30,067 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 12:27:30,564 - pyskl - INFO - top1_acc 0.6762 top5_acc 0.9154 2023-12-01 12:27:30,586 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.6762, top5_acc: 0.9154 2023-12-01 12:28:17,002 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 7:37:07, time: 0.464, data_time: 0.235, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9463, loss_cls: 3.6661, loss: 3.6661 2023-12-01 12:28:39,952 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 7:36:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.6085, loss: 3.6085 2023-12-01 12:29:02,923 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 7:35:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5575, loss: 3.5575 2023-12-01 12:29:25,914 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 7:35:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 3.5838, loss: 3.5838 2023-12-01 12:29:48,853 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 7:34:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.6107, loss: 3.6107 2023-12-01 12:30:11,853 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 7:34:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.5167, loss: 3.5167 2023-12-01 12:30:34,904 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 7:33:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.5899, loss: 3.5899 2023-12-01 12:30:57,868 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 7:33:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.5601, loss: 3.5601 2023-12-01 12:31:20,875 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 7:32:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9525, loss_cls: 3.5993, loss: 3.5993 2023-12-01 12:31:43,804 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 7:32:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.6077, loss: 3.6077 2023-12-01 12:32:06,893 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 7:31:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9450, loss_cls: 3.6710, loss: 3.6710 2023-12-01 12:32:29,951 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 7:30:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.5808, loss: 3.5808 2023-12-01 12:32:52,876 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 7:30:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 3.6214, loss: 3.6214 2023-12-01 12:33:15,934 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 7:29:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 3.7085, loss: 3.7085 2023-12-01 12:33:38,913 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 7:29:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 3.6211, loss: 3.6211 2023-12-01 12:34:01,835 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 7:28:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.5922, loss: 3.5922 2023-12-01 12:34:24,848 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 7:28:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9481, loss_cls: 3.6258, loss: 3.6258 2023-12-01 12:34:47,933 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 7:27:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.5895, loss: 3.5895 2023-12-01 12:35:10,888 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 7:26:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 3.6351, loss: 3.6351 2023-12-01 12:35:33,956 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 7:26:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 3.6752, loss: 3.6752 2023-12-01 12:35:57,018 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 7:25:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 3.6285, loss: 3.6285 2023-12-01 12:36:20,058 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 7:25:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 3.6905, loss: 3.6905 2023-12-01 12:36:43,040 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 7:24:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.6589, loss: 3.6589 2023-12-01 12:37:05,955 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 7:24:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.6128, loss: 3.6128 2023-12-01 12:37:29,038 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 7:23:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9406, loss_cls: 3.6931, loss: 3.6931 2023-12-01 12:37:52,026 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 7:23:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.6862, loss: 3.6862 2023-12-01 12:38:15,009 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 7:22:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 3.6667, loss: 3.6667 2023-12-01 12:38:38,029 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 7:21:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 3.6268, loss: 3.6268 2023-12-01 12:39:01,060 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 7:21:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 3.6799, loss: 3.6799 2023-12-01 12:39:24,096 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 7:20:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9506, loss_cls: 3.6491, loss: 3.6491 2023-12-01 12:39:47,071 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 7:20:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 3.6124, loss: 3.6124 2023-12-01 12:40:10,055 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 7:19:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 3.6056, loss: 3.6056 2023-12-01 12:40:33,084 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 7:19:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.6258, loss: 3.6258 2023-12-01 12:40:56,148 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 7:18:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.6529, loss: 3.6529 2023-12-01 12:41:19,120 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 7:17:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.6156, loss: 3.6156 2023-12-01 12:41:42,062 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 7:17:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 3.6902, loss: 3.6902 2023-12-01 12:42:04,962 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 7:16:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.5850, loss: 3.5850 2023-12-01 12:42:27,984 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 7:16:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.6272, loss: 3.6272 2023-12-01 12:42:51,009 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 7:15:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.5891, loss: 3.5891 2023-12-01 12:43:00,712 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-01 12:46:38,712 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 12:46:39,210 - pyskl - INFO - top1_acc 0.7396 top5_acc 0.9465 2023-12-01 12:46:39,214 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_35.pth was removed 2023-12-01 12:46:39,365 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2023-12-01 12:46:39,367 - pyskl - INFO - Best top1_acc is 0.7396 at 39 epoch. 2023-12-01 12:46:39,389 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7396, top5_acc: 0.9465 2023-12-01 12:47:25,316 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 7:15:35, time: 0.459, data_time: 0.232, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.5709, loss: 3.5709 2023-12-01 12:47:48,124 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 7:15:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5196, loss: 3.5196 2023-12-01 12:48:10,941 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 7:14:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.6207, loss: 3.6207 2023-12-01 12:48:33,817 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 7:13:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.6169, loss: 3.6169 2023-12-01 12:48:56,782 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 7:13:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 3.6717, loss: 3.6717 2023-12-01 12:49:19,835 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 7:12:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.6137, loss: 3.6137 2023-12-01 12:49:42,893 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 7:12:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.6367, loss: 3.6367 2023-12-01 12:50:05,813 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 7:11:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9469, loss_cls: 3.6267, loss: 3.6267 2023-12-01 12:50:28,821 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 7:11:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 3.6105, loss: 3.6105 2023-12-01 12:50:51,757 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 7:10:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 3.6147, loss: 3.6147 2023-12-01 12:51:14,651 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 7:09:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 3.5962, loss: 3.5962 2023-12-01 12:51:37,652 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 7:09:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 3.6108, loss: 3.6108 2023-12-01 12:52:00,588 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 7:08:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.5766, loss: 3.5766 2023-12-01 12:52:23,551 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 7:08:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.6130, loss: 3.6130 2023-12-01 12:52:46,572 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 7:07:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9506, loss_cls: 3.6011, loss: 3.6011 2023-12-01 12:53:09,429 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 7:07:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 3.6133, loss: 3.6133 2023-12-01 12:53:32,274 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 7:06:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 3.6402, loss: 3.6402 2023-12-01 12:53:55,221 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 7:06:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 3.6114, loss: 3.6114 2023-12-01 12:54:18,120 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 7:05:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.6023, loss: 3.6023 2023-12-01 12:54:40,946 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 7:04:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9469, loss_cls: 3.6215, loss: 3.6215 2023-12-01 12:55:03,847 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 7:04:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9375, loss_cls: 3.7076, loss: 3.7076 2023-12-01 12:55:26,790 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 7:03:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 3.6603, loss: 3.6603 2023-12-01 12:55:49,649 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 7:03:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 3.6295, loss: 3.6295 2023-12-01 12:56:12,548 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 7:02:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 3.6703, loss: 3.6703 2023-12-01 12:56:35,479 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 7:02:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9537, loss_cls: 3.5575, loss: 3.5575 2023-12-01 12:56:58,354 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 7:01:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.6592, loss: 3.6592 2023-12-01 12:57:21,299 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 7:01:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 3.6482, loss: 3.6482 2023-12-01 12:57:44,259 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 7:00:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.6396, loss: 3.6396 2023-12-01 12:58:07,102 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 6:59:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 3.6697, loss: 3.6697 2023-12-01 12:58:29,992 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 6:59:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.5477, loss: 3.5477 2023-12-01 12:58:52,981 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 6:58:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 3.6362, loss: 3.6362 2023-12-01 12:59:15,955 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 6:58:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.6354, loss: 3.6354 2023-12-01 12:59:38,908 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 6:57:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.6413, loss: 3.6413 2023-12-01 13:00:01,903 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 6:57:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.5774, loss: 3.5774 2023-12-01 13:00:24,794 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 6:56:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.6203, loss: 3.6203 2023-12-01 13:00:47,726 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 6:56:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 3.6083, loss: 3.6083 2023-12-01 13:01:10,569 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 6:55:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 3.6454, loss: 3.6454 2023-12-01 13:01:33,538 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 6:54:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9481, loss_cls: 3.6321, loss: 3.6321 2023-12-01 13:01:56,527 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 6:54:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 3.6756, loss: 3.6756 2023-12-01 13:02:06,170 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-01 13:05:43,700 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 13:05:44,186 - pyskl - INFO - top1_acc 0.6898 top5_acc 0.9222 2023-12-01 13:05:44,206 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6898, top5_acc: 0.9222 2023-12-01 13:06:30,337 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 6:54:15, time: 0.461, data_time: 0.233, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.5786, loss: 3.5786 2023-12-01 13:06:53,170 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 6:53:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 3.6401, loss: 3.6401 2023-12-01 13:07:16,095 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 6:53:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.5550, loss: 3.5550 2023-12-01 13:07:39,116 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 6:52:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.5781, loss: 3.5781 2023-12-01 13:08:02,039 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 6:52:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 3.6448, loss: 3.6448 2023-12-01 13:08:24,825 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 6:51:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.5980, loss: 3.5980 2023-12-01 13:08:47,613 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 6:50:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.6039, loss: 3.6039 2023-12-01 13:09:10,441 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 6:50:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9556, loss_cls: 3.5319, loss: 3.5319 2023-12-01 13:09:33,295 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 6:49:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.5746, loss: 3.5746 2023-12-01 13:09:56,310 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 6:49:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 3.6222, loss: 3.6222 2023-12-01 13:10:19,275 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 6:48:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.5202, loss: 3.5202 2023-12-01 13:10:42,210 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 6:48:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.6245, loss: 3.6245 2023-12-01 13:11:05,157 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 6:47:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.5777, loss: 3.5777 2023-12-01 13:11:28,133 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 6:47:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 3.6594, loss: 3.6594 2023-12-01 13:11:51,006 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 6:46:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9513, loss_cls: 3.6029, loss: 3.6029 2023-12-01 13:12:13,931 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 6:45:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.5800, loss: 3.5800 2023-12-01 13:12:36,937 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 6:45:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 3.6163, loss: 3.6163 2023-12-01 13:12:59,807 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 6:44:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 3.6681, loss: 3.6681 2023-12-01 13:13:22,682 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 6:44:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 3.6501, loss: 3.6501 2023-12-01 13:13:45,702 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 6:43:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 3.6153, loss: 3.6153 2023-12-01 13:14:08,650 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 6:43:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 3.7089, loss: 3.7089 2023-12-01 13:14:31,507 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 6:42:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.5852, loss: 3.5852 2023-12-01 13:14:54,512 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 6:42:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9419, loss_cls: 3.6513, loss: 3.6513 2023-12-01 13:15:17,422 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 6:41:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.6022, loss: 3.6022 2023-12-01 13:15:40,337 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 6:41:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9463, loss_cls: 3.6941, loss: 3.6941 2023-12-01 13:16:03,245 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 6:40:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9387, loss_cls: 3.6866, loss: 3.6866 2023-12-01 13:16:26,329 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 6:39:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.5785, loss: 3.5785 2023-12-01 13:16:49,353 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 6:39:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.5885, loss: 3.5885 2023-12-01 13:17:12,326 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 6:38:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.5712, loss: 3.5712 2023-12-01 13:17:35,349 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 6:38:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9475, loss_cls: 3.6467, loss: 3.6467 2023-12-01 13:17:58,284 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 6:37:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.5792, loss: 3.5792 2023-12-01 13:18:21,167 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 6:37:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 3.6296, loss: 3.6296 2023-12-01 13:18:44,105 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 6:36:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.6365, loss: 3.6365 2023-12-01 13:19:07,007 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 6:36:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 3.7132, loss: 3.7132 2023-12-01 13:19:29,982 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 6:35:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9481, loss_cls: 3.6136, loss: 3.6136 2023-12-01 13:19:52,899 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 6:35:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.5525, loss: 3.5525 2023-12-01 13:20:15,838 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 6:34:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 3.6951, loss: 3.6951 2023-12-01 13:20:38,802 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 6:33:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.6020, loss: 3.6020 2023-12-01 13:21:01,634 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 6:33:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 3.6850, loss: 3.6850 2023-12-01 13:21:11,268 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-01 13:24:48,763 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 13:24:49,269 - pyskl - INFO - top1_acc 0.7198 top5_acc 0.9400 2023-12-01 13:24:49,290 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.7198, top5_acc: 0.9400 2023-12-01 13:25:35,352 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 6:33:13, time: 0.461, data_time: 0.232, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.5888, loss: 3.5888 2023-12-01 13:25:58,214 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 6:32:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.5637, loss: 3.5637 2023-12-01 13:26:21,039 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 6:32:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.6146, loss: 3.6146 2023-12-01 13:26:43,782 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 6:31:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.5595, loss: 3.5595 2023-12-01 13:27:06,710 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 6:31:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9519, loss_cls: 3.5661, loss: 3.5661 2023-12-01 13:27:29,590 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 6:30:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.5847, loss: 3.5847 2023-12-01 13:27:52,373 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 6:29:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9531, loss_cls: 3.5865, loss: 3.5865 2023-12-01 13:28:15,277 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 6:29:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 3.5186, loss: 3.5186 2023-12-01 13:28:38,232 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 6:28:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.6062, loss: 3.6062 2023-12-01 13:29:01,136 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 6:28:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.5712, loss: 3.5712 2023-12-01 13:29:23,954 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 6:27:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.6083, loss: 3.6083 2023-12-01 13:29:46,847 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 6:27:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.5830, loss: 3.5830 2023-12-01 13:30:09,676 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 6:26:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.6036, loss: 3.6036 2023-12-01 13:30:32,511 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 6:26:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 3.5971, loss: 3.5971 2023-12-01 13:30:55,413 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 6:25:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.6089, loss: 3.6089 2023-12-01 13:31:18,235 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 6:25:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.6027, loss: 3.6027 2023-12-01 13:31:41,112 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 6:24:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.6472, loss: 3.6472 2023-12-01 13:32:04,039 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 6:23:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.6643, loss: 3.6643 2023-12-01 13:32:26,923 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 6:23:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9500, loss_cls: 3.5833, loss: 3.5833 2023-12-01 13:32:49,890 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 6:22:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 3.6094, loss: 3.6094 2023-12-01 13:33:12,863 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 6:22:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 3.6118, loss: 3.6118 2023-12-01 13:33:35,744 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 6:21:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 3.7083, loss: 3.7083 2023-12-01 13:33:58,600 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 6:21:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.6294, loss: 3.6294 2023-12-01 13:34:21,535 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 6:20:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.6145, loss: 3.6145 2023-12-01 13:34:44,347 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 6:20:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.6194, loss: 3.6194 2023-12-01 13:35:07,061 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 6:19:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 3.6603, loss: 3.6603 2023-12-01 13:35:29,962 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 6:19:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9456, loss_cls: 3.6533, loss: 3.6533 2023-12-01 13:35:52,879 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 6:18:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 3.5937, loss: 3.5937 2023-12-01 13:36:15,754 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 6:17:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.5619, loss: 3.5619 2023-12-01 13:36:38,628 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 6:17:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.6130, loss: 3.6130 2023-12-01 13:37:01,466 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 6:16:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 3.6822, loss: 3.6822 2023-12-01 13:37:24,311 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 6:16:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 3.5754, loss: 3.5754 2023-12-01 13:37:47,166 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 6:15:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.5889, loss: 3.5889 2023-12-01 13:38:10,162 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 6:15:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.6026, loss: 3.6026 2023-12-01 13:38:32,958 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 6:14:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 3.6406, loss: 3.6406 2023-12-01 13:38:55,832 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 6:14:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 3.6774, loss: 3.6774 2023-12-01 13:39:18,742 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 6:13:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 3.6775, loss: 3.6775 2023-12-01 13:39:41,586 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 6:13:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 3.5997, loss: 3.5997 2023-12-01 13:40:04,536 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 6:12:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9400, loss_cls: 3.6750, loss: 3.6750 2023-12-01 13:40:14,140 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-01 13:43:54,871 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 13:43:55,370 - pyskl - INFO - top1_acc 0.7201 top5_acc 0.9385 2023-12-01 13:43:55,392 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.7201, top5_acc: 0.9385 2023-12-01 13:44:42,001 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 6:12:23, time: 0.466, data_time: 0.237, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.5294, loss: 3.5294 2023-12-01 13:45:04,892 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 6:11:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 3.5919, loss: 3.5919 2023-12-01 13:45:27,726 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 6:11:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.5860, loss: 3.5860 2023-12-01 13:45:50,633 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 6:10:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 3.6714, loss: 3.6714 2023-12-01 13:46:13,573 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 6:10:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 3.6742, loss: 3.6742 2023-12-01 13:46:36,578 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 6:09:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.6065, loss: 3.6065 2023-12-01 13:46:59,695 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 6:09:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.5711, loss: 3.5711 2023-12-01 13:47:22,748 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 6:08:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.5587, loss: 3.5587 2023-12-01 13:47:45,664 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 6:08:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 3.6322, loss: 3.6322 2023-12-01 13:48:08,756 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 6:07:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.5570, loss: 3.5570 2023-12-01 13:48:31,771 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 6:07:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 3.6282, loss: 3.6282 2023-12-01 13:48:54,732 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 6:06:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.6434, loss: 3.6434 2023-12-01 13:49:17,643 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 6:05:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.5904, loss: 3.5904 2023-12-01 13:49:40,586 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 6:05:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5441, loss: 3.5441 2023-12-01 13:50:03,537 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 6:04:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.5747, loss: 3.5747 2023-12-01 13:50:26,569 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 6:04:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 3.6468, loss: 3.6468 2023-12-01 13:50:49,525 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 6:03:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.5959, loss: 3.5959 2023-12-01 13:51:12,628 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 6:03:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.5726, loss: 3.5726 2023-12-01 13:51:35,657 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 6:02:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 3.5849, loss: 3.5849 2023-12-01 13:51:58,625 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 6:02:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 3.6502, loss: 3.6502 2023-12-01 13:52:21,725 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 6:01:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 3.6230, loss: 3.6230 2023-12-01 13:52:44,781 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 6:01:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.5996, loss: 3.5996 2023-12-01 13:53:07,726 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 6:00:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9487, loss_cls: 3.6175, loss: 3.6175 2023-12-01 13:53:30,817 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 6:00:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 3.5874, loss: 3.5874 2023-12-01 13:53:53,817 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 5:59:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.5866, loss: 3.5866 2023-12-01 13:54:16,808 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 5:59:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.5697, loss: 3.5697 2023-12-01 13:54:39,782 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 5:58:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 3.6091, loss: 3.6091 2023-12-01 13:55:02,807 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 5:57:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 3.6240, loss: 3.6240 2023-12-01 13:55:25,928 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 5:57:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.5548, loss: 3.5548 2023-12-01 13:55:48,980 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 5:56:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 3.5861, loss: 3.5861 2023-12-01 13:56:11,961 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 5:56:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 3.6525, loss: 3.6525 2023-12-01 13:56:34,944 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 5:55:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9475, loss_cls: 3.6584, loss: 3.6584 2023-12-01 13:56:57,942 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 5:55:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.6157, loss: 3.6157 2023-12-01 13:57:20,976 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 5:54:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9437, loss_cls: 3.6814, loss: 3.6814 2023-12-01 13:57:43,976 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 5:54:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.5891, loss: 3.5891 2023-12-01 13:58:06,983 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 5:53:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.6022, loss: 3.6022 2023-12-01 13:58:30,029 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 5:53:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 3.6440, loss: 3.6440 2023-12-01 13:58:53,063 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 5:52:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.5733, loss: 3.5733 2023-12-01 13:59:16,030 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 5:52:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 3.6563, loss: 3.6563 2023-12-01 13:59:25,723 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-01 14:03:03,216 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 14:03:03,701 - pyskl - INFO - top1_acc 0.7440 top5_acc 0.9412 2023-12-01 14:03:03,706 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_39.pth was removed 2023-12-01 14:03:03,848 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2023-12-01 14:03:03,850 - pyskl - INFO - Best top1_acc is 0.7440 at 43 epoch. 2023-12-01 14:03:03,871 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7440, top5_acc: 0.9412 2023-12-01 14:03:49,897 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 5:52:00, time: 0.460, data_time: 0.232, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9506, loss_cls: 3.6388, loss: 3.6388 2023-12-01 14:04:12,738 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 5:51:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.5285, loss: 3.5285 2023-12-01 14:04:35,568 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 5:50:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.6122, loss: 3.6122 2023-12-01 14:04:58,405 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 5:50:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.5494, loss: 3.5494 2023-12-01 14:05:21,253 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 5:49:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.5413, loss: 3.5413 2023-12-01 14:05:44,201 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 5:49:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 3.6165, loss: 3.6165 2023-12-01 14:06:07,160 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 5:48:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.6450, loss: 3.6450 2023-12-01 14:06:30,079 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 5:48:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 3.6171, loss: 3.6171 2023-12-01 14:06:53,039 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 5:47:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.5510, loss: 3.5510 2023-12-01 14:07:15,963 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 5:47:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 3.6394, loss: 3.6394 2023-12-01 14:07:38,908 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 5:46:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 3.6283, loss: 3.6283 2023-12-01 14:08:01,838 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 5:46:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9569, loss_cls: 3.5529, loss: 3.5529 2023-12-01 14:08:24,690 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 5:45:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.6177, loss: 3.6177 2023-12-01 14:08:47,617 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 5:45:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 3.6066, loss: 3.6066 2023-12-01 14:09:10,567 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 5:44:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.5855, loss: 3.5855 2023-12-01 14:09:33,513 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 5:44:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.5876, loss: 3.5876 2023-12-01 14:09:56,385 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 5:43:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 3.6407, loss: 3.6407 2023-12-01 14:10:19,275 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 5:42:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.6383, loss: 3.6383 2023-12-01 14:10:42,121 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 5:42:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 3.6257, loss: 3.6257 2023-12-01 14:11:05,031 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 5:41:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.5369, loss: 3.5369 2023-12-01 14:11:27,993 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 5:41:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 3.6048, loss: 3.6048 2023-12-01 14:11:50,829 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 5:40:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.6175, loss: 3.6175 2023-12-01 14:12:13,660 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 5:40:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 3.6515, loss: 3.6515 2023-12-01 14:12:36,575 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 5:39:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 3.5705, loss: 3.5705 2023-12-01 14:12:59,356 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 5:39:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 3.5635, loss: 3.5635 2023-12-01 14:13:22,128 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 5:38:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9481, loss_cls: 3.5981, loss: 3.5981 2023-12-01 14:13:44,953 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 5:38:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.6008, loss: 3.6008 2023-12-01 14:14:07,909 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 5:37:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.6016, loss: 3.6016 2023-12-01 14:14:30,858 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 5:37:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 3.6635, loss: 3.6635 2023-12-01 14:14:53,787 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 5:36:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 3.6203, loss: 3.6203 2023-12-01 14:15:16,618 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 5:36:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 3.6466, loss: 3.6466 2023-12-01 14:15:39,546 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 5:35:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.5538, loss: 3.5538 2023-12-01 14:16:02,389 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 5:35:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 3.5810, loss: 3.5810 2023-12-01 14:16:25,235 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 5:34:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 3.6676, loss: 3.6676 2023-12-01 14:16:48,136 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 5:33:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 3.5816, loss: 3.5816 2023-12-01 14:17:11,032 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 5:33:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 3.6290, loss: 3.6290 2023-12-01 14:17:33,874 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 5:32:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.5857, loss: 3.5857 2023-12-01 14:17:56,766 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 5:32:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.6349, loss: 3.6349 2023-12-01 14:18:19,752 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 5:31:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.5500, loss: 3.5500 2023-12-01 14:18:29,427 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-01 14:22:07,751 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 14:22:08,253 - pyskl - INFO - top1_acc 0.6985 top5_acc 0.9339 2023-12-01 14:22:08,276 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6985, top5_acc: 0.9339 2023-12-01 14:22:54,573 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 5:31:40, time: 0.463, data_time: 0.235, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.6255, loss: 3.6255 2023-12-01 14:23:17,450 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 5:31:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.5563, loss: 3.5563 2023-12-01 14:23:40,319 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 5:30:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 3.5732, loss: 3.5732 2023-12-01 14:24:03,221 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 5:30:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9525, loss_cls: 3.5806, loss: 3.5806 2023-12-01 14:24:26,173 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 5:29:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 3.5914, loss: 3.5914 2023-12-01 14:24:48,927 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 5:29:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.5306, loss: 3.5306 2023-12-01 14:25:11,767 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 5:28:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.5837, loss: 3.5837 2023-12-01 14:25:34,724 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 5:27:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.5720, loss: 3.5720 2023-12-01 14:25:57,643 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 5:27:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.5882, loss: 3.5882 2023-12-01 14:26:20,547 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 5:26:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 3.6746, loss: 3.6746 2023-12-01 14:26:43,479 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 5:26:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.5539, loss: 3.5539 2023-12-01 14:27:06,413 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 5:25:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9531, loss_cls: 3.5273, loss: 3.5273 2023-12-01 14:27:29,328 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 5:25:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.5326, loss: 3.5326 2023-12-01 14:27:52,194 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 5:24:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.5858, loss: 3.5858 2023-12-01 14:28:15,114 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 5:24:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.5626, loss: 3.5626 2023-12-01 14:28:38,079 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 5:23:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.6109, loss: 3.6109 2023-12-01 14:29:00,957 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 5:23:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.6223, loss: 3.6223 2023-12-01 14:29:23,748 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 5:22:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.6129, loss: 3.6129 2023-12-01 14:29:46,698 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 5:22:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.5568, loss: 3.5568 2023-12-01 14:30:09,679 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 5:21:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 3.6241, loss: 3.6241 2023-12-01 14:30:32,693 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 5:21:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 3.6401, loss: 3.6401 2023-12-01 14:30:55,541 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 5:20:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.5355, loss: 3.5355 2023-12-01 14:31:18,417 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 5:20:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.6170, loss: 3.6170 2023-12-01 14:31:41,268 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 5:19:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9513, loss_cls: 3.5865, loss: 3.5865 2023-12-01 14:32:04,262 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 5:19:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 3.6156, loss: 3.6156 2023-12-01 14:32:27,067 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 5:18:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.6243, loss: 3.6243 2023-12-01 14:32:50,023 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 5:18:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 3.6122, loss: 3.6122 2023-12-01 14:33:12,917 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 5:17:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.5194, loss: 3.5194 2023-12-01 14:33:35,843 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 5:16:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.5601, loss: 3.5601 2023-12-01 14:33:58,740 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 5:16:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.6286, loss: 3.6286 2023-12-01 14:34:21,638 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 5:15:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 3.6345, loss: 3.6345 2023-12-01 14:34:44,521 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 5:15:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.5769, loss: 3.5769 2023-12-01 14:35:07,383 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 5:14:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 3.6172, loss: 3.6172 2023-12-01 14:35:30,274 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 5:14:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 3.6197, loss: 3.6197 2023-12-01 14:35:53,114 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 5:13:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 3.6604, loss: 3.6604 2023-12-01 14:36:16,004 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 5:13:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 3.6517, loss: 3.6517 2023-12-01 14:36:38,901 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 5:12:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 3.6787, loss: 3.6787 2023-12-01 14:37:01,748 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 5:12:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 3.6213, loss: 3.6213 2023-12-01 14:37:24,642 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 5:11:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 3.6225, loss: 3.6225 2023-12-01 14:37:34,155 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-01 14:41:11,560 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 14:41:12,055 - pyskl - INFO - top1_acc 0.7256 top5_acc 0.9334 2023-12-01 14:41:12,087 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7256, top5_acc: 0.9334 2023-12-01 14:41:57,731 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 5:11:33, time: 0.456, data_time: 0.228, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.6118, loss: 3.6118 2023-12-01 14:42:20,633 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 5:11:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 3.6364, loss: 3.6364 2023-12-01 14:42:43,505 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 5:10:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.5478, loss: 3.5478 2023-12-01 14:43:06,462 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 5:10:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.5338, loss: 3.5338 2023-12-01 14:43:29,502 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 5:09:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.5902, loss: 3.5902 2023-12-01 14:43:52,514 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 5:08:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.5303, loss: 3.5303 2023-12-01 14:44:15,505 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 5:08:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 3.6465, loss: 3.6465 2023-12-01 14:44:38,501 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 5:07:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.5306, loss: 3.5306 2023-12-01 14:45:01,562 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 5:07:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.5281, loss: 3.5281 2023-12-01 14:45:24,513 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 5:06:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.5803, loss: 3.5803 2023-12-01 14:45:47,504 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 5:06:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.5954, loss: 3.5954 2023-12-01 14:46:10,473 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 5:05:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.6106, loss: 3.6106 2023-12-01 14:46:33,326 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 5:05:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.5262, loss: 3.5262 2023-12-01 14:46:56,275 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 5:04:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9519, loss_cls: 3.5896, loss: 3.5896 2023-12-01 14:47:19,145 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 5:04:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.5687, loss: 3.5687 2023-12-01 14:47:42,128 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 5:03:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.6093, loss: 3.6093 2023-12-01 14:48:05,145 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 5:03:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 3.5942, loss: 3.5942 2023-12-01 14:48:28,105 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 5:02:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 3.6287, loss: 3.6287 2023-12-01 14:48:51,060 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 5:02:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.5579, loss: 3.5579 2023-12-01 14:49:13,976 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 5:01:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.6233, loss: 3.6233 2023-12-01 14:49:36,960 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 5:01:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.5892, loss: 3.5892 2023-12-01 14:49:59,913 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 5:00:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.5567, loss: 3.5567 2023-12-01 14:50:22,759 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 5:00:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 3.6173, loss: 3.6173 2023-12-01 14:50:45,591 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 4:59:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.5943, loss: 3.5943 2023-12-01 14:51:08,460 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 4:59:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.5531, loss: 3.5531 2023-12-01 14:51:31,425 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 4:58:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 3.6519, loss: 3.6519 2023-12-01 14:51:54,514 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 4:58:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 3.6218, loss: 3.6218 2023-12-01 14:52:17,401 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 4:57:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 3.6495, loss: 3.6495 2023-12-01 14:52:40,355 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 4:57:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.5892, loss: 3.5892 2023-12-01 14:53:03,187 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 4:56:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9481, loss_cls: 3.6348, loss: 3.6348 2023-12-01 14:53:26,212 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 4:56:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.6277, loss: 3.6277 2023-12-01 14:53:49,132 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 4:55:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.5356, loss: 3.5356 2023-12-01 14:54:12,027 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 4:55:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9500, loss_cls: 3.5760, loss: 3.5760 2023-12-01 14:54:35,012 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 4:54:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.5510, loss: 3.5510 2023-12-01 14:54:57,934 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 4:54:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.5544, loss: 3.5544 2023-12-01 14:55:20,854 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 4:53:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.6124, loss: 3.6124 2023-12-01 14:55:43,706 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 4:52:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 3.6267, loss: 3.6267 2023-12-01 14:56:06,607 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 4:52:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 3.6533, loss: 3.6533 2023-12-01 14:56:29,589 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 4:51:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.6239, loss: 3.6239 2023-12-01 14:56:39,154 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-01 15:00:16,021 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 15:00:16,523 - pyskl - INFO - top1_acc 0.7569 top5_acc 0.9537 2023-12-01 15:00:16,529 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_43.pth was removed 2023-12-01 15:00:16,671 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2023-12-01 15:00:16,675 - pyskl - INFO - Best top1_acc is 0.7569 at 46 epoch. 2023-12-01 15:00:16,696 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7569, top5_acc: 0.9537 2023-12-01 15:01:03,078 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 4:51:45, time: 0.464, data_time: 0.235, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.5423, loss: 3.5423 2023-12-01 15:01:25,892 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 4:51:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.5757, loss: 3.5757 2023-12-01 15:01:48,815 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 4:50:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.5488, loss: 3.5488 2023-12-01 15:02:11,751 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 4:50:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.5766, loss: 3.5766 2023-12-01 15:02:34,681 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 4:49:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.5875, loss: 3.5875 2023-12-01 15:02:57,541 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 4:49:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 3.6192, loss: 3.6192 2023-12-01 15:03:20,455 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 4:48:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.5608, loss: 3.5608 2023-12-01 15:03:43,446 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 4:48:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.5193, loss: 3.5193 2023-12-01 15:04:06,352 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 4:47:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.5979, loss: 3.5979 2023-12-01 15:04:29,358 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 4:47:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9519, loss_cls: 3.5889, loss: 3.5889 2023-12-01 15:04:52,286 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 4:46:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.6038, loss: 3.6038 2023-12-01 15:05:15,190 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 4:46:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.5437, loss: 3.5437 2023-12-01 15:05:38,201 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 4:45:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.5508, loss: 3.5508 2023-12-01 15:06:01,110 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 4:45:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.5823, loss: 3.5823 2023-12-01 15:06:24,126 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 4:44:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.5413, loss: 3.5413 2023-12-01 15:06:46,998 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 4:44:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 3.6326, loss: 3.6326 2023-12-01 15:07:09,959 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 4:43:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 3.5806, loss: 3.5806 2023-12-01 15:07:32,930 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 4:43:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.5308, loss: 3.5308 2023-12-01 15:07:55,879 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 4:42:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.5953, loss: 3.5953 2023-12-01 15:08:18,833 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 4:42:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 3.5595, loss: 3.5595 2023-12-01 15:08:41,674 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 4:41:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 3.6507, loss: 3.6507 2023-12-01 15:09:04,542 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 4:40:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 3.5828, loss: 3.5828 2023-12-01 15:09:27,486 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 4:40:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 3.5792, loss: 3.5792 2023-12-01 15:09:50,383 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 4:39:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.5522, loss: 3.5522 2023-12-01 15:10:13,323 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 4:39:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.5875, loss: 3.5875 2023-12-01 15:10:36,253 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 4:38:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.5804, loss: 3.5804 2023-12-01 15:10:59,229 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 4:38:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.5308, loss: 3.5308 2023-12-01 15:11:22,220 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 4:37:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 3.6518, loss: 3.6518 2023-12-01 15:11:45,145 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 4:37:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9456, loss_cls: 3.6433, loss: 3.6433 2023-12-01 15:12:08,223 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 4:36:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 3.6084, loss: 3.6084 2023-12-01 15:12:31,181 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 4:36:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.5803, loss: 3.5803 2023-12-01 15:12:54,193 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 4:35:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.6060, loss: 3.6060 2023-12-01 15:13:17,101 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 4:35:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.5369, loss: 3.5369 2023-12-01 15:13:40,056 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 4:34:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.5921, loss: 3.5921 2023-12-01 15:14:03,002 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 4:34:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9500, loss_cls: 3.5794, loss: 3.5794 2023-12-01 15:14:25,929 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 4:33:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.6030, loss: 3.6030 2023-12-01 15:14:48,742 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 4:33:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.6278, loss: 3.6278 2023-12-01 15:15:11,634 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 4:32:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.6107, loss: 3.6107 2023-12-01 15:15:34,628 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 4:32:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 3.6030, loss: 3.6030 2023-12-01 15:15:44,274 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-01 15:19:21,736 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 15:19:22,242 - pyskl - INFO - top1_acc 0.7276 top5_acc 0.9394 2023-12-01 15:19:22,275 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7276, top5_acc: 0.9394 2023-12-01 15:20:09,010 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 4:32:08, time: 0.467, data_time: 0.238, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.5498, loss: 3.5498 2023-12-01 15:20:31,858 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 4:31:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 3.5669, loss: 3.5669 2023-12-01 15:20:54,676 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 4:31:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.5165, loss: 3.5165 2023-12-01 15:21:17,547 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 4:30:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.5681, loss: 3.5681 2023-12-01 15:21:40,392 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 4:30:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.5680, loss: 3.5680 2023-12-01 15:22:03,242 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 4:29:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.5416, loss: 3.5416 2023-12-01 15:22:26,095 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 4:29:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.5948, loss: 3.5948 2023-12-01 15:22:48,913 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 4:28:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 3.6293, loss: 3.6293 2023-12-01 15:23:11,832 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 4:28:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.5557, loss: 3.5557 2023-12-01 15:23:34,756 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 4:27:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.5385, loss: 3.5385 2023-12-01 15:23:57,713 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 4:27:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 3.6757, loss: 3.6757 2023-12-01 15:24:20,585 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 4:26:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 3.5932, loss: 3.5932 2023-12-01 15:24:43,429 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 4:26:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.5796, loss: 3.5796 2023-12-01 15:25:06,272 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 4:25:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 3.5767, loss: 3.5767 2023-12-01 15:25:29,188 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 4:24:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 3.6467, loss: 3.6467 2023-12-01 15:25:52,154 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 4:24:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.5708, loss: 3.5708 2023-12-01 15:26:15,063 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 4:23:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.5470, loss: 3.5470 2023-12-01 15:26:37,972 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 4:23:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.5641, loss: 3.5641 2023-12-01 15:27:00,870 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 4:22:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9537, loss_cls: 3.6003, loss: 3.6003 2023-12-01 15:27:23,814 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 4:22:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.5771, loss: 3.5771 2023-12-01 15:27:46,735 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 4:21:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.5962, loss: 3.5962 2023-12-01 15:28:09,787 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 4:21:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.6050, loss: 3.6050 2023-12-01 15:28:32,639 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 4:20:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5747, loss: 3.5747 2023-12-01 15:28:55,517 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 4:20:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.6206, loss: 3.6206 2023-12-01 15:29:18,424 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 4:19:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9463, loss_cls: 3.6075, loss: 3.6075 2023-12-01 15:29:41,405 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 4:19:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5682, loss: 3.5682 2023-12-01 15:30:04,286 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 4:18:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.5796, loss: 3.5796 2023-12-01 15:30:27,310 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 4:18:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.5777, loss: 3.5777 2023-12-01 15:30:50,281 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 4:17:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.5426, loss: 3.5426 2023-12-01 15:31:13,230 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 4:17:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5512, loss: 3.5512 2023-12-01 15:31:36,189 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 4:16:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.5284, loss: 3.5284 2023-12-01 15:31:59,094 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 4:16:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.6035, loss: 3.6035 2023-12-01 15:32:22,023 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 4:15:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 3.6544, loss: 3.6544 2023-12-01 15:32:44,992 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 4:15:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.5573, loss: 3.5573 2023-12-01 15:33:07,934 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 4:14:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.5544, loss: 3.5544 2023-12-01 15:33:30,845 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 4:14:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 3.5598, loss: 3.5598 2023-12-01 15:33:53,890 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 4:13:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.6050, loss: 3.6050 2023-12-01 15:34:16,881 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 4:13:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9487, loss_cls: 3.6143, loss: 3.6143 2023-12-01 15:34:39,837 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 4:12:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.5746, loss: 3.5746 2023-12-01 15:34:49,441 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-01 15:38:26,804 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 15:38:27,285 - pyskl - INFO - top1_acc 0.7273 top5_acc 0.9353 2023-12-01 15:38:27,304 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7273, top5_acc: 0.9353 2023-12-01 15:39:14,133 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 4:12:41, time: 0.468, data_time: 0.236, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 3.5693, loss: 3.5693 2023-12-01 15:39:37,303 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 4:12:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.5388, loss: 3.5388 2023-12-01 15:40:00,457 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 4:11:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5395, loss: 3.5395 2023-12-01 15:40:23,629 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 4:11:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.6039, loss: 3.6039 2023-12-01 15:40:46,739 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 4:10:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.6063, loss: 3.6063 2023-12-01 15:41:09,929 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 4:10:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.5413, loss: 3.5413 2023-12-01 15:41:33,115 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 4:09:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.5064, loss: 3.5064 2023-12-01 15:41:56,296 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 4:09:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.5582, loss: 3.5582 2023-12-01 15:42:19,479 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 4:08:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.5279, loss: 3.5279 2023-12-01 15:42:42,549 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 4:08:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9556, loss_cls: 3.5635, loss: 3.5635 2023-12-01 15:43:05,534 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 4:07:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.6072, loss: 3.6072 2023-12-01 15:43:28,599 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 4:07:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.5560, loss: 3.5560 2023-12-01 15:43:51,802 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 4:06:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9487, loss_cls: 3.5971, loss: 3.5971 2023-12-01 15:44:14,860 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 4:06:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.5603, loss: 3.5603 2023-12-01 15:44:38,033 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 4:05:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.5936, loss: 3.5936 2023-12-01 15:45:01,183 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 4:05:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.5959, loss: 3.5959 2023-12-01 15:45:24,337 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 4:04:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 3.5968, loss: 3.5968 2023-12-01 15:45:47,550 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 4:04:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.6064, loss: 3.6064 2023-12-01 15:46:10,716 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 4:03:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.5704, loss: 3.5704 2023-12-01 15:46:33,836 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 4:03:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.5641, loss: 3.5641 2023-12-01 15:46:56,921 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 4:02:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 3.5897, loss: 3.5897 2023-12-01 15:47:19,956 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 4:02:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.5738, loss: 3.5738 2023-12-01 15:47:42,993 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 4:01:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9500, loss_cls: 3.5889, loss: 3.5889 2023-12-01 15:48:06,100 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 4:01:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5432, loss: 3.5432 2023-12-01 15:48:29,180 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 4:00:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.5756, loss: 3.5756 2023-12-01 15:48:52,215 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 4:00:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.5749, loss: 3.5749 2023-12-01 15:49:15,274 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 3:59:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 3.5865, loss: 3.5865 2023-12-01 15:49:38,438 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 3:59:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.5762, loss: 3.5762 2023-12-01 15:50:01,553 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 3:58:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.6062, loss: 3.6062 2023-12-01 15:50:24,722 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 3:58:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.6074, loss: 3.6074 2023-12-01 15:50:47,905 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 3:57:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.5473, loss: 3.5473 2023-12-01 15:51:11,101 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 3:57:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.5529, loss: 3.5529 2023-12-01 15:51:34,277 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 3:56:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.6175, loss: 3.6175 2023-12-01 15:51:57,445 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 3:56:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9444, loss_cls: 3.6200, loss: 3.6200 2023-12-01 15:52:20,671 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 3:55:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.5042, loss: 3.5042 2023-12-01 15:52:43,836 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 3:55:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.5238, loss: 3.5238 2023-12-01 15:53:07,090 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 3:54:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.5848, loss: 3.5848 2023-12-01 15:53:30,209 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 3:54:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.6180, loss: 3.6180 2023-12-01 15:53:53,332 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 3:53:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 3.6206, loss: 3.6206 2023-12-01 15:54:03,010 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-01 15:57:41,471 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 15:57:41,982 - pyskl - INFO - top1_acc 0.7292 top5_acc 0.9361 2023-12-01 15:57:42,004 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7292, top5_acc: 0.9361 2023-12-01 15:58:28,265 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 3:53:39, time: 0.462, data_time: 0.233, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.5100, loss: 3.5100 2023-12-01 15:58:51,196 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 3:53:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.5108, loss: 3.5108 2023-12-01 15:59:14,054 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 3:52:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5114, loss: 3.5114 2023-12-01 15:59:37,002 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 3:52:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.5513, loss: 3.5513 2023-12-01 15:59:59,923 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 3:51:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.5737, loss: 3.5737 2023-12-01 16:00:22,940 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 3:51:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.5431, loss: 3.5431 2023-12-01 16:00:45,932 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 3:50:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9550, loss_cls: 3.5998, loss: 3.5998 2023-12-01 16:01:08,894 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 3:50:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 3.5495, loss: 3.5495 2023-12-01 16:01:31,926 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 3:49:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.6025, loss: 3.6025 2023-12-01 16:01:54,896 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 3:49:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.5898, loss: 3.5898 2023-12-01 16:02:17,806 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 3:48:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 3.5259, loss: 3.5259 2023-12-01 16:02:40,721 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 3:48:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.5497, loss: 3.5497 2023-12-01 16:03:03,662 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 3:47:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9519, loss_cls: 3.5953, loss: 3.5953 2023-12-01 16:03:26,629 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 3:47:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.5653, loss: 3.5653 2023-12-01 16:03:49,529 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 3:46:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 3.5923, loss: 3.5923 2023-12-01 16:04:12,380 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 3:46:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.5813, loss: 3.5813 2023-12-01 16:04:35,342 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 3:45:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.5724, loss: 3.5724 2023-12-01 16:04:58,258 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 3:45:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.6241, loss: 3.6241 2023-12-01 16:05:21,192 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 3:44:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.6051, loss: 3.6051 2023-12-01 16:05:44,071 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 3:44:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9475, loss_cls: 3.6257, loss: 3.6257 2023-12-01 16:06:07,031 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 3:43:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.5266, loss: 3.5266 2023-12-01 16:06:29,995 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 3:43:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.5399, loss: 3.5399 2023-12-01 16:06:53,056 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 3:42:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.5593, loss: 3.5593 2023-12-01 16:07:16,063 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 3:42:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.6068, loss: 3.6068 2023-12-01 16:07:38,915 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 3:41:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.5362, loss: 3.5362 2023-12-01 16:08:01,870 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 3:41:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.5637, loss: 3.5637 2023-12-01 16:08:24,694 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 3:40:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9500, loss_cls: 3.5667, loss: 3.5667 2023-12-01 16:08:47,619 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 3:40:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.6315, loss: 3.6315 2023-12-01 16:09:10,522 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 3:39:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.5760, loss: 3.5760 2023-12-01 16:09:33,479 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 3:39:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.5846, loss: 3.5846 2023-12-01 16:09:56,374 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 3:38:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 3.5642, loss: 3.5642 2023-12-01 16:10:19,218 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 3:38:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.5666, loss: 3.5666 2023-12-01 16:10:42,070 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 3:37:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 3.5793, loss: 3.5793 2023-12-01 16:11:04,974 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 3:37:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 3.5619, loss: 3.5619 2023-12-01 16:11:27,880 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 3:36:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.6130, loss: 3.6130 2023-12-01 16:11:50,694 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 3:36:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 3.5380, loss: 3.5380 2023-12-01 16:12:13,656 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 3:35:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.5686, loss: 3.5686 2023-12-01 16:12:36,604 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 3:35:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9513, loss_cls: 3.5816, loss: 3.5816 2023-12-01 16:12:59,494 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 3:34:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.5658, loss: 3.5658 2023-12-01 16:13:08,983 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-01 16:16:47,372 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 16:16:47,865 - pyskl - INFO - top1_acc 0.7480 top5_acc 0.9492 2023-12-01 16:16:47,888 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7480, top5_acc: 0.9492 2023-12-01 16:17:33,892 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 3:34:30, time: 0.460, data_time: 0.232, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.5729, loss: 3.5729 2023-12-01 16:17:56,588 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 3:34:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9481, loss_cls: 3.5942, loss: 3.5942 2023-12-01 16:18:19,338 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 3:33:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.5646, loss: 3.5646 2023-12-01 16:18:42,146 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 3:33:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.5294, loss: 3.5294 2023-12-01 16:19:05,022 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 3:32:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.5618, loss: 3.5618 2023-12-01 16:19:27,846 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 3:32:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 3.5609, loss: 3.5609 2023-12-01 16:19:50,684 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 3:31:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.5843, loss: 3.5843 2023-12-01 16:20:13,585 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 3:31:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.5677, loss: 3.5677 2023-12-01 16:20:36,485 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 3:30:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.5852, loss: 3.5852 2023-12-01 16:20:59,436 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 3:30:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9531, loss_cls: 3.5668, loss: 3.5668 2023-12-01 16:21:22,495 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 3:29:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.5637, loss: 3.5637 2023-12-01 16:21:45,386 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 3:29:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9487, loss_cls: 3.5853, loss: 3.5853 2023-12-01 16:22:08,225 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 3:28:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.5419, loss: 3.5419 2023-12-01 16:22:31,178 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 3:28:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.5332, loss: 3.5332 2023-12-01 16:22:54,065 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 3:27:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.6013, loss: 3.6013 2023-12-01 16:23:16,964 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 3:27:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.5890, loss: 3.5890 2023-12-01 16:23:39,988 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 3:26:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 3.5933, loss: 3.5933 2023-12-01 16:24:02,878 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 3:26:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.5729, loss: 3.5729 2023-12-01 16:24:25,796 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 3:25:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 3.6011, loss: 3.6011 2023-12-01 16:24:48,795 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 3:25:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9563, loss_cls: 3.5247, loss: 3.5247 2023-12-01 16:25:11,766 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 3:24:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.6240, loss: 3.6240 2023-12-01 16:25:34,683 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 3:24:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.5978, loss: 3.5978 2023-12-01 16:25:57,451 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 3:23:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9500, loss_cls: 3.5786, loss: 3.5786 2023-12-01 16:26:20,505 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 3:23:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.5339, loss: 3.5339 2023-12-01 16:26:43,318 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 3:22:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9537, loss_cls: 3.6107, loss: 3.6107 2023-12-01 16:27:06,132 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 3:22:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9587, loss_cls: 3.5467, loss: 3.5467 2023-12-01 16:27:28,918 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 3:21:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.5252, loss: 3.5252 2023-12-01 16:27:51,811 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 3:21:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.5649, loss: 3.5649 2023-12-01 16:28:14,753 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 3:20:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5254, loss: 3.5254 2023-12-01 16:28:37,681 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 3:20:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.5167, loss: 3.5167 2023-12-01 16:29:00,658 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 3:19:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.5830, loss: 3.5830 2023-12-01 16:29:23,520 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 3:19:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.5512, loss: 3.5512 2023-12-01 16:29:46,448 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 3:18:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5126, loss: 3.5126 2023-12-01 16:30:09,445 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 3:18:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.5514, loss: 3.5514 2023-12-01 16:30:32,363 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 3:17:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 3.5474, loss: 3.5474 2023-12-01 16:30:55,381 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 3:17:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.5590, loss: 3.5590 2023-12-01 16:31:18,239 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 3:16:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.5436, loss: 3.5436 2023-12-01 16:31:41,041 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 3:16:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.5533, loss: 3.5533 2023-12-01 16:32:04,015 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 3:15:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.6359, loss: 3.6359 2023-12-01 16:32:13,697 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-01 16:35:51,056 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 16:35:51,550 - pyskl - INFO - top1_acc 0.7327 top5_acc 0.9419 2023-12-01 16:35:51,574 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7327, top5_acc: 0.9419 2023-12-01 16:36:38,036 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 3:15:29, time: 0.465, data_time: 0.235, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.5141, loss: 3.5141 2023-12-01 16:37:01,025 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 3:15:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.5385, loss: 3.5385 2023-12-01 16:37:23,980 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 3:14:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.5855, loss: 3.5855 2023-12-01 16:37:46,946 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 3:14:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 3.5189, loss: 3.5189 2023-12-01 16:38:09,961 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 3:13:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.5681, loss: 3.5681 2023-12-01 16:38:32,850 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 3:13:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.5585, loss: 3.5585 2023-12-01 16:38:55,785 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 3:12:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.5103, loss: 3.5103 2023-12-01 16:39:18,815 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 3:12:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.5487, loss: 3.5487 2023-12-01 16:39:41,682 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 3:11:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 3.5343, loss: 3.5343 2023-12-01 16:40:04,559 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 3:11:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.5589, loss: 3.5589 2023-12-01 16:40:27,581 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 3:10:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.5668, loss: 3.5668 2023-12-01 16:40:50,516 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 3:10:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.5484, loss: 3.5484 2023-12-01 16:41:13,474 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 3:09:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.5462, loss: 3.5462 2023-12-01 16:41:36,543 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 3:09:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.5748, loss: 3.5748 2023-12-01 16:41:59,511 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 3:08:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9519, loss_cls: 3.5806, loss: 3.5806 2023-12-01 16:42:22,505 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 3:08:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 3.6099, loss: 3.6099 2023-12-01 16:42:45,564 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 3:07:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 3.5565, loss: 3.5565 2023-12-01 16:43:08,432 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 3:07:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 3.5436, loss: 3.5436 2023-12-01 16:43:31,361 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 3:06:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.5678, loss: 3.5678 2023-12-01 16:43:54,322 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 3:06:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9463, loss_cls: 3.6040, loss: 3.6040 2023-12-01 16:44:17,211 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 3:05:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 3.5732, loss: 3.5732 2023-12-01 16:44:40,103 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 3:05:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.5189, loss: 3.5189 2023-12-01 16:45:03,016 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 3:04:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.5838, loss: 3.5838 2023-12-01 16:45:26,052 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 3:04:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.5646, loss: 3.5646 2023-12-01 16:45:49,011 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 3:03:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.5160, loss: 3.5160 2023-12-01 16:46:11,855 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 3:03:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9519, loss_cls: 3.5858, loss: 3.5858 2023-12-01 16:46:34,677 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 3:02:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.4777, loss: 3.4777 2023-12-01 16:46:57,634 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 3:02:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.5873, loss: 3.5873 2023-12-01 16:47:20,710 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 3:01:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 3.5849, loss: 3.5849 2023-12-01 16:47:43,752 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 3:01:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 3.5902, loss: 3.5902 2023-12-01 16:48:06,693 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 3:00:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.5968, loss: 3.5968 2023-12-01 16:48:29,740 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 3:00:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.5922, loss: 3.5922 2023-12-01 16:48:52,586 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 2:59:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.5472, loss: 3.5472 2023-12-01 16:49:15,537 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 2:59:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.5195, loss: 3.5195 2023-12-01 16:49:38,420 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 2:58:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 3.5722, loss: 3.5722 2023-12-01 16:50:01,365 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 2:58:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.5324, loss: 3.5324 2023-12-01 16:50:24,261 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 2:57:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9475, loss_cls: 3.5881, loss: 3.5881 2023-12-01 16:50:47,261 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 2:57:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.5858, loss: 3.5858 2023-12-01 16:51:10,136 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 2:56:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.6108, loss: 3.6108 2023-12-01 16:51:19,752 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-01 16:54:57,664 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 16:54:58,172 - pyskl - INFO - top1_acc 0.7072 top5_acc 0.9354 2023-12-01 16:54:58,193 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7072, top5_acc: 0.9354 2023-12-01 16:55:44,658 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 2:56:40, time: 0.465, data_time: 0.237, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.5189, loss: 3.5189 2023-12-01 16:56:07,525 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 2:56:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.4934, loss: 3.4934 2023-12-01 16:56:30,362 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 2:55:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.5303, loss: 3.5303 2023-12-01 16:56:53,197 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 2:55:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.4144, loss: 3.4144 2023-12-01 16:57:16,102 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 2:54:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.4992, loss: 3.4992 2023-12-01 16:57:38,973 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 2:54:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4898, loss: 3.4898 2023-12-01 16:58:01,919 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 2:53:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.4880, loss: 3.4880 2023-12-01 16:58:24,747 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 2:53:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.5396, loss: 3.5396 2023-12-01 16:58:47,682 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 2:52:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.6010, loss: 3.6010 2023-12-01 16:59:10,604 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 2:52:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9569, loss_cls: 3.5435, loss: 3.5435 2023-12-01 16:59:33,512 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 2:51:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.5442, loss: 3.5442 2023-12-01 16:59:56,463 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 2:51:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.5095, loss: 3.5095 2023-12-01 17:00:19,551 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 2:50:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 3.5969, loss: 3.5969 2023-12-01 17:00:42,551 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 2:50:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.5629, loss: 3.5629 2023-12-01 17:01:05,505 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 2:49:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 3.5613, loss: 3.5613 2023-12-01 17:01:28,383 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 2:49:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.5755, loss: 3.5755 2023-12-01 17:01:51,319 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 2:48:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.5463, loss: 3.5463 2023-12-01 17:02:14,349 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 2:48:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.5493, loss: 3.5493 2023-12-01 17:02:37,303 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 2:47:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.5653, loss: 3.5653 2023-12-01 17:03:00,232 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 2:47:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.5818, loss: 3.5818 2023-12-01 17:03:23,232 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 2:46:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.5646, loss: 3.5646 2023-12-01 17:03:46,328 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 2:46:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.5815, loss: 3.5815 2023-12-01 17:04:09,220 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 2:45:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9475, loss_cls: 3.6223, loss: 3.6223 2023-12-01 17:04:32,179 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 2:45:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.5962, loss: 3.5962 2023-12-01 17:04:55,047 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 2:45:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5131, loss: 3.5131 2023-12-01 17:05:17,984 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 2:44:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.5154, loss: 3.5154 2023-12-01 17:05:40,880 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 2:44:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.5528, loss: 3.5528 2023-12-01 17:06:03,852 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 2:43:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.5637, loss: 3.5637 2023-12-01 17:06:26,730 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 2:43:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9544, loss_cls: 3.5622, loss: 3.5622 2023-12-01 17:06:49,698 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 2:42:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 3.5952, loss: 3.5952 2023-12-01 17:07:12,639 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 2:42:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.5980, loss: 3.5980 2023-12-01 17:07:35,487 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 2:41:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.5462, loss: 3.5462 2023-12-01 17:07:58,293 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 2:41:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 3.5546, loss: 3.5546 2023-12-01 17:08:21,113 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 2:40:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 3.6413, loss: 3.6413 2023-12-01 17:08:43,907 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 2:40:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.5311, loss: 3.5311 2023-12-01 17:09:06,733 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 2:39:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.5540, loss: 3.5540 2023-12-01 17:09:29,598 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 2:39:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9569, loss_cls: 3.5453, loss: 3.5453 2023-12-01 17:09:52,602 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 2:38:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.5745, loss: 3.5745 2023-12-01 17:10:15,595 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 2:38:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.5797, loss: 3.5797 2023-12-01 17:10:25,159 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-01 17:14:02,892 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 17:14:03,392 - pyskl - INFO - top1_acc 0.7580 top5_acc 0.9506 2023-12-01 17:14:03,397 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_46.pth was removed 2023-12-01 17:14:03,545 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. 2023-12-01 17:14:03,548 - pyskl - INFO - Best top1_acc is 0.7580 at 53 epoch. 2023-12-01 17:14:03,567 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7580, top5_acc: 0.9506 2023-12-01 17:14:49,926 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 2:37:57, time: 0.464, data_time: 0.229, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.5081, loss: 3.5081 2023-12-01 17:15:13,401 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 2:37:29, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.5249, loss: 3.5249 2023-12-01 17:15:36,893 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 2:37:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4571, loss: 3.4571 2023-12-01 17:16:00,304 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 2:36:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.4738, loss: 3.4738 2023-12-01 17:16:23,762 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 2:36:05, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.5183, loss: 3.5183 2023-12-01 17:16:47,192 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 2:35:37, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.5308, loss: 3.5308 2023-12-01 17:17:10,694 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 2:35:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.6086, loss: 3.6086 2023-12-01 17:17:34,162 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 2:34:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.5864, loss: 3.5864 2023-12-01 17:17:57,696 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 2:34:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.5572, loss: 3.5572 2023-12-01 17:18:21,230 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 2:33:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 3.5726, loss: 3.5726 2023-12-01 17:18:44,635 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 2:33:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 3.5293, loss: 3.5293 2023-12-01 17:19:08,087 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 2:32:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.5535, loss: 3.5535 2023-12-01 17:19:31,518 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 2:32:21, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5573, loss: 3.5573 2023-12-01 17:19:54,968 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 2:31:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.5333, loss: 3.5333 2023-12-01 17:20:18,419 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 2:31:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9519, loss_cls: 3.6030, loss: 3.6030 2023-12-01 17:20:41,874 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 2:30:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.5284, loss: 3.5284 2023-12-01 17:21:05,464 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 2:30:29, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9581, loss_cls: 3.5243, loss: 3.5243 2023-12-01 17:21:28,957 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 2:30:01, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9525, loss_cls: 3.5559, loss: 3.5559 2023-12-01 17:21:52,482 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 2:29:33, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5375, loss: 3.5375 2023-12-01 17:22:15,923 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 2:29:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.5501, loss: 3.5501 2023-12-01 17:22:39,404 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 2:28:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.5312, loss: 3.5312 2023-12-01 17:23:02,857 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 2:28:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.5454, loss: 3.5454 2023-12-01 17:23:26,399 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 2:27:41, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.5961, loss: 3.5961 2023-12-01 17:23:49,927 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 2:27:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.5379, loss: 3.5379 2023-12-01 17:24:13,454 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 2:26:45, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.5207, loss: 3.5207 2023-12-01 17:24:36,907 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 2:26:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.5275, loss: 3.5275 2023-12-01 17:25:00,341 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 2:25:49, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 3.5476, loss: 3.5476 2023-12-01 17:25:23,795 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 2:25:21, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.5184, loss: 3.5184 2023-12-01 17:25:47,215 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 2:24:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.5569, loss: 3.5569 2023-12-01 17:26:10,823 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 2:24:26, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9581, loss_cls: 3.4907, loss: 3.4907 2023-12-01 17:26:34,336 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 2:23:58, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.5213, loss: 3.5213 2023-12-01 17:26:57,830 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 2:23:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.5894, loss: 3.5894 2023-12-01 17:27:21,389 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 2:23:02, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9531, loss_cls: 3.5749, loss: 3.5749 2023-12-01 17:27:44,821 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 2:22:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 3.6248, loss: 3.6248 2023-12-01 17:28:08,198 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 2:22:06, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9563, loss_cls: 3.5385, loss: 3.5385 2023-12-01 17:28:31,576 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 2:21:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.5393, loss: 3.5393 2023-12-01 17:28:54,963 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 2:21:10, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9519, loss_cls: 3.5953, loss: 3.5953 2023-12-01 17:29:18,486 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 2:20:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.5344, loss: 3.5344 2023-12-01 17:29:42,012 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 2:20:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9525, loss_cls: 3.5718, loss: 3.5718 2023-12-01 17:29:51,808 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-01 17:33:31,201 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 17:33:31,686 - pyskl - INFO - top1_acc 0.7427 top5_acc 0.9476 2023-12-01 17:33:31,707 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7427, top5_acc: 0.9476 2023-12-01 17:34:17,926 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 2:19:59, time: 0.462, data_time: 0.230, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 3.5435, loss: 3.5435 2023-12-01 17:34:41,048 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 2:19:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.5061, loss: 3.5061 2023-12-01 17:35:04,135 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 2:19:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.5275, loss: 3.5275 2023-12-01 17:35:27,323 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 2:18:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.4862, loss: 3.4862 2023-12-01 17:35:50,411 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 2:18:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 3.4922, loss: 3.4922 2023-12-01 17:36:13,580 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 2:17:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 3.6027, loss: 3.6027 2023-12-01 17:36:36,760 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 2:17:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.5103, loss: 3.5103 2023-12-01 17:36:59,873 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 2:16:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.5128, loss: 3.5128 2023-12-01 17:37:23,008 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 2:16:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.5088, loss: 3.5088 2023-12-01 17:37:46,084 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 2:15:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9556, loss_cls: 3.5445, loss: 3.5445 2023-12-01 17:38:09,147 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 2:15:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.5350, loss: 3.5350 2023-12-01 17:38:32,256 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 2:14:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.5137, loss: 3.5137 2023-12-01 17:38:55,384 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 2:14:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5211, loss: 3.5211 2023-12-01 17:39:18,573 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 2:13:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.5292, loss: 3.5292 2023-12-01 17:39:41,769 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 2:13:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.5547, loss: 3.5547 2023-12-01 17:40:05,046 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 2:12:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.4962, loss: 3.4962 2023-12-01 17:40:28,353 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 2:12:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.5322, loss: 3.5322 2023-12-01 17:40:51,699 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 2:11:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 3.5102, loss: 3.5102 2023-12-01 17:41:14,884 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 2:11:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.6059, loss: 3.6059 2023-12-01 17:41:38,085 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 2:10:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.5545, loss: 3.5545 2023-12-01 17:42:01,247 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 2:10:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5128, loss: 3.5128 2023-12-01 17:42:24,483 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 2:10:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.5653, loss: 3.5653 2023-12-01 17:42:47,654 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 2:09:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.5493, loss: 3.5493 2023-12-01 17:43:10,787 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 2:09:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.5730, loss: 3.5730 2023-12-01 17:43:34,033 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 2:08:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.5638, loss: 3.5638 2023-12-01 17:43:57,162 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 2:08:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 3.5299, loss: 3.5299 2023-12-01 17:44:20,363 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 2:07:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.5155, loss: 3.5155 2023-12-01 17:44:43,641 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 2:07:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.5574, loss: 3.5574 2023-12-01 17:45:06,825 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 2:06:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 3.5184, loss: 3.5184 2023-12-01 17:45:29,993 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 2:06:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9606, loss_cls: 3.4662, loss: 3.4662 2023-12-01 17:45:53,098 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 2:05:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.5759, loss: 3.5759 2023-12-01 17:46:16,348 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 2:05:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.5018, loss: 3.5018 2023-12-01 17:46:39,470 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 2:04:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.6072, loss: 3.6072 2023-12-01 17:47:02,597 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 2:04:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.5962, loss: 3.5962 2023-12-01 17:47:25,712 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 2:03:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.6269, loss: 3.6269 2023-12-01 17:47:48,986 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 2:03:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 3.6030, loss: 3.6030 2023-12-01 17:48:12,141 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 2:02:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.5579, loss: 3.5579 2023-12-01 17:48:35,248 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 2:02:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.5260, loss: 3.5260 2023-12-01 17:48:58,383 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 2:02:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.5437, loss: 3.5437 2023-12-01 17:49:08,041 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-01 17:52:46,621 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 17:52:47,116 - pyskl - INFO - top1_acc 0.7577 top5_acc 0.9537 2023-12-01 17:52:47,138 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7577, top5_acc: 0.9537 2023-12-01 17:53:33,114 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 2:01:45, time: 0.460, data_time: 0.232, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9594, loss_cls: 3.5184, loss: 3.5184 2023-12-01 17:53:55,944 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 2:01:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.5303, loss: 3.5303 2023-12-01 17:54:18,746 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 2:00:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.5041, loss: 3.5041 2023-12-01 17:54:41,760 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 2:00:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.4489, loss: 3.4489 2023-12-01 17:55:04,698 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 1:59:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.5916, loss: 3.5916 2023-12-01 17:55:27,696 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 1:59:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.5723, loss: 3.5723 2023-12-01 17:55:50,646 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 1:58:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 3.5309, loss: 3.5309 2023-12-01 17:56:13,606 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 1:58:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.4829, loss: 3.4829 2023-12-01 17:56:36,553 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 1:57:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9519, loss_cls: 3.5513, loss: 3.5513 2023-12-01 17:56:59,453 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 1:57:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 3.5790, loss: 3.5790 2023-12-01 17:57:22,375 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 1:56:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.5383, loss: 3.5383 2023-12-01 17:57:45,287 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 1:56:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5046, loss: 3.5046 2023-12-01 17:58:08,237 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 1:56:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.5797, loss: 3.5797 2023-12-01 17:58:31,146 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 1:55:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.5715, loss: 3.5715 2023-12-01 17:58:54,068 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 1:55:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.5350, loss: 3.5350 2023-12-01 17:59:16,952 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 1:54:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.5834, loss: 3.5834 2023-12-01 17:59:39,806 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 1:54:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.4865, loss: 3.4865 2023-12-01 18:00:02,868 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 1:53:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.5479, loss: 3.5479 2023-12-01 18:00:25,740 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 1:53:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.5859, loss: 3.5859 2023-12-01 18:00:48,593 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 1:52:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.5443, loss: 3.5443 2023-12-01 18:01:11,510 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 1:52:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.5430, loss: 3.5430 2023-12-01 18:01:34,456 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 1:51:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.5549, loss: 3.5549 2023-12-01 18:01:57,492 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 1:51:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.4887, loss: 3.4887 2023-12-01 18:02:20,451 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 1:50:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.5106, loss: 3.5106 2023-12-01 18:02:43,430 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 1:50:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.5962, loss: 3.5962 2023-12-01 18:03:06,419 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 1:49:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.5902, loss: 3.5902 2023-12-01 18:03:29,475 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 1:49:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9575, loss_cls: 3.5355, loss: 3.5355 2023-12-01 18:03:52,374 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 1:48:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 3.5330, loss: 3.5330 2023-12-01 18:04:15,254 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 1:48:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9544, loss_cls: 3.5187, loss: 3.5187 2023-12-01 18:04:38,169 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 1:47:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 3.4962, loss: 3.4962 2023-12-01 18:05:01,128 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 1:47:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.5482, loss: 3.5482 2023-12-01 18:05:24,074 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 1:46:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9556, loss_cls: 3.5563, loss: 3.5563 2023-12-01 18:05:47,083 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 1:46:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.5306, loss: 3.5306 2023-12-01 18:06:10,169 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 1:46:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5178, loss: 3.5178 2023-12-01 18:06:33,182 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 1:45:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 3.5827, loss: 3.5827 2023-12-01 18:06:56,275 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 1:45:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 3.5443, loss: 3.5443 2023-12-01 18:07:19,244 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 1:44:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9494, loss_cls: 3.5804, loss: 3.5804 2023-12-01 18:07:42,102 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 1:44:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.5037, loss: 3.5037 2023-12-01 18:08:05,110 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 1:43:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9513, loss_cls: 3.5996, loss: 3.5996 2023-12-01 18:08:14,701 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-01 18:11:52,639 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 18:11:53,144 - pyskl - INFO - top1_acc 0.7321 top5_acc 0.9440 2023-12-01 18:11:53,166 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7321, top5_acc: 0.9440 2023-12-01 18:12:39,038 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 1:43:23, time: 0.459, data_time: 0.229, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5224, loss: 3.5224 2023-12-01 18:13:01,911 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 1:42:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.4958, loss: 3.4958 2023-12-01 18:13:24,908 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 1:42:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.5639, loss: 3.5639 2023-12-01 18:13:47,778 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 1:41:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 3.5620, loss: 3.5620 2023-12-01 18:14:10,812 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 1:41:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.5163, loss: 3.5163 2023-12-01 18:14:33,715 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 1:41:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.5298, loss: 3.5298 2023-12-01 18:14:56,539 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 1:40:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.4907, loss: 3.4907 2023-12-01 18:15:19,481 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 1:40:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.5838, loss: 3.5838 2023-12-01 18:15:42,459 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 1:39:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.5672, loss: 3.5672 2023-12-01 18:16:05,408 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 1:39:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9550, loss_cls: 3.5391, loss: 3.5391 2023-12-01 18:16:28,205 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 1:38:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.4885, loss: 3.4885 2023-12-01 18:16:51,037 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 1:38:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 3.5127, loss: 3.5127 2023-12-01 18:17:13,909 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 1:37:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5004, loss: 3.5004 2023-12-01 18:17:36,837 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 1:37:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.5122, loss: 3.5122 2023-12-01 18:17:59,746 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 1:36:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9581, loss_cls: 3.5255, loss: 3.5255 2023-12-01 18:18:22,583 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 1:36:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.5564, loss: 3.5564 2023-12-01 18:18:45,481 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 1:35:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.5075, loss: 3.5075 2023-12-01 18:19:08,381 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 1:35:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4941, loss: 3.4941 2023-12-01 18:19:31,219 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 1:34:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9563, loss_cls: 3.5405, loss: 3.5405 2023-12-01 18:19:54,088 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 1:34:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.5551, loss: 3.5551 2023-12-01 18:20:16,979 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 1:33:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.4788, loss: 3.4788 2023-12-01 18:20:39,931 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 1:33:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.5472, loss: 3.5472 2023-12-01 18:21:02,899 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 1:32:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.4807, loss: 3.4807 2023-12-01 18:21:25,854 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 1:32:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.5391, loss: 3.5391 2023-12-01 18:21:48,764 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 1:32:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.5876, loss: 3.5876 2023-12-01 18:22:11,693 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 1:31:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9544, loss_cls: 3.5558, loss: 3.5558 2023-12-01 18:22:34,676 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 1:31:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.5424, loss: 3.5424 2023-12-01 18:22:57,616 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 1:30:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.5382, loss: 3.5382 2023-12-01 18:23:20,482 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 1:30:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.5337, loss: 3.5337 2023-12-01 18:23:43,382 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 1:29:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.5354, loss: 3.5354 2023-12-01 18:24:06,151 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 1:29:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.5849, loss: 3.5849 2023-12-01 18:24:29,067 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 1:28:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.6113, loss: 3.6113 2023-12-01 18:24:51,908 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 1:28:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5189, loss: 3.5189 2023-12-01 18:25:14,748 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 1:27:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.5844, loss: 3.5844 2023-12-01 18:25:37,657 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 1:27:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.4976, loss: 3.4976 2023-12-01 18:26:00,601 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 1:26:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.5375, loss: 3.5375 2023-12-01 18:26:23,478 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 1:26:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.4932, loss: 3.4932 2023-12-01 18:26:46,302 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 1:25:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.5312, loss: 3.5312 2023-12-01 18:27:09,336 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 1:25:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 3.5378, loss: 3.5378 2023-12-01 18:27:18,898 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-01 18:30:58,274 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 18:30:58,761 - pyskl - INFO - top1_acc 0.7378 top5_acc 0.9423 2023-12-01 18:30:58,783 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7378, top5_acc: 0.9423 2023-12-01 18:31:56,545 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 1:25:24, time: 0.578, data_time: 0.233, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5154, loss: 3.5154 2023-12-01 18:32:30,993 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 1:25:15, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.4605, loss: 3.4605 2023-12-01 18:33:05,421 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 1:25:05, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.4556, loss: 3.4556 2023-12-01 18:33:39,838 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 1:24:55, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.5642, loss: 3.5642 2023-12-01 18:34:14,276 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 1:24:46, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 3.5416, loss: 3.5416 2023-12-01 18:34:48,672 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 1:24:36, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4879, loss: 3.4879 2023-12-01 18:35:23,162 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 1:24:26, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.4868, loss: 3.4868 2023-12-01 18:35:57,627 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 1:24:17, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.5493, loss: 3.5493 2023-12-01 18:36:32,054 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 1:24:07, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 3.5624, loss: 3.5624 2023-12-01 18:37:06,510 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 1:23:57, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 3.5580, loss: 3.5580 2023-12-01 18:37:41,004 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 1:23:48, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.5710, loss: 3.5710 2023-12-01 18:38:15,428 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 1:23:38, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.5297, loss: 3.5297 2023-12-01 18:38:49,910 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 1:23:28, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5057, loss: 3.5057 2023-12-01 18:39:24,472 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 1:23:18, time: 0.346, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 3.5571, loss: 3.5571 2023-12-01 18:39:58,910 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 1:23:09, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.4928, loss: 3.4928 2023-12-01 18:40:33,450 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 1:22:59, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.4871, loss: 3.4871 2023-12-01 18:41:07,960 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 1:22:49, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.4645, loss: 3.4645 2023-12-01 18:41:42,466 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 1:22:39, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.5322, loss: 3.5322 2023-12-01 18:42:16,958 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 1:22:29, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.5475, loss: 3.5475 2023-12-01 18:42:51,434 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 1:22:19, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.5878, loss: 3.5878 2023-12-01 18:43:25,952 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 1:22:10, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.5286, loss: 3.5286 2023-12-01 18:44:00,432 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 1:22:00, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.5734, loss: 3.5734 2023-12-01 18:44:34,965 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 1:21:50, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.4908, loss: 3.4908 2023-12-01 18:45:09,467 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 1:21:40, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 3.5354, loss: 3.5354 2023-12-01 18:45:43,982 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 1:21:30, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.5375, loss: 3.5375 2023-12-01 18:46:18,466 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 1:21:20, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.5495, loss: 3.5495 2023-12-01 18:46:52,984 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 1:21:10, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.4974, loss: 3.4974 2023-12-01 18:47:27,483 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 1:21:00, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.5453, loss: 3.5453 2023-12-01 18:48:02,029 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 1:20:50, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.5531, loss: 3.5531 2023-12-01 18:48:36,563 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 1:20:40, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.5179, loss: 3.5179 2023-12-01 18:49:11,109 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 1:20:30, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.5661, loss: 3.5661 2023-12-01 18:49:45,597 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 1:20:19, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.5548, loss: 3.5548 2023-12-01 18:50:19,982 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 1:20:09, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 3.5408, loss: 3.5408 2023-12-01 18:50:54,433 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 1:19:59, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.5315, loss: 3.5315 2023-12-01 18:51:28,838 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 1:19:48, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 3.5534, loss: 3.5534 2023-12-01 18:52:03,252 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 1:19:38, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.5506, loss: 3.5506 2023-12-01 18:52:37,704 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 1:19:28, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9531, loss_cls: 3.5289, loss: 3.5289 2023-12-01 18:53:12,108 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 1:19:17, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9469, loss_cls: 3.6083, loss: 3.6083 2023-12-01 18:53:46,504 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 1:19:07, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 3.5134, loss: 3.5134 2023-12-01 18:54:00,529 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-01 18:57:38,190 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 18:57:38,672 - pyskl - INFO - top1_acc 0.7527 top5_acc 0.9490 2023-12-01 18:57:38,695 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7527, top5_acc: 0.9490 2023-12-01 18:58:24,461 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 1:18:48, time: 0.458, data_time: 0.228, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.5112, loss: 3.5112 2023-12-01 18:58:47,437 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 1:18:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.4410, loss: 3.4410 2023-12-01 18:59:10,491 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 1:17:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.5013, loss: 3.5013 2023-12-01 18:59:33,520 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 1:17:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 3.4584, loss: 3.4584 2023-12-01 18:59:56,495 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 1:16:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 3.4865, loss: 3.4865 2023-12-01 19:00:19,620 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 1:16:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.4991, loss: 3.4991 2023-12-01 19:00:42,566 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 1:15:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.5344, loss: 3.5344 2023-12-01 19:01:05,688 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 1:15:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 3.5233, loss: 3.5233 2023-12-01 19:01:28,749 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 1:15:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9619, loss_cls: 3.4958, loss: 3.4958 2023-12-01 19:01:51,676 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 1:14:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9613, loss_cls: 3.4911, loss: 3.4911 2023-12-01 19:02:14,537 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 1:14:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.5853, loss: 3.5853 2023-12-01 19:02:37,376 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 1:13:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.5298, loss: 3.5298 2023-12-01 19:03:00,446 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 1:13:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.5382, loss: 3.5382 2023-12-01 19:03:23,449 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 1:12:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 3.4909, loss: 3.4909 2023-12-01 19:03:46,454 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 1:12:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.5318, loss: 3.5318 2023-12-01 19:04:09,479 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 1:11:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.5366, loss: 3.5366 2023-12-01 19:04:32,464 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 1:11:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.4954, loss: 3.4954 2023-12-01 19:04:55,517 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 1:10:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.5697, loss: 3.5697 2023-12-01 19:05:18,588 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 1:10:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 3.5323, loss: 3.5323 2023-12-01 19:05:41,537 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 1:09:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4562, loss: 3.4562 2023-12-01 19:06:04,591 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 1:09:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 3.5335, loss: 3.5335 2023-12-01 19:06:27,522 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 1:08:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.5110, loss: 3.5110 2023-12-01 19:06:50,461 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 1:08:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.5456, loss: 3.5456 2023-12-01 19:07:13,494 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 1:07:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.5328, loss: 3.5328 2023-12-01 19:07:36,494 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 1:07:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.5004, loss: 3.5004 2023-12-01 19:07:59,332 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 1:06:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.5259, loss: 3.5259 2023-12-01 19:08:22,225 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 1:06:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4933, loss: 3.4933 2023-12-01 19:08:45,222 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 1:05:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.4987, loss: 3.4987 2023-12-01 19:09:08,125 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 1:05:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 3.5079, loss: 3.5079 2023-12-01 19:09:31,063 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 1:05:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.4991, loss: 3.4991 2023-12-01 19:09:54,016 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 1:04:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5306, loss: 3.5306 2023-12-01 19:10:16,899 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 1:04:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 3.5161, loss: 3.5161 2023-12-01 19:10:39,781 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 1:03:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.5209, loss: 3.5209 2023-12-01 19:11:02,861 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 1:03:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.5051, loss: 3.5051 2023-12-01 19:11:25,896 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 1:02:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.5085, loss: 3.5085 2023-12-01 19:11:48,784 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 1:02:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.5589, loss: 3.5589 2023-12-01 19:12:11,736 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 1:01:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.5555, loss: 3.5555 2023-12-01 19:12:34,680 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 1:01:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.5734, loss: 3.5734 2023-12-01 19:12:57,692 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 1:00:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.5120, loss: 3.5120 2023-12-01 19:13:07,318 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-01 19:16:44,649 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 19:16:45,131 - pyskl - INFO - top1_acc 0.7611 top5_acc 0.9552 2023-12-01 19:16:45,136 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_53.pth was removed 2023-12-01 19:16:45,292 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. 2023-12-01 19:16:45,294 - pyskl - INFO - Best top1_acc is 0.7611 at 59 epoch. 2023-12-01 19:16:45,317 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7611, top5_acc: 0.9552 2023-12-01 19:17:32,017 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 1:00:28, time: 0.467, data_time: 0.237, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.5028, loss: 3.5028 2023-12-01 19:17:54,809 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 1:00:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9637, loss_cls: 3.4636, loss: 3.4636 2023-12-01 19:18:17,688 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 0:59:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4821, loss: 3.4821 2023-12-01 19:18:40,590 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 0:59:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.5383, loss: 3.5383 2023-12-01 19:19:03,548 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 0:58:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.5011, loss: 3.5011 2023-12-01 19:19:26,581 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 0:58:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.4997, loss: 3.4997 2023-12-01 19:19:49,444 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 0:57:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9594, loss_cls: 3.5232, loss: 3.5232 2023-12-01 19:20:12,297 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 0:57:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4830, loss: 3.4830 2023-12-01 19:20:35,318 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 0:56:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9544, loss_cls: 3.5276, loss: 3.5276 2023-12-01 19:20:58,409 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 0:56:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.5593, loss: 3.5593 2023-12-01 19:21:21,267 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 0:55:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.5330, loss: 3.5330 2023-12-01 19:21:44,162 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 0:55:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.5477, loss: 3.5477 2023-12-01 19:22:07,261 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 0:54:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.5198, loss: 3.5198 2023-12-01 19:22:30,249 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 0:54:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.4821, loss: 3.4821 2023-12-01 19:22:53,188 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 0:53:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.5339, loss: 3.5339 2023-12-01 19:23:16,055 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 0:53:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5250, loss: 3.5250 2023-12-01 19:23:39,077 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 0:52:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.4826, loss: 3.4826 2023-12-01 19:24:02,035 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 0:52:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9637, loss_cls: 3.4811, loss: 3.4811 2023-12-01 19:24:24,978 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 0:51:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 3.5352, loss: 3.5352 2023-12-01 19:24:47,897 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 0:51:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 3.5137, loss: 3.5137 2023-12-01 19:25:10,836 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 0:51:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 3.5107, loss: 3.5107 2023-12-01 19:25:33,705 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 0:50:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4760, loss: 3.4760 2023-12-01 19:25:56,602 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 0:50:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4682, loss: 3.4682 2023-12-01 19:26:19,524 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 0:49:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.4796, loss: 3.4796 2023-12-01 19:26:42,532 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 0:49:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.5074, loss: 3.5074 2023-12-01 19:27:05,491 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 0:48:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 3.5220, loss: 3.5220 2023-12-01 19:27:28,431 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 0:48:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.5428, loss: 3.5428 2023-12-01 19:27:51,355 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 0:47:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 3.5196, loss: 3.5196 2023-12-01 19:28:14,264 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 0:47:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.5257, loss: 3.5257 2023-12-01 19:28:37,167 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 0:46:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.4979, loss: 3.4979 2023-12-01 19:29:00,063 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 0:46:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.5641, loss: 3.5641 2023-12-01 19:29:23,057 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 0:45:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 3.5557, loss: 3.5557 2023-12-01 19:29:45,946 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 0:45:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.5424, loss: 3.5424 2023-12-01 19:30:08,833 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 0:44:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5211, loss: 3.5211 2023-12-01 19:30:31,722 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 0:44:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.5332, loss: 3.5332 2023-12-01 19:30:54,673 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 0:43:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 3.5018, loss: 3.5018 2023-12-01 19:31:17,544 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 0:43:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9550, loss_cls: 3.5301, loss: 3.5301 2023-12-01 19:31:40,409 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 0:42:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.4537, loss: 3.4537 2023-12-01 19:32:03,252 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 0:42:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.5391, loss: 3.5391 2023-12-01 19:32:12,966 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-01 19:35:50,272 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 19:35:50,757 - pyskl - INFO - top1_acc 0.7493 top5_acc 0.9433 2023-12-01 19:35:50,778 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7493, top5_acc: 0.9433 2023-12-01 19:36:36,919 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 0:42:10, time: 0.461, data_time: 0.233, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.4638, loss: 3.4638 2023-12-01 19:36:59,863 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 0:41:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4759, loss: 3.4759 2023-12-01 19:37:22,680 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 0:41:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.5002, loss: 3.5002 2023-12-01 19:37:45,810 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 0:40:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4763, loss: 3.4763 2023-12-01 19:38:08,687 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 0:40:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.4000, loss: 3.4000 2023-12-01 19:38:31,672 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 0:39:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 3.4973, loss: 3.4973 2023-12-01 19:38:54,680 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 0:39:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 3.5108, loss: 3.5108 2023-12-01 19:39:17,613 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 0:38:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.5143, loss: 3.5143 2023-12-01 19:39:40,494 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 0:38:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.4725, loss: 3.4725 2023-12-01 19:40:03,439 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 0:37:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.4690, loss: 3.4690 2023-12-01 19:40:26,412 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 0:37:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4620, loss: 3.4620 2023-12-01 19:40:49,380 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 0:37:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.5061, loss: 3.5061 2023-12-01 19:41:12,292 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 0:36:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9619, loss_cls: 3.4751, loss: 3.4751 2023-12-01 19:41:35,301 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 0:36:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.4672, loss: 3.4672 2023-12-01 19:41:58,201 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 0:35:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.4817, loss: 3.4817 2023-12-01 19:42:21,110 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 0:35:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.5911, loss: 3.5911 2023-12-01 19:42:43,945 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 0:34:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 3.5633, loss: 3.5633 2023-12-01 19:43:06,949 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 0:34:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 3.4899, loss: 3.4899 2023-12-01 19:43:29,942 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 0:33:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 3.5335, loss: 3.5335 2023-12-01 19:43:52,918 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 0:33:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.5070, loss: 3.5070 2023-12-01 19:44:15,786 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 0:32:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.5350, loss: 3.5350 2023-12-01 19:44:38,830 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 0:32:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.5108, loss: 3.5108 2023-12-01 19:45:01,740 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 0:31:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.4990, loss: 3.4990 2023-12-01 19:45:24,729 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 0:31:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9594, loss_cls: 3.5217, loss: 3.5217 2023-12-01 19:45:47,762 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 0:30:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.5578, loss: 3.5578 2023-12-01 19:46:10,777 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 0:30:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.5197, loss: 3.5197 2023-12-01 19:46:33,697 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 0:29:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 3.5057, loss: 3.5057 2023-12-01 19:46:56,559 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 0:29:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.5247, loss: 3.5247 2023-12-01 19:47:19,531 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 0:29:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.4722, loss: 3.4722 2023-12-01 19:47:42,544 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 0:28:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.4508, loss: 3.4508 2023-12-01 19:48:05,494 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 0:28:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.5259, loss: 3.5259 2023-12-01 19:48:28,442 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 0:27:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 3.5306, loss: 3.5306 2023-12-01 19:48:51,401 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 0:27:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.5014, loss: 3.5014 2023-12-01 19:49:14,311 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 0:26:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.5320, loss: 3.5320 2023-12-01 19:49:37,347 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 0:26:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.5392, loss: 3.5392 2023-12-01 19:50:00,274 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 0:25:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.5456, loss: 3.5456 2023-12-01 19:50:23,114 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 0:25:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.5574, loss: 3.5574 2023-12-01 19:50:45,939 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 0:24:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9706, loss_cls: 3.5115, loss: 3.5115 2023-12-01 19:51:08,960 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 0:24:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4958, loss: 3.4958 2023-12-01 19:51:18,660 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-01 19:54:57,943 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 19:54:58,433 - pyskl - INFO - top1_acc 0.7528 top5_acc 0.9510 2023-12-01 19:54:58,454 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7528, top5_acc: 0.9510 2023-12-01 19:55:44,504 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 0:24:00, time: 0.460, data_time: 0.233, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 3.4982, loss: 3.4982 2023-12-01 19:56:07,244 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 0:23:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 3.5028, loss: 3.5028 2023-12-01 19:56:30,155 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 0:23:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.4511, loss: 3.4511 2023-12-01 19:56:53,100 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 0:22:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.4744, loss: 3.4744 2023-12-01 19:57:15,935 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 0:22:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4854, loss: 3.4854 2023-12-01 19:57:38,781 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 0:21:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4776, loss: 3.4776 2023-12-01 19:58:01,736 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 0:21:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.5094, loss: 3.5094 2023-12-01 19:58:24,721 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 0:20:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.5374, loss: 3.5374 2023-12-01 19:58:47,741 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 0:20:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4822, loss: 3.4822 2023-12-01 19:59:10,719 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 0:19:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.4312, loss: 3.4312 2023-12-01 19:59:33,712 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 0:19:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4816, loss: 3.4816 2023-12-01 19:59:56,657 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 0:18:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4927, loss: 3.4927 2023-12-01 20:00:19,486 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 0:18:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.5268, loss: 3.5268 2023-12-01 20:00:42,410 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 0:17:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.4992, loss: 3.4992 2023-12-01 20:01:05,303 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 0:17:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.5538, loss: 3.5538 2023-12-01 20:01:28,136 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 0:16:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 3.4864, loss: 3.4864 2023-12-01 20:01:51,009 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 0:16:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5150, loss: 3.5150 2023-12-01 20:02:13,883 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 0:16:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4806, loss: 3.4806 2023-12-01 20:02:36,780 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 0:15:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5049, loss: 3.5049 2023-12-01 20:02:59,791 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 0:15:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.5322, loss: 3.5322 2023-12-01 20:03:22,834 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 0:14:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.4994, loss: 3.4994 2023-12-01 20:03:45,794 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 0:14:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4208, loss: 3.4208 2023-12-01 20:04:08,732 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 0:13:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.4971, loss: 3.4971 2023-12-01 20:04:31,664 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 0:13:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 3.5348, loss: 3.5348 2023-12-01 20:04:54,439 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 0:12:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.5377, loss: 3.5377 2023-12-01 20:05:17,357 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 0:12:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.5041, loss: 3.5041 2023-12-01 20:05:40,238 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 0:11:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.4962, loss: 3.4962 2023-12-01 20:06:03,044 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 0:11:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.5523, loss: 3.5523 2023-12-01 20:06:25,873 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 0:10:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9587, loss_cls: 3.4739, loss: 3.4739 2023-12-01 20:06:48,745 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 0:10:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 3.5564, loss: 3.5564 2023-12-01 20:07:11,599 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 0:09:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.4715, loss: 3.4715 2023-12-01 20:07:34,428 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 0:09:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.4927, loss: 3.4927 2023-12-01 20:07:57,256 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 0:08:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9631, loss_cls: 3.4657, loss: 3.4657 2023-12-01 20:08:20,292 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 0:08:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.5854, loss: 3.5854 2023-12-01 20:08:43,092 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 0:08:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.5204, loss: 3.5204 2023-12-01 20:09:05,925 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 0:07:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 3.4908, loss: 3.4908 2023-12-01 20:09:28,796 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 0:07:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 3.5160, loss: 3.5160 2023-12-01 20:09:51,636 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 0:06:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5091, loss: 3.5091 2023-12-01 20:10:14,462 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 0:06:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 3.5967, loss: 3.5967 2023-12-01 20:10:23,943 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-01 20:14:01,533 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 20:14:02,028 - pyskl - INFO - top1_acc 0.7623 top5_acc 0.9576 2023-12-01 20:14:02,032 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_59.pth was removed 2023-12-01 20:14:02,186 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. 2023-12-01 20:14:02,189 - pyskl - INFO - Best top1_acc is 0.7623 at 62 epoch. 2023-12-01 20:14:02,222 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7623, top5_acc: 0.9576 2023-12-01 20:14:48,298 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 0:05:51, time: 0.461, data_time: 0.232, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.5015, loss: 3.5015 2023-12-01 20:15:11,095 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 0:05:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.4121, loss: 3.4121 2023-12-01 20:15:34,002 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 0:04:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.4984, loss: 3.4984 2023-12-01 20:15:56,947 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 0:04:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 3.4912, loss: 3.4912 2023-12-01 20:16:19,910 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 0:03:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.4396, loss: 3.4396 2023-12-01 20:16:42,820 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 0:03:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.4980, loss: 3.4980 2023-12-01 20:17:05,753 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 0:03:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.4862, loss: 3.4862 2023-12-01 20:17:28,598 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 0:02:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.4722, loss: 3.4722 2023-12-01 20:17:51,507 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 0:02:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4782, loss: 3.4782 2023-12-01 20:18:14,471 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 0:01:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.4942, loss: 3.4942 2023-12-01 20:18:37,388 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 0:01:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.5260, loss: 3.5260 2023-12-01 20:19:00,169 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 0:00:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.4647, loss: 3.4647 2023-12-01 20:19:22,981 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 0:00:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.5243, loss: 3.5243 2023-12-01 20:19:45,941 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 23:59:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.6180, loss: 3.6180 2023-12-01 20:20:08,844 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 23:59:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.4832, loss: 3.4832 2023-12-01 20:20:31,723 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 23:58:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.4886, loss: 3.4886 2023-12-01 20:20:54,695 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 23:58:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9575, loss_cls: 3.5076, loss: 3.5076 2023-12-01 20:21:17,562 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 23:57:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9631, loss_cls: 3.4701, loss: 3.4701 2023-12-01 20:21:40,542 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 23:57:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.5008, loss: 3.5008 2023-12-01 20:22:03,484 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 23:56:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.5359, loss: 3.5359 2023-12-01 20:22:26,488 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 23:56:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.4798, loss: 3.4798 2023-12-01 20:22:49,481 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 23:56:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4810, loss: 3.4810 2023-12-01 20:23:12,437 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 23:55:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.4685, loss: 3.4685 2023-12-01 20:23:35,401 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 23:55:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.4616, loss: 3.4616 2023-12-01 20:23:58,342 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 23:54:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4916, loss: 3.4916 2023-12-01 20:24:21,241 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 23:54:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.4986, loss: 3.4986 2023-12-01 20:24:44,171 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 23:53:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 3.5671, loss: 3.5671 2023-12-01 20:25:07,177 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 23:53:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.4825, loss: 3.4825 2023-12-01 20:25:30,184 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 23:52:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4886, loss: 3.4886 2023-12-01 20:25:53,075 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 23:52:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.4897, loss: 3.4897 2023-12-01 20:26:15,939 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 23:51:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.4397, loss: 3.4397 2023-12-01 20:26:38,810 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 23:51:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.5060, loss: 3.5060 2023-12-01 20:27:01,759 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 23:50:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.4600, loss: 3.4600 2023-12-01 20:27:24,571 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 23:50:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.5086, loss: 3.5086 2023-12-01 20:27:47,445 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 23:50:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.4923, loss: 3.4923 2023-12-01 20:28:10,256 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 23:49:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.4987, loss: 3.4987 2023-12-01 20:28:33,258 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 23:49:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5243, loss: 3.5243 2023-12-01 20:28:56,262 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 23:48:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.5311, loss: 3.5311 2023-12-01 20:29:19,119 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 23:48:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.5033, loss: 3.5033 2023-12-01 20:29:28,755 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-01 20:33:06,674 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 20:33:07,175 - pyskl - INFO - top1_acc 0.7418 top5_acc 0.9450 2023-12-01 20:33:07,198 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7418, top5_acc: 0.9450 2023-12-01 20:33:52,731 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 23:47:49, time: 0.455, data_time: 0.227, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 3.4629, loss: 3.4629 2023-12-01 20:34:15,569 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 23:47:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.4522, loss: 3.4522 2023-12-01 20:34:38,575 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 23:46:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.4641, loss: 3.4641 2023-12-01 20:35:01,476 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 23:46:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 3.4873, loss: 3.4873 2023-12-01 20:35:24,442 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 23:45:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3913, loss: 3.3913 2023-12-01 20:35:47,394 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 23:45:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.4327, loss: 3.4327 2023-12-01 20:36:10,269 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 23:45:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.4131, loss: 3.4131 2023-12-01 20:36:33,112 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 23:44:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 3.4442, loss: 3.4442 2023-12-01 20:36:56,082 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 23:44:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4635, loss: 3.4635 2023-12-01 20:37:19,022 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 23:43:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5209, loss: 3.5209 2023-12-01 20:37:41,903 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 23:43:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9606, loss_cls: 3.5315, loss: 3.5315 2023-12-01 20:38:04,769 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 23:42:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.5174, loss: 3.5174 2023-12-01 20:38:27,583 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 23:42:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.4843, loss: 3.4843 2023-12-01 20:38:50,370 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 23:41:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.5602, loss: 3.5602 2023-12-01 20:39:13,161 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 23:41:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.4905, loss: 3.4905 2023-12-01 20:39:36,062 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 23:40:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.5328, loss: 3.5328 2023-12-01 20:39:58,992 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 23:40:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.4879, loss: 3.4879 2023-12-01 20:40:21,883 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 23:39:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5270, loss: 3.5270 2023-12-01 20:40:44,733 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 23:39:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5327, loss: 3.5327 2023-12-01 20:41:07,664 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 23:38:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.5094, loss: 3.5094 2023-12-01 20:41:30,516 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 23:38:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 3.5569, loss: 3.5569 2023-12-01 20:41:53,365 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 23:38:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.4740, loss: 3.4740 2023-12-01 20:42:16,192 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 23:37:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 3.4595, loss: 3.4595 2023-12-01 20:42:39,050 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 23:37:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.4973, loss: 3.4973 2023-12-01 20:43:01,902 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 23:36:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 3.5762, loss: 3.5762 2023-12-01 20:43:24,791 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 23:36:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.4107, loss: 3.4107 2023-12-01 20:43:47,691 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 23:35:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.5266, loss: 3.5266 2023-12-01 20:44:10,584 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 23:35:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.5016, loss: 3.5016 2023-12-01 20:44:33,422 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 23:34:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.4664, loss: 3.4664 2023-12-01 20:44:56,296 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 23:34:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4859, loss: 3.4859 2023-12-01 20:45:19,235 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 23:33:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.4674, loss: 3.4674 2023-12-01 20:45:42,096 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 23:33:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.5062, loss: 3.5062 2023-12-01 20:46:05,055 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 23:32:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 3.4905, loss: 3.4905 2023-12-01 20:46:27,969 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 23:32:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.5156, loss: 3.5156 2023-12-01 20:46:50,940 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 23:32:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.5235, loss: 3.5235 2023-12-01 20:47:13,830 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 23:31:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9537, loss_cls: 3.5414, loss: 3.5414 2023-12-01 20:47:36,777 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 23:31:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.4951, loss: 3.4951 2023-12-01 20:47:59,728 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 23:30:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.4743, loss: 3.4743 2023-12-01 20:48:22,632 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 23:30:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.5185, loss: 3.5185 2023-12-01 20:48:32,249 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-01 20:52:09,782 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 20:52:10,266 - pyskl - INFO - top1_acc 0.7629 top5_acc 0.9486 2023-12-01 20:52:10,271 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_62.pth was removed 2023-12-01 20:52:10,425 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. 2023-12-01 20:52:10,427 - pyskl - INFO - Best top1_acc is 0.7629 at 64 epoch. 2023-12-01 20:52:10,450 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7629, top5_acc: 0.9486 2023-12-01 20:52:56,538 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 23:29:51, time: 0.461, data_time: 0.233, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4603, loss: 3.4603 2023-12-01 20:53:19,373 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 23:29:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.5221, loss: 3.5221 2023-12-01 20:53:42,245 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 23:28:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4839, loss: 3.4839 2023-12-01 20:54:05,109 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 23:28:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4771, loss: 3.4771 2023-12-01 20:54:27,946 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 23:28:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.4327, loss: 3.4327 2023-12-01 20:54:50,809 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 23:27:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4486, loss: 3.4486 2023-12-01 20:55:13,699 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 23:27:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9637, loss_cls: 3.4590, loss: 3.4590 2023-12-01 20:55:36,663 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 23:26:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9631, loss_cls: 3.4579, loss: 3.4579 2023-12-01 20:55:59,529 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 23:26:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4578, loss: 3.4578 2023-12-01 20:56:22,424 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 23:25:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.5403, loss: 3.5403 2023-12-01 20:56:45,350 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 23:25:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5247, loss: 3.5247 2023-12-01 20:57:08,267 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 23:24:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9550, loss_cls: 3.4911, loss: 3.4911 2023-12-01 20:57:31,112 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 23:24:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.5161, loss: 3.5161 2023-12-01 20:57:54,020 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 23:23:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.4990, loss: 3.4990 2023-12-01 20:58:16,927 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 23:23:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.4550, loss: 3.4550 2023-12-01 20:58:39,871 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 23:22:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4614, loss: 3.4614 2023-12-01 20:59:02,808 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 23:22:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.4350, loss: 3.4350 2023-12-01 20:59:25,650 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 23:22:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.4403, loss: 3.4403 2023-12-01 20:59:48,523 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 23:21:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 3.4400, loss: 3.4400 2023-12-01 21:00:11,416 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 23:21:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.4995, loss: 3.4995 2023-12-01 21:00:34,288 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 23:20:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.4597, loss: 3.4597 2023-12-01 21:00:57,196 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 23:20:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.4896, loss: 3.4896 2023-12-01 21:01:19,993 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 23:19:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5360, loss: 3.5360 2023-12-01 21:01:42,940 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 23:19:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.4951, loss: 3.4951 2023-12-01 21:02:05,762 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 23:18:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.4650, loss: 3.4650 2023-12-01 21:02:28,532 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 23:18:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5168, loss: 3.5168 2023-12-01 21:02:51,366 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 23:17:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.4981, loss: 3.4981 2023-12-01 21:03:14,184 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 23:17:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4479, loss: 3.4479 2023-12-01 21:03:37,115 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 23:16:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4670, loss: 3.4670 2023-12-01 21:04:00,066 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 23:16:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 3.5112, loss: 3.5112 2023-12-01 21:04:23,106 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 23:16:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 3.4544, loss: 3.4544 2023-12-01 21:04:45,925 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 23:15:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9513, loss_cls: 3.5401, loss: 3.5401 2023-12-01 21:05:08,738 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 23:15:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4850, loss: 3.4850 2023-12-01 21:05:31,591 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 23:14:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4645, loss: 3.4645 2023-12-01 21:05:54,537 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 23:14:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4573, loss: 3.4573 2023-12-01 21:06:17,493 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 23:13:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.4590, loss: 3.4590 2023-12-01 21:06:40,456 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 23:13:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 3.5465, loss: 3.5465 2023-12-01 21:07:03,348 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 23:12:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4918, loss: 3.4918 2023-12-01 21:07:26,207 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 23:12:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.5023, loss: 3.5023 2023-12-01 21:07:35,748 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-01 21:11:13,314 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 21:11:13,805 - pyskl - INFO - top1_acc 0.7545 top5_acc 0.9490 2023-12-01 21:11:13,830 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7545, top5_acc: 0.9490 2023-12-01 21:11:59,758 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 23:11:58, time: 0.459, data_time: 0.231, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.5325, loss: 3.5325 2023-12-01 21:12:22,632 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 23:11:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.4264, loss: 3.4264 2023-12-01 21:12:45,514 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 23:11:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 3.4590, loss: 3.4590 2023-12-01 21:13:08,355 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 23:10:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9656, loss_cls: 3.4499, loss: 3.4499 2023-12-01 21:13:31,266 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 23:10:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.5083, loss: 3.5083 2023-12-01 21:13:54,112 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 23:09:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.4592, loss: 3.4592 2023-12-01 21:14:17,053 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 23:09:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.5068, loss: 3.5068 2023-12-01 21:14:39,896 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 23:08:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.4811, loss: 3.4811 2023-12-01 21:15:02,713 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 23:08:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.4985, loss: 3.4985 2023-12-01 21:15:25,670 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 23:07:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9631, loss_cls: 3.4494, loss: 3.4494 2023-12-01 21:15:48,610 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 23:07:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9619, loss_cls: 3.4979, loss: 3.4979 2023-12-01 21:16:11,637 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 23:06:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.4904, loss: 3.4904 2023-12-01 21:16:34,514 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 23:06:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.4593, loss: 3.4593 2023-12-01 21:16:57,389 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 23:05:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.4210, loss: 3.4210 2023-12-01 21:17:20,324 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 23:05:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.4680, loss: 3.4680 2023-12-01 21:17:43,197 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 23:05:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.4480, loss: 3.4480 2023-12-01 21:18:06,279 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 23:04:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.4686, loss: 3.4686 2023-12-01 21:18:29,141 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 23:04:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 3.4270, loss: 3.4270 2023-12-01 21:18:52,119 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 23:03:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.4568, loss: 3.4568 2023-12-01 21:19:15,006 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 23:03:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4612, loss: 3.4612 2023-12-01 21:19:37,931 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 23:02:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4827, loss: 3.4827 2023-12-01 21:20:00,919 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 23:02:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5003, loss: 3.5003 2023-12-01 21:20:23,866 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 23:01:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.4706, loss: 3.4706 2023-12-01 21:20:46,833 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 23:01:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 3.5123, loss: 3.5123 2023-12-01 21:21:09,770 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 23:00:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.5125, loss: 3.5125 2023-12-01 21:21:32,742 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 23:00:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.4680, loss: 3.4680 2023-12-01 21:21:55,755 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 23:00:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.4610, loss: 3.4610 2023-12-01 21:22:18,738 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 22:59:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9569, loss_cls: 3.5334, loss: 3.5334 2023-12-01 21:22:41,794 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 22:59:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.4430, loss: 3.4430 2023-12-01 21:23:04,701 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 22:58:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9606, loss_cls: 3.4636, loss: 3.4636 2023-12-01 21:23:27,630 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 22:58:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.4809, loss: 3.4809 2023-12-01 21:23:50,669 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 22:57:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9600, loss_cls: 3.4733, loss: 3.4733 2023-12-01 21:24:13,593 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 22:57:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9600, loss_cls: 3.5042, loss: 3.5042 2023-12-01 21:24:36,532 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 22:56:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.4800, loss: 3.4800 2023-12-01 21:24:59,492 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 22:56:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.4495, loss: 3.4495 2023-12-01 21:25:22,381 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 22:55:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.5620, loss: 3.5620 2023-12-01 21:25:45,418 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 22:55:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.4614, loss: 3.4614 2023-12-01 21:26:08,372 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 22:55:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9663, loss_cls: 3.4391, loss: 3.4391 2023-12-01 21:26:31,441 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 22:54:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 3.4647, loss: 3.4647 2023-12-01 21:26:41,074 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-01 21:30:18,403 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 21:30:18,884 - pyskl - INFO - top1_acc 0.7594 top5_acc 0.9518 2023-12-01 21:30:18,916 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7594, top5_acc: 0.9518 2023-12-01 21:31:04,946 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 22:54:12, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.5168, loss: 3.5168 2023-12-01 21:31:27,822 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 22:53:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 3.3525, loss: 3.3525 2023-12-01 21:31:50,789 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 22:53:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4251, loss: 3.4251 2023-12-01 21:32:13,683 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 22:52:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.4787, loss: 3.4787 2023-12-01 21:32:36,605 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 22:52:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.4784, loss: 3.4784 2023-12-01 21:32:59,460 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 22:51:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.4812, loss: 3.4812 2023-12-01 21:33:22,336 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 22:51:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 3.4522, loss: 3.4522 2023-12-01 21:33:45,367 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 22:51:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 3.4429, loss: 3.4429 2023-12-01 21:34:08,475 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 22:50:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 3.4488, loss: 3.4488 2023-12-01 21:34:31,441 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 22:50:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 3.5232, loss: 3.5232 2023-12-01 21:34:54,330 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 22:49:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.4191, loss: 3.4191 2023-12-01 21:35:17,204 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 22:49:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 3.4625, loss: 3.4625 2023-12-01 21:35:40,155 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 22:48:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4504, loss: 3.4504 2023-12-01 21:36:03,113 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 22:48:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.5043, loss: 3.5043 2023-12-01 21:36:26,066 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 22:47:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.4809, loss: 3.4809 2023-12-01 21:36:49,038 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 22:47:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.4648, loss: 3.4648 2023-12-01 21:37:12,031 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 22:46:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 3.4985, loss: 3.4985 2023-12-01 21:37:34,994 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 22:46:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4615, loss: 3.4615 2023-12-01 21:37:57,990 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 22:45:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.4916, loss: 3.4916 2023-12-01 21:38:20,914 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 22:45:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.4949, loss: 3.4949 2023-12-01 21:38:43,838 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 22:45:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 3.4340, loss: 3.4340 2023-12-01 21:39:06,726 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 22:44:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4383, loss: 3.4383 2023-12-01 21:39:29,595 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 22:44:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.4342, loss: 3.4342 2023-12-01 21:39:52,561 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 22:43:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.4731, loss: 3.4731 2023-12-01 21:40:15,441 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 22:43:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9656, loss_cls: 3.4377, loss: 3.4377 2023-12-01 21:40:38,271 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 22:42:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.4989, loss: 3.4989 2023-12-01 21:41:01,087 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 22:42:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 3.4735, loss: 3.4735 2023-12-01 21:41:24,056 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 22:41:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.5118, loss: 3.5118 2023-12-01 21:41:46,974 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 22:41:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.5414, loss: 3.5414 2023-12-01 21:42:09,869 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 22:40:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.5109, loss: 3.5109 2023-12-01 21:42:32,832 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 22:40:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.4962, loss: 3.4962 2023-12-01 21:42:55,765 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 22:40:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 3.4748, loss: 3.4748 2023-12-01 21:43:18,718 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 22:39:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.5074, loss: 3.5074 2023-12-01 21:43:41,627 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 22:39:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.4498, loss: 3.4498 2023-12-01 21:44:04,605 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 22:38:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 3.4741, loss: 3.4741 2023-12-01 21:44:27,510 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 22:38:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.4385, loss: 3.4385 2023-12-01 21:44:50,293 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 22:37:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.4425, loss: 3.4425 2023-12-01 21:45:13,209 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 22:37:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4589, loss: 3.4589 2023-12-01 21:45:36,190 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 22:36:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.5006, loss: 3.5006 2023-12-01 21:45:45,823 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-01 21:49:23,767 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 21:49:24,258 - pyskl - INFO - top1_acc 0.7451 top5_acc 0.9474 2023-12-01 21:49:24,277 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7451, top5_acc: 0.9474 2023-12-01 21:50:10,676 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 22:36:31, time: 0.464, data_time: 0.236, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.4239, loss: 3.4239 2023-12-01 21:50:33,487 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 22:36:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.3795, loss: 3.3795 2023-12-01 21:50:56,339 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 22:35:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.4216, loss: 3.4216 2023-12-01 21:51:19,167 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 22:35:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.4173, loss: 3.4173 2023-12-01 21:51:42,124 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 22:34:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.4394, loss: 3.4394 2023-12-01 21:52:05,136 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 22:34:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.4219, loss: 3.4219 2023-12-01 21:52:28,044 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 22:33:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.4520, loss: 3.4520 2023-12-01 21:52:50,958 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 22:33:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.4433, loss: 3.4433 2023-12-01 21:53:13,843 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 22:32:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4485, loss: 3.4485 2023-12-01 21:53:36,827 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 22:32:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.5010, loss: 3.5010 2023-12-01 21:53:59,774 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 22:31:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.4575, loss: 3.4575 2023-12-01 21:54:22,848 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 22:31:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4328, loss: 3.4328 2023-12-01 21:54:45,770 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 22:31:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.5036, loss: 3.5036 2023-12-01 21:55:08,736 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 22:30:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9575, loss_cls: 3.5042, loss: 3.5042 2023-12-01 21:55:31,682 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 22:30:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.5179, loss: 3.5179 2023-12-01 21:55:54,638 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 22:29:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.5645, loss: 3.5645 2023-12-01 21:56:17,514 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 22:29:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.4783, loss: 3.4783 2023-12-01 21:56:40,472 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 22:28:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.4777, loss: 3.4777 2023-12-01 21:57:03,402 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 22:28:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.4180, loss: 3.4180 2023-12-01 21:57:26,349 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 22:27:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4547, loss: 3.4547 2023-12-01 21:57:49,292 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 22:27:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5018, loss: 3.5018 2023-12-01 21:58:12,258 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 22:26:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.4328, loss: 3.4328 2023-12-01 21:58:35,243 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 22:26:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.4471, loss: 3.4471 2023-12-01 21:58:58,156 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 22:26:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.4039, loss: 3.4039 2023-12-01 21:59:21,052 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 22:25:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 3.4431, loss: 3.4431 2023-12-01 21:59:43,943 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 22:25:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.4466, loss: 3.4466 2023-12-01 22:00:06,910 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 22:24:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9594, loss_cls: 3.4960, loss: 3.4960 2023-12-01 22:00:29,838 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 22:24:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.4631, loss: 3.4631 2023-12-01 22:00:52,728 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 22:23:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9656, loss_cls: 3.4598, loss: 3.4598 2023-12-01 22:01:15,613 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 22:23:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4603, loss: 3.4603 2023-12-01 22:01:38,606 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 22:22:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.4308, loss: 3.4308 2023-12-01 22:02:01,507 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 22:22:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.5020, loss: 3.5020 2023-12-01 22:02:24,424 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 22:21:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 3.4926, loss: 3.4926 2023-12-01 22:02:47,287 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 22:21:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9700, loss_cls: 3.4198, loss: 3.4198 2023-12-01 22:03:10,263 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 22:21:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.4632, loss: 3.4632 2023-12-01 22:03:33,333 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 22:20:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9600, loss_cls: 3.4768, loss: 3.4768 2023-12-01 22:03:56,462 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 22:20:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.4367, loss: 3.4367 2023-12-01 22:04:19,456 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 22:19:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.4835, loss: 3.4835 2023-12-01 22:04:42,423 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 22:19:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4679, loss: 3.4679 2023-12-01 22:04:52,105 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-01 22:08:29,897 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 22:08:30,394 - pyskl - INFO - top1_acc 0.7755 top5_acc 0.9559 2023-12-01 22:08:30,398 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_64.pth was removed 2023-12-01 22:08:30,566 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2023-12-01 22:08:30,568 - pyskl - INFO - Best top1_acc is 0.7755 at 68 epoch. 2023-12-01 22:08:30,590 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7755, top5_acc: 0.9559 2023-12-01 22:09:17,254 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 22:18:54, time: 0.467, data_time: 0.232, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.4956, loss: 3.4956 2023-12-01 22:09:40,688 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 22:18:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9606, loss_cls: 3.4828, loss: 3.4828 2023-12-01 22:10:04,048 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 22:18:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 3.4653, loss: 3.4653 2023-12-01 22:10:27,505 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 22:17:35, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.4500, loss: 3.4500 2023-12-01 22:10:51,030 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 22:17:08, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 3.4252, loss: 3.4252 2023-12-01 22:11:14,558 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 22:16:42, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9625, loss_cls: 3.4283, loss: 3.4283 2023-12-01 22:11:38,045 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 22:16:15, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 3.4314, loss: 3.4314 2023-12-01 22:12:01,493 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 22:15:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.4448, loss: 3.4448 2023-12-01 22:12:24,916 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 22:15:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.4442, loss: 3.4442 2023-12-01 22:12:48,423 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 22:14:55, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 3.4883, loss: 3.4883 2023-12-01 22:13:11,856 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 22:14:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 3.4045, loss: 3.4045 2023-12-01 22:13:35,354 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 22:14:02, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 3.4988, loss: 3.4988 2023-12-01 22:13:58,915 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 22:13:36, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.4532, loss: 3.4532 2023-12-01 22:14:22,415 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 22:13:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4171, loss: 3.4171 2023-12-01 22:14:45,882 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 22:12:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 3.4863, loss: 3.4863 2023-12-01 22:15:09,365 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 22:12:16, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.4812, loss: 3.4812 2023-12-01 22:15:32,894 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 22:11:50, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.4377, loss: 3.4377 2023-12-01 22:15:56,331 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 22:11:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 3.4926, loss: 3.4926 2023-12-01 22:16:19,852 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 22:10:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.4452, loss: 3.4452 2023-12-01 22:16:43,324 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 22:10:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4496, loss: 3.4496 2023-12-01 22:17:06,830 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 22:10:04, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.4533, loss: 3.4533 2023-12-01 22:17:30,320 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 22:09:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.4613, loss: 3.4613 2023-12-01 22:17:53,759 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 22:09:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 3.4615, loss: 3.4615 2023-12-01 22:18:17,210 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 22:08:44, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.4752, loss: 3.4752 2023-12-01 22:18:40,719 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 22:08:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.4239, loss: 3.4239 2023-12-01 22:19:04,080 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 22:07:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.4487, loss: 3.4487 2023-12-01 22:19:27,606 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 22:07:25, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 3.5502, loss: 3.5502 2023-12-01 22:19:51,157 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 22:06:58, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.4528, loss: 3.4528 2023-12-01 22:20:14,619 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 22:06:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.4122, loss: 3.4122 2023-12-01 22:20:38,028 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 22:06:05, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.4741, loss: 3.4741 2023-12-01 22:21:01,513 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 22:05:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.4373, loss: 3.4373 2023-12-01 22:21:24,915 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 22:05:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4809, loss: 3.4809 2023-12-01 22:21:48,382 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 22:04:46, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4999, loss: 3.4999 2023-12-01 22:22:11,792 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 22:04:19, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.4568, loss: 3.4568 2023-12-01 22:22:35,241 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 22:03:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.4472, loss: 3.4472 2023-12-01 22:22:58,743 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 22:03:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4913, loss: 3.4913 2023-12-01 22:23:22,322 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 22:03:00, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9700, loss_cls: 3.4001, loss: 3.4001 2023-12-01 22:23:45,886 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 22:02:33, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.4765, loss: 3.4765 2023-12-01 22:24:09,369 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 22:02:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 3.5136, loss: 3.5136 2023-12-01 22:24:19,249 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-01 22:27:56,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 22:27:57,343 - pyskl - INFO - top1_acc 0.7671 top5_acc 0.9514 2023-12-01 22:27:57,363 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7671, top5_acc: 0.9514 2023-12-01 22:28:43,522 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 22:01:45, time: 0.462, data_time: 0.233, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.3947, loss: 3.3947 2023-12-01 22:29:06,357 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 22:01:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.4021, loss: 3.4021 2023-12-01 22:29:29,283 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 22:00:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.3969, loss: 3.3969 2023-12-01 22:29:52,155 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 22:00:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.4009, loss: 3.4009 2023-12-01 22:30:14,996 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 21:59:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.4056, loss: 3.4056 2023-12-01 22:30:37,999 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 21:59:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.3767, loss: 3.3767 2023-12-01 22:31:00,978 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 21:59:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.3643, loss: 3.3643 2023-12-01 22:31:23,868 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 21:58:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.3788, loss: 3.3788 2023-12-01 22:31:46,804 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 21:58:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 3.4493, loss: 3.4493 2023-12-01 22:32:09,726 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 21:57:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.4422, loss: 3.4422 2023-12-01 22:32:32,676 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 21:57:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4731, loss: 3.4731 2023-12-01 22:32:55,727 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 21:56:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.4935, loss: 3.4935 2023-12-01 22:33:18,690 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 21:56:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.4437, loss: 3.4437 2023-12-01 22:33:41,591 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 21:55:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 3.4504, loss: 3.4504 2023-12-01 22:34:04,562 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 21:55:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.4851, loss: 3.4851 2023-12-01 22:34:27,547 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 21:54:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.3863, loss: 3.3863 2023-12-01 22:34:50,414 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 21:54:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9625, loss_cls: 3.4682, loss: 3.4682 2023-12-01 22:35:13,335 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 21:54:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9600, loss_cls: 3.5161, loss: 3.5161 2023-12-01 22:35:36,236 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 21:53:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.4962, loss: 3.4962 2023-12-01 22:35:59,128 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 21:53:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9613, loss_cls: 3.4883, loss: 3.4883 2023-12-01 22:36:22,081 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 21:52:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.5209, loss: 3.5209 2023-12-01 22:36:44,962 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 21:52:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 3.5032, loss: 3.5032 2023-12-01 22:37:08,063 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 21:51:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.4402, loss: 3.4402 2023-12-01 22:37:30,967 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 21:51:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.4688, loss: 3.4688 2023-12-01 22:37:53,888 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 21:50:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.4479, loss: 3.4479 2023-12-01 22:38:16,857 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 21:50:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.4665, loss: 3.4665 2023-12-01 22:38:39,647 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 21:50:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4347, loss: 3.4347 2023-12-01 22:39:02,526 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 21:49:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 3.4535, loss: 3.4535 2023-12-01 22:39:25,387 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 21:49:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4422, loss: 3.4422 2023-12-01 22:39:48,253 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 21:48:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.4200, loss: 3.4200 2023-12-01 22:40:11,112 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 21:48:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.4606, loss: 3.4606 2023-12-01 22:40:34,027 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 21:47:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.4189, loss: 3.4189 2023-12-01 22:40:56,995 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 21:47:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.4211, loss: 3.4211 2023-12-01 22:41:19,864 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 21:46:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.5072, loss: 3.5072 2023-12-01 22:41:42,722 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 21:46:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5100, loss: 3.5100 2023-12-01 22:42:05,594 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 21:45:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.4600, loss: 3.4600 2023-12-01 22:42:28,499 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 21:45:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4867, loss: 3.4867 2023-12-01 22:42:51,353 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 21:45:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4818, loss: 3.4818 2023-12-01 22:43:14,153 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 21:44:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.4851, loss: 3.4851 2023-12-01 22:43:23,718 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-01 22:47:01,086 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 22:47:01,574 - pyskl - INFO - top1_acc 0.7892 top5_acc 0.9588 2023-12-01 22:47:01,578 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_68.pth was removed 2023-12-01 22:47:01,733 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2023-12-01 22:47:01,736 - pyskl - INFO - Best top1_acc is 0.7892 at 70 epoch. 2023-12-01 22:47:01,765 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7892, top5_acc: 0.9588 2023-12-01 22:47:47,720 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 21:44:14, time: 0.459, data_time: 0.231, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.3820, loss: 3.3820 2023-12-01 22:48:10,603 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 21:43:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.4464, loss: 3.4464 2023-12-01 22:48:33,475 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 21:43:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9838, loss_cls: 3.4047, loss: 3.4047 2023-12-01 22:48:56,409 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 21:42:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.4471, loss: 3.4471 2023-12-01 22:49:19,296 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 21:42:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.4369, loss: 3.4369 2023-12-01 22:49:42,172 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 21:41:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.3793, loss: 3.3793 2023-12-01 22:50:05,105 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 21:41:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9681, loss_cls: 3.3910, loss: 3.3910 2023-12-01 22:50:28,068 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 21:41:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.4643, loss: 3.4643 2023-12-01 22:50:51,017 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 21:40:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9650, loss_cls: 3.4323, loss: 3.4323 2023-12-01 22:51:14,024 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 21:40:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 3.3990, loss: 3.3990 2023-12-01 22:51:36,910 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 21:39:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4731, loss: 3.4731 2023-12-01 22:51:59,786 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 21:39:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9656, loss_cls: 3.4394, loss: 3.4394 2023-12-01 22:52:22,716 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 21:38:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4905, loss: 3.4905 2023-12-01 22:52:45,583 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 21:38:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.4303, loss: 3.4303 2023-12-01 22:53:08,491 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 21:37:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.4177, loss: 3.4177 2023-12-01 22:53:31,450 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 21:37:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9625, loss_cls: 3.4715, loss: 3.4715 2023-12-01 22:53:54,338 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 21:37:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.4356, loss: 3.4356 2023-12-01 22:54:17,287 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 21:36:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4578, loss: 3.4578 2023-12-01 22:54:40,224 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 21:36:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.4751, loss: 3.4751 2023-12-01 22:55:03,092 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 21:35:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9563, loss_cls: 3.5255, loss: 3.5255 2023-12-01 22:55:25,974 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 21:35:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4422, loss: 3.4422 2023-12-01 22:55:48,910 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 21:34:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 3.4488, loss: 3.4488 2023-12-01 22:56:11,900 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 21:34:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 3.4275, loss: 3.4275 2023-12-01 22:56:34,894 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 21:33:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.4532, loss: 3.4532 2023-12-01 22:56:57,820 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 21:33:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9669, loss_cls: 3.4222, loss: 3.4222 2023-12-01 22:57:20,748 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 21:33:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9663, loss_cls: 3.3955, loss: 3.3955 2023-12-01 22:57:43,718 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 21:32:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.4653, loss: 3.4653 2023-12-01 22:58:06,576 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 21:32:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9656, loss_cls: 3.4238, loss: 3.4238 2023-12-01 22:58:29,425 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 21:31:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 3.4644, loss: 3.4644 2023-12-01 22:58:52,301 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 21:31:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 3.4503, loss: 3.4503 2023-12-01 22:59:15,179 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 21:30:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.3896, loss: 3.3896 2023-12-01 22:59:38,079 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 21:30:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.4567, loss: 3.4567 2023-12-01 23:00:00,969 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 21:29:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.4633, loss: 3.4633 2023-12-01 23:00:23,996 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 21:29:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 3.4665, loss: 3.4665 2023-12-01 23:00:46,925 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 21:28:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.4387, loss: 3.4387 2023-12-01 23:01:09,766 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 21:28:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.4857, loss: 3.4857 2023-12-01 23:01:32,739 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 21:28:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 3.4112, loss: 3.4112 2023-12-01 23:01:55,637 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 21:27:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.4316, loss: 3.4316 2023-12-01 23:02:18,543 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 21:27:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4596, loss: 3.4596 2023-12-01 23:02:28,121 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-01 23:06:06,053 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 23:06:06,543 - pyskl - INFO - top1_acc 0.7638 top5_acc 0.9531 2023-12-01 23:06:06,562 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7638, top5_acc: 0.9531 2023-12-01 23:06:52,049 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 21:26:47, time: 0.455, data_time: 0.226, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.3950, loss: 3.3950 2023-12-01 23:07:14,941 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 21:26:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.4070, loss: 3.4070 2023-12-01 23:07:37,841 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 21:25:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.4085, loss: 3.4085 2023-12-01 23:08:00,753 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 21:25:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.3802, loss: 3.3802 2023-12-01 23:08:23,798 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 21:24:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.3869, loss: 3.3869 2023-12-01 23:08:46,705 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 21:24:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9650, loss_cls: 3.4386, loss: 3.4386 2023-12-01 23:09:09,722 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 21:24:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 3.3841, loss: 3.3841 2023-12-01 23:09:32,616 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 21:23:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.3907, loss: 3.3907 2023-12-01 23:09:55,554 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 21:23:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.4441, loss: 3.4441 2023-12-01 23:10:18,376 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 21:22:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 3.4606, loss: 3.4606 2023-12-01 23:10:41,240 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 21:22:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 3.4239, loss: 3.4239 2023-12-01 23:11:04,085 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 21:21:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.3761, loss: 3.3761 2023-12-01 23:11:26,973 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 21:21:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.4664, loss: 3.4664 2023-12-01 23:11:49,785 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 21:20:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.4397, loss: 3.4397 2023-12-01 23:12:12,689 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 21:20:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.3706, loss: 3.3706 2023-12-01 23:12:35,680 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 21:20:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.3790, loss: 3.3790 2023-12-01 23:12:58,520 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 21:19:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.4842, loss: 3.4842 2023-12-01 23:13:21,479 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 21:19:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.3795, loss: 3.3795 2023-12-01 23:13:44,420 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 21:18:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.4641, loss: 3.4641 2023-12-01 23:14:07,218 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 21:18:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.4488, loss: 3.4488 2023-12-01 23:14:30,096 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 21:17:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.4863, loss: 3.4863 2023-12-01 23:14:53,007 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 21:17:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.4387, loss: 3.4387 2023-12-01 23:15:15,917 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 21:16:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.4130, loss: 3.4130 2023-12-01 23:15:38,930 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 21:16:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 3.4948, loss: 3.4948 2023-12-01 23:16:01,841 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 21:16:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4103, loss: 3.4103 2023-12-01 23:16:24,679 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 21:15:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.4596, loss: 3.4596 2023-12-01 23:16:47,607 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 21:15:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.4507, loss: 3.4507 2023-12-01 23:17:10,480 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 21:14:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.4496, loss: 3.4496 2023-12-01 23:17:33,371 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 21:14:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3926, loss: 3.3926 2023-12-01 23:17:56,268 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 21:13:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.4515, loss: 3.4515 2023-12-01 23:18:19,220 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 21:13:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9663, loss_cls: 3.4288, loss: 3.4288 2023-12-01 23:18:42,098 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 21:12:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 3.4687, loss: 3.4687 2023-12-01 23:19:05,025 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 21:12:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.4450, loss: 3.4450 2023-12-01 23:19:27,988 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 21:11:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.5047, loss: 3.5047 2023-12-01 23:19:50,983 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 21:11:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.4326, loss: 3.4326 2023-12-01 23:20:13,952 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 21:11:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.4264, loss: 3.4264 2023-12-01 23:20:36,911 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 21:10:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9681, loss_cls: 3.4346, loss: 3.4346 2023-12-01 23:20:59,825 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 21:10:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.4160, loss: 3.4160 2023-12-01 23:21:22,777 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 21:09:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.4376, loss: 3.4376 2023-12-01 23:21:32,356 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-01 23:25:09,694 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 23:25:10,183 - pyskl - INFO - top1_acc 0.7692 top5_acc 0.9564 2023-12-01 23:25:10,205 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7692, top5_acc: 0.9564 2023-12-01 23:25:56,451 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 21:09:23, time: 0.462, data_time: 0.235, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9675, loss_cls: 3.4372, loss: 3.4372 2023-12-01 23:26:19,317 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 21:08:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.3789, loss: 3.3789 2023-12-01 23:26:42,193 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 21:08:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9744, loss_cls: 3.3289, loss: 3.3289 2023-12-01 23:27:05,061 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 21:08:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 3.4079, loss: 3.4079 2023-12-01 23:27:28,086 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 21:07:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.4052, loss: 3.4052 2023-12-01 23:27:51,039 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 21:07:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9669, loss_cls: 3.4224, loss: 3.4224 2023-12-01 23:28:13,986 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 21:06:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 3.4324, loss: 3.4324 2023-12-01 23:28:36,865 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 21:06:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.3891, loss: 3.3891 2023-12-01 23:28:59,719 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 21:05:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.4219, loss: 3.4219 2023-12-01 23:29:22,639 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 21:05:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.4125, loss: 3.4125 2023-12-01 23:29:45,558 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 21:04:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.4838, loss: 3.4838 2023-12-01 23:30:08,397 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 21:04:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9700, loss_cls: 3.3879, loss: 3.3879 2023-12-01 23:30:31,387 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 21:04:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 3.4194, loss: 3.4194 2023-12-01 23:30:54,380 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 21:03:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.3791, loss: 3.3791 2023-12-01 23:31:17,405 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 21:03:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.3609, loss: 3.3609 2023-12-01 23:31:40,390 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 21:02:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.4366, loss: 3.4366 2023-12-01 23:32:03,423 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 21:02:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 3.4538, loss: 3.4538 2023-12-01 23:32:26,468 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 21:01:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.4687, loss: 3.4687 2023-12-01 23:32:49,412 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 21:01:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.4650, loss: 3.4650 2023-12-01 23:33:12,317 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 21:00:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.4376, loss: 3.4376 2023-12-01 23:33:35,142 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 21:00:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.4313, loss: 3.4313 2023-12-01 23:33:58,093 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 21:00:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.4306, loss: 3.4306 2023-12-01 23:34:21,019 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 20:59:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9656, loss_cls: 3.4226, loss: 3.4226 2023-12-01 23:34:43,983 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 20:59:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.4250, loss: 3.4250 2023-12-01 23:35:06,922 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 20:58:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.4023, loss: 3.4023 2023-12-01 23:35:29,802 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 20:58:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.4298, loss: 3.4298 2023-12-01 23:35:52,604 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 20:57:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.4637, loss: 3.4637 2023-12-01 23:36:15,398 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 20:57:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.4959, loss: 3.4959 2023-12-01 23:36:38,318 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 20:56:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 3.5042, loss: 3.5042 2023-12-01 23:37:01,263 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 20:56:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9619, loss_cls: 3.4450, loss: 3.4450 2023-12-01 23:37:24,169 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 20:56:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.4390, loss: 3.4390 2023-12-01 23:37:47,113 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 20:55:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4743, loss: 3.4743 2023-12-01 23:38:09,944 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 20:55:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4619, loss: 3.4619 2023-12-01 23:38:32,798 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 20:54:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.4712, loss: 3.4712 2023-12-01 23:38:55,640 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 20:54:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.4324, loss: 3.4324 2023-12-01 23:39:18,622 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 20:53:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.4429, loss: 3.4429 2023-12-01 23:39:41,493 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 20:53:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.4207, loss: 3.4207 2023-12-01 23:40:04,506 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 20:52:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.4445, loss: 3.4445 2023-12-01 23:40:27,476 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 20:52:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4233, loss: 3.4233 2023-12-01 23:40:37,111 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-01 23:44:16,404 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-01 23:44:16,889 - pyskl - INFO - top1_acc 0.7717 top5_acc 0.9541 2023-12-01 23:44:16,912 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7717, top5_acc: 0.9541 2023-12-01 23:45:02,345 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 20:52:03, time: 0.454, data_time: 0.225, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.4221, loss: 3.4221 2023-12-01 23:45:25,291 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 20:51:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.3906, loss: 3.3906 2023-12-01 23:45:48,273 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 20:51:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 3.3350, loss: 3.3350 2023-12-01 23:46:11,297 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 20:50:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9637, loss_cls: 3.4487, loss: 3.4487 2023-12-01 23:46:34,380 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 20:50:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9625, loss_cls: 3.4755, loss: 3.4755 2023-12-01 23:46:57,343 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 20:49:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.3673, loss: 3.3673 2023-12-01 23:47:20,225 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 20:49:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.4242, loss: 3.4242 2023-12-01 23:47:43,227 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 20:48:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.4300, loss: 3.4300 2023-12-01 23:48:06,184 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 20:48:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 3.4501, loss: 3.4501 2023-12-01 23:48:29,170 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 20:48:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.4352, loss: 3.4352 2023-12-01 23:48:52,300 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 20:47:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4292, loss: 3.4292 2023-12-01 23:49:15,475 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 20:47:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 3.4306, loss: 3.4306 2023-12-01 23:49:38,465 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 20:46:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9656, loss_cls: 3.3938, loss: 3.3938 2023-12-01 23:50:01,430 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 20:46:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 3.4126, loss: 3.4126 2023-12-01 23:50:24,502 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 20:45:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.3946, loss: 3.3946 2023-12-01 23:50:47,426 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 20:45:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.4253, loss: 3.4253 2023-12-01 23:51:10,419 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 20:44:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.3357, loss: 3.3357 2023-12-01 23:51:33,472 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 20:44:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.4125, loss: 3.4125 2023-12-01 23:51:56,371 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 20:44:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9613, loss_cls: 3.4804, loss: 3.4804 2023-12-01 23:52:19,338 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 20:43:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.4361, loss: 3.4361 2023-12-01 23:52:42,318 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 20:43:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.3847, loss: 3.3847 2023-12-01 23:53:05,353 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 20:42:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.4751, loss: 3.4751 2023-12-01 23:53:28,389 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 20:42:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4344, loss: 3.4344 2023-12-01 23:53:51,431 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 20:41:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.4045, loss: 3.4045 2023-12-01 23:54:14,445 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 20:41:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.4358, loss: 3.4358 2023-12-01 23:54:37,568 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 20:40:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.4456, loss: 3.4456 2023-12-01 23:55:00,656 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 20:40:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.4145, loss: 3.4145 2023-12-01 23:55:23,610 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 20:40:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9675, loss_cls: 3.4012, loss: 3.4012 2023-12-01 23:55:46,530 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 20:39:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.4175, loss: 3.4175 2023-12-01 23:56:09,443 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 20:39:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.3991, loss: 3.3991 2023-12-01 23:56:32,472 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 20:38:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3937, loss: 3.3937 2023-12-01 23:56:55,511 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 20:38:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.4345, loss: 3.4345 2023-12-01 23:57:18,527 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 20:37:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.4151, loss: 3.4151 2023-12-01 23:57:41,476 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 20:37:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.4858, loss: 3.4858 2023-12-01 23:58:04,429 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 20:36:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4421, loss: 3.4421 2023-12-01 23:58:27,425 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 20:36:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9581, loss_cls: 3.4836, loss: 3.4836 2023-12-01 23:58:50,490 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 20:36:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.4626, loss: 3.4626 2023-12-01 23:59:13,457 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 20:35:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.4721, loss: 3.4721 2023-12-01 23:59:36,337 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 20:35:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.4198, loss: 3.4198 2023-12-01 23:59:45,851 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-02 00:03:23,631 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 00:03:24,134 - pyskl - INFO - top1_acc 0.7816 top5_acc 0.9590 2023-12-02 00:03:24,156 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7816, top5_acc: 0.9590 2023-12-02 00:04:10,536 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 20:34:50, time: 0.464, data_time: 0.235, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.4162, loss: 3.4162 2023-12-02 00:04:33,307 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 20:34:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.3632, loss: 3.3632 2023-12-02 00:04:56,188 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 20:33:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 3.3992, loss: 3.3992 2023-12-02 00:05:19,140 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 20:33:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.3856, loss: 3.3856 2023-12-02 00:05:42,118 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 20:33:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.3466, loss: 3.3466 2023-12-02 00:06:05,075 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 20:32:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4064, loss: 3.4064 2023-12-02 00:06:28,011 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 20:32:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9681, loss_cls: 3.3764, loss: 3.3764 2023-12-02 00:06:50,857 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 20:31:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.3683, loss: 3.3683 2023-12-02 00:07:13,793 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 20:31:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.4027, loss: 3.4027 2023-12-02 00:07:36,757 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 20:30:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4128, loss: 3.4128 2023-12-02 00:07:59,704 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 20:30:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4647, loss: 3.4647 2023-12-02 00:08:22,662 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 20:29:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.3631, loss: 3.3631 2023-12-02 00:08:45,650 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 20:29:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.3545, loss: 3.3545 2023-12-02 00:09:08,609 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 20:29:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9650, loss_cls: 3.4299, loss: 3.4299 2023-12-02 00:09:31,501 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 20:28:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9637, loss_cls: 3.4410, loss: 3.4410 2023-12-02 00:09:54,446 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 20:28:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.4418, loss: 3.4418 2023-12-02 00:10:17,358 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 20:27:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.3948, loss: 3.3948 2023-12-02 00:10:40,326 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 20:27:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.3669, loss: 3.3669 2023-12-02 00:11:03,254 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 20:26:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 3.4022, loss: 3.4022 2023-12-02 00:11:26,307 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 20:26:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.4176, loss: 3.4176 2023-12-02 00:11:49,135 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 20:25:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.3485, loss: 3.3485 2023-12-02 00:12:12,014 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 20:25:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.4263, loss: 3.4263 2023-12-02 00:12:34,913 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 20:25:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.4260, loss: 3.4260 2023-12-02 00:12:57,922 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 20:24:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.4384, loss: 3.4384 2023-12-02 00:13:20,890 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 20:24:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.4712, loss: 3.4712 2023-12-02 00:13:43,806 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 20:23:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4260, loss: 3.4260 2023-12-02 00:14:06,639 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 20:23:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.4069, loss: 3.4069 2023-12-02 00:14:29,598 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 20:22:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4479, loss: 3.4479 2023-12-02 00:14:52,486 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 20:22:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9656, loss_cls: 3.4357, loss: 3.4357 2023-12-02 00:15:15,404 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 20:21:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.4042, loss: 3.4042 2023-12-02 00:15:38,383 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 20:21:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.4347, loss: 3.4347 2023-12-02 00:16:01,261 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 20:21:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 3.3555, loss: 3.3555 2023-12-02 00:16:24,125 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 20:20:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 3.4145, loss: 3.4145 2023-12-02 00:16:47,058 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 20:20:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9681, loss_cls: 3.4383, loss: 3.4383 2023-12-02 00:17:10,013 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 20:19:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.3792, loss: 3.3792 2023-12-02 00:17:32,944 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 20:19:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.4481, loss: 3.4481 2023-12-02 00:17:55,881 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 20:18:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9637, loss_cls: 3.4448, loss: 3.4448 2023-12-02 00:18:18,775 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 20:18:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 3.4615, loss: 3.4615 2023-12-02 00:18:41,797 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 20:18:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 3.3854, loss: 3.3854 2023-12-02 00:18:51,440 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-02 00:22:29,381 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 00:22:29,878 - pyskl - INFO - top1_acc 0.7799 top5_acc 0.9565 2023-12-02 00:22:29,903 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7799, top5_acc: 0.9565 2023-12-02 00:23:16,048 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 20:17:37, time: 0.461, data_time: 0.233, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 3.4019, loss: 3.4019 2023-12-02 00:23:38,884 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 20:17:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 3.3687, loss: 3.3687 2023-12-02 00:24:01,669 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 20:16:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.3654, loss: 3.3654 2023-12-02 00:24:24,573 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 20:16:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.4413, loss: 3.4413 2023-12-02 00:24:47,502 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 20:15:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 3.3894, loss: 3.3894 2023-12-02 00:25:10,376 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 20:15:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.4233, loss: 3.4233 2023-12-02 00:25:33,383 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 20:14:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9681, loss_cls: 3.4138, loss: 3.4138 2023-12-02 00:25:56,314 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 20:14:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.4020, loss: 3.4020 2023-12-02 00:26:19,162 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 20:14:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3973, loss: 3.3973 2023-12-02 00:26:42,070 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 20:13:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.3868, loss: 3.3868 2023-12-02 00:27:05,034 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 20:13:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.4345, loss: 3.4345 2023-12-02 00:27:27,888 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 20:12:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 3.4421, loss: 3.4421 2023-12-02 00:27:50,763 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 20:12:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.3682, loss: 3.3682 2023-12-02 00:28:13,673 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 20:11:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.4069, loss: 3.4069 2023-12-02 00:28:36,630 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 20:11:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9650, loss_cls: 3.4268, loss: 3.4268 2023-12-02 00:28:59,469 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 20:10:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4077, loss: 3.4077 2023-12-02 00:29:22,485 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 20:10:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.4538, loss: 3.4538 2023-12-02 00:29:45,442 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 20:10:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.4491, loss: 3.4491 2023-12-02 00:30:08,472 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 20:09:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3926, loss: 3.3926 2023-12-02 00:30:31,351 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 20:09:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 3.4076, loss: 3.4076 2023-12-02 00:30:54,280 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 20:08:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.3910, loss: 3.3910 2023-12-02 00:31:17,233 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 20:08:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.3958, loss: 3.3958 2023-12-02 00:31:40,141 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 20:07:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 3.4049, loss: 3.4049 2023-12-02 00:32:03,099 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 20:07:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3869, loss: 3.3869 2023-12-02 00:32:26,010 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 20:07:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.4131, loss: 3.4131 2023-12-02 00:32:48,913 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 20:06:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.4259, loss: 3.4259 2023-12-02 00:33:11,886 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 20:06:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.3616, loss: 3.3616 2023-12-02 00:33:34,814 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 20:05:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.3876, loss: 3.3876 2023-12-02 00:33:57,647 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 20:05:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.3713, loss: 3.3713 2023-12-02 00:34:20,560 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 20:04:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 3.4356, loss: 3.4356 2023-12-02 00:34:43,579 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 20:04:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4189, loss: 3.4189 2023-12-02 00:35:06,349 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 20:03:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4557, loss: 3.4557 2023-12-02 00:35:29,131 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 20:03:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 3.4232, loss: 3.4232 2023-12-02 00:35:51,975 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 20:03:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.4221, loss: 3.4221 2023-12-02 00:36:14,875 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 20:02:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.4012, loss: 3.4012 2023-12-02 00:36:37,791 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 20:02:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9637, loss_cls: 3.4374, loss: 3.4374 2023-12-02 00:37:00,709 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 20:01:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.3775, loss: 3.3775 2023-12-02 00:37:23,552 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 20:01:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.3897, loss: 3.3897 2023-12-02 00:37:46,361 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 20:00:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 3.3237, loss: 3.3237 2023-12-02 00:37:55,922 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-02 00:41:33,473 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 00:41:33,972 - pyskl - INFO - top1_acc 0.7811 top5_acc 0.9590 2023-12-02 00:41:33,996 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7811, top5_acc: 0.9590 2023-12-02 00:42:20,580 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 20:00:26, time: 0.466, data_time: 0.235, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4039, loss: 3.4039 2023-12-02 00:42:43,648 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 20:00:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.3368, loss: 3.3368 2023-12-02 00:43:06,794 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 19:59:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3802, loss: 3.3802 2023-12-02 00:43:29,810 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 19:59:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.3824, loss: 3.3824 2023-12-02 00:43:52,906 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 19:58:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 3.4052, loss: 3.4052 2023-12-02 00:44:16,112 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 19:58:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.3926, loss: 3.3926 2023-12-02 00:44:39,240 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 19:57:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.3941, loss: 3.3941 2023-12-02 00:45:02,370 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 19:57:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.4363, loss: 3.4363 2023-12-02 00:45:25,408 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 19:56:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 3.3627, loss: 3.3627 2023-12-02 00:45:48,409 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 19:56:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 3.3587, loss: 3.3587 2023-12-02 00:46:11,419 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 19:56:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 3.3736, loss: 3.3736 2023-12-02 00:46:34,508 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 19:55:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.3874, loss: 3.3874 2023-12-02 00:46:57,592 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 19:55:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.3574, loss: 3.3574 2023-12-02 00:47:20,615 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 19:54:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.3884, loss: 3.3884 2023-12-02 00:47:43,739 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 19:54:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 3.4111, loss: 3.4111 2023-12-02 00:48:06,882 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 19:53:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 3.4055, loss: 3.4055 2023-12-02 00:48:29,987 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 19:53:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.4035, loss: 3.4035 2023-12-02 00:48:53,202 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 19:53:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 3.4077, loss: 3.4077 2023-12-02 00:49:16,277 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 19:52:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.4364, loss: 3.4364 2023-12-02 00:49:39,364 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 19:52:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.4011, loss: 3.4011 2023-12-02 00:50:02,390 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 19:51:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.3871, loss: 3.3871 2023-12-02 00:50:25,477 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 19:51:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 3.4306, loss: 3.4306 2023-12-02 00:50:48,593 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 19:50:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.4041, loss: 3.4041 2023-12-02 00:51:11,669 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 19:50:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 3.3532, loss: 3.3532 2023-12-02 00:51:34,892 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 19:49:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.3777, loss: 3.3777 2023-12-02 00:51:58,045 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 19:49:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4469, loss: 3.4469 2023-12-02 00:52:21,110 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 19:49:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9644, loss_cls: 3.4411, loss: 3.4411 2023-12-02 00:52:44,193 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 19:48:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.4033, loss: 3.4033 2023-12-02 00:53:07,299 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 19:48:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.4027, loss: 3.4027 2023-12-02 00:53:30,474 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 19:47:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.4381, loss: 3.4381 2023-12-02 00:53:53,605 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 19:47:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.3810, loss: 3.3810 2023-12-02 00:54:16,683 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 19:46:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.3704, loss: 3.3704 2023-12-02 00:54:39,837 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 19:46:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3932, loss: 3.3932 2023-12-02 00:55:02,973 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 19:46:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.3953, loss: 3.3953 2023-12-02 00:55:26,079 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 19:45:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9694, loss_cls: 3.3774, loss: 3.3774 2023-12-02 00:55:49,294 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 19:45:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.4661, loss: 3.4661 2023-12-02 00:56:12,403 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 19:44:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.4090, loss: 3.4090 2023-12-02 00:56:35,561 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 19:44:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 3.3811, loss: 3.3811 2023-12-02 00:56:58,656 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 19:43:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.4383, loss: 3.4383 2023-12-02 00:57:08,322 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-02 01:00:45,678 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 01:00:46,173 - pyskl - INFO - top1_acc 0.7870 top5_acc 0.9558 2023-12-02 01:00:46,195 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7870, top5_acc: 0.9558 2023-12-02 01:01:32,534 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 19:43:26, time: 0.463, data_time: 0.231, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.4174, loss: 3.4174 2023-12-02 01:01:55,718 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 19:43:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 3.3055, loss: 3.3055 2023-12-02 01:02:18,820 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 19:42:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 3.3117, loss: 3.3117 2023-12-02 01:02:41,982 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 19:42:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.3937, loss: 3.3937 2023-12-02 01:03:05,205 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 19:41:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.3693, loss: 3.3693 2023-12-02 01:03:28,361 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 19:41:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 3.3438, loss: 3.3438 2023-12-02 01:03:51,504 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 19:40:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 3.3466, loss: 3.3466 2023-12-02 01:04:14,588 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 19:40:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.4153, loss: 3.4153 2023-12-02 01:04:37,713 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 19:39:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.3565, loss: 3.3565 2023-12-02 01:05:00,891 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 19:39:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9744, loss_cls: 3.3484, loss: 3.3484 2023-12-02 01:05:24,056 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 19:39:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.3930, loss: 3.3930 2023-12-02 01:05:47,240 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 19:38:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 3.4113, loss: 3.4113 2023-12-02 01:06:10,493 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 19:38:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.3560, loss: 3.3560 2023-12-02 01:06:33,637 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 19:37:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 3.3470, loss: 3.3470 2023-12-02 01:06:56,750 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 19:37:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.3706, loss: 3.3706 2023-12-02 01:07:19,845 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 19:36:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 3.4206, loss: 3.4206 2023-12-02 01:07:42,947 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 19:36:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.4266, loss: 3.4266 2023-12-02 01:08:06,094 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 19:36:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 3.4157, loss: 3.4157 2023-12-02 01:08:29,235 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 19:35:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.4348, loss: 3.4348 2023-12-02 01:08:52,409 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 19:35:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.3942, loss: 3.3942 2023-12-02 01:09:15,588 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 19:34:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.4011, loss: 3.4011 2023-12-02 01:09:38,812 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 19:34:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.4284, loss: 3.4284 2023-12-02 01:10:02,091 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 19:33:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.3651, loss: 3.3651 2023-12-02 01:10:25,314 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 19:33:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3813, loss: 3.3813 2023-12-02 01:10:48,509 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 19:32:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4149, loss: 3.4149 2023-12-02 01:11:11,686 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 19:32:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.4074, loss: 3.4074 2023-12-02 01:11:34,853 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 19:32:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9694, loss_cls: 3.3893, loss: 3.3893 2023-12-02 01:11:57,979 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 19:31:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.4590, loss: 3.4590 2023-12-02 01:12:21,167 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 19:31:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 3.4805, loss: 3.4805 2023-12-02 01:12:44,267 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 19:30:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 3.4266, loss: 3.4266 2023-12-02 01:13:07,431 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 19:30:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.4196, loss: 3.4196 2023-12-02 01:13:30,658 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 19:29:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.4301, loss: 3.4301 2023-12-02 01:13:53,976 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 19:29:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 3.4021, loss: 3.4021 2023-12-02 01:14:17,147 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 19:29:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 3.4229, loss: 3.4229 2023-12-02 01:14:40,390 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 19:28:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.3966, loss: 3.3966 2023-12-02 01:15:03,547 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 19:28:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.3881, loss: 3.3881 2023-12-02 01:15:26,740 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 19:27:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.3910, loss: 3.3910 2023-12-02 01:15:49,873 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 19:27:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.3915, loss: 3.3915 2023-12-02 01:16:12,955 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 19:26:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9700, loss_cls: 3.3900, loss: 3.3900 2023-12-02 01:16:22,722 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-02 01:20:00,469 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 01:20:00,957 - pyskl - INFO - top1_acc 0.7630 top5_acc 0.9510 2023-12-02 01:20:00,980 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7630, top5_acc: 0.9510 2023-12-02 01:20:46,873 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 19:26:30, time: 0.459, data_time: 0.230, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 3.3503, loss: 3.3503 2023-12-02 01:21:09,684 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 19:26:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 3.3451, loss: 3.3451 2023-12-02 01:21:32,566 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 19:25:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.3279, loss: 3.3279 2023-12-02 01:21:55,553 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 19:25:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.4123, loss: 3.4123 2023-12-02 01:22:18,497 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 19:24:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 3.3847, loss: 3.3847 2023-12-02 01:22:41,472 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 19:24:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 3.3768, loss: 3.3768 2023-12-02 01:23:04,423 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 19:23:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.3634, loss: 3.3634 2023-12-02 01:23:27,323 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 19:23:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.3769, loss: 3.3769 2023-12-02 01:23:50,217 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 19:23:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 3.3544, loss: 3.3544 2023-12-02 01:24:13,151 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 19:22:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.3802, loss: 3.3802 2023-12-02 01:24:36,084 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 19:22:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 3.3525, loss: 3.3525 2023-12-02 01:24:59,067 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 19:21:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9606, loss_cls: 3.4464, loss: 3.4464 2023-12-02 01:25:21,911 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 19:21:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.4236, loss: 3.4236 2023-12-02 01:25:44,807 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 19:20:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3993, loss: 3.3993 2023-12-02 01:26:07,706 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 19:20:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.3868, loss: 3.3868 2023-12-02 01:26:30,720 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 19:19:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3888, loss: 3.3888 2023-12-02 01:26:53,721 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 19:19:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.3280, loss: 3.3280 2023-12-02 01:27:16,633 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 19:19:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.3851, loss: 3.3851 2023-12-02 01:27:39,627 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 19:18:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 3.3550, loss: 3.3550 2023-12-02 01:28:02,567 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 19:18:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9694, loss_cls: 3.3800, loss: 3.3800 2023-12-02 01:28:25,502 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 19:17:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.4188, loss: 3.4188 2023-12-02 01:28:48,408 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 19:17:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9675, loss_cls: 3.3912, loss: 3.3912 2023-12-02 01:29:11,241 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 19:16:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 3.4249, loss: 3.4249 2023-12-02 01:29:34,123 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 19:16:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.3922, loss: 3.3922 2023-12-02 01:29:57,004 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 19:15:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.4194, loss: 3.4194 2023-12-02 01:30:19,950 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 19:15:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 3.3942, loss: 3.3942 2023-12-02 01:30:42,918 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 19:15:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 3.3623, loss: 3.3623 2023-12-02 01:31:05,730 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 19:14:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.3892, loss: 3.3892 2023-12-02 01:31:28,588 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 19:14:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 3.4307, loss: 3.4307 2023-12-02 01:31:51,592 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 19:13:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.3799, loss: 3.3799 2023-12-02 01:32:14,527 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 19:13:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 3.4305, loss: 3.4305 2023-12-02 01:32:37,545 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 19:12:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 3.3962, loss: 3.3962 2023-12-02 01:33:00,540 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 19:12:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 3.3507, loss: 3.3507 2023-12-02 01:33:23,589 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 19:12:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 3.4512, loss: 3.4512 2023-12-02 01:33:46,630 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 19:11:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.3932, loss: 3.3932 2023-12-02 01:34:09,565 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 19:11:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.3904, loss: 3.3904 2023-12-02 01:34:32,531 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 19:10:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.3841, loss: 3.3841 2023-12-02 01:34:55,455 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 19:10:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9706, loss_cls: 3.3612, loss: 3.3612 2023-12-02 01:35:18,377 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 19:09:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.3702, loss: 3.3702 2023-12-02 01:35:28,094 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-02 01:39:05,989 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 01:39:06,474 - pyskl - INFO - top1_acc 0.7832 top5_acc 0.9566 2023-12-02 01:39:06,493 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7832, top5_acc: 0.9566 2023-12-02 01:39:52,474 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 19:09:28, time: 0.460, data_time: 0.232, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.3714, loss: 3.3714 2023-12-02 01:40:15,264 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 19:09:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.3722, loss: 3.3722 2023-12-02 01:40:38,205 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 19:08:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 3.2955, loss: 3.2955 2023-12-02 01:41:01,089 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 19:08:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 3.3739, loss: 3.3739 2023-12-02 01:41:23,980 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 19:07:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 3.3444, loss: 3.3444 2023-12-02 01:41:46,898 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 19:07:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.3751, loss: 3.3751 2023-12-02 01:42:09,702 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 19:06:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 3.3313, loss: 3.3313 2023-12-02 01:42:32,508 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 19:06:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.3525, loss: 3.3525 2023-12-02 01:42:55,346 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 19:05:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.3646, loss: 3.3646 2023-12-02 01:43:18,155 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 19:05:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.4177, loss: 3.4177 2023-12-02 01:43:41,124 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 19:05:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.3583, loss: 3.3583 2023-12-02 01:44:04,113 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 19:04:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 3.3305, loss: 3.3305 2023-12-02 01:44:27,116 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 19:04:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.3558, loss: 3.3558 2023-12-02 01:44:50,056 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 19:03:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.4096, loss: 3.4096 2023-12-02 01:45:12,879 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 19:03:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3911, loss: 3.3911 2023-12-02 01:45:35,816 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 19:02:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.4424, loss: 3.4424 2023-12-02 01:45:58,686 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 19:02:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.3832, loss: 3.3832 2023-12-02 01:46:21,618 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 19:02:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 3.3940, loss: 3.3940 2023-12-02 01:46:44,474 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 19:01:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9681, loss_cls: 3.4205, loss: 3.4205 2023-12-02 01:47:07,350 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 19:01:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.4390, loss: 3.4390 2023-12-02 01:47:30,198 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 19:00:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.3983, loss: 3.3983 2023-12-02 01:47:53,072 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 19:00:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 3.3556, loss: 3.3556 2023-12-02 01:48:15,915 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 18:59:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.3681, loss: 3.3681 2023-12-02 01:48:38,898 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 18:59:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 3.4498, loss: 3.4498 2023-12-02 01:49:01,809 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 18:58:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 3.3913, loss: 3.3913 2023-12-02 01:49:24,793 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 18:58:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.3650, loss: 3.3650 2023-12-02 01:49:47,696 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 18:58:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 3.3090, loss: 3.3090 2023-12-02 01:50:10,637 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 18:57:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.3780, loss: 3.3780 2023-12-02 01:50:33,608 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 18:57:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 3.3571, loss: 3.3571 2023-12-02 01:50:56,467 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 18:56:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 3.3934, loss: 3.3934 2023-12-02 01:51:19,355 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 18:56:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.3148, loss: 3.3148 2023-12-02 01:51:42,268 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 18:55:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.3913, loss: 3.3913 2023-12-02 01:52:05,226 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 18:55:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.4120, loss: 3.4120 2023-12-02 01:52:28,072 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 18:55:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.3649, loss: 3.3649 2023-12-02 01:52:50,878 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 18:54:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9688, loss_cls: 3.3486, loss: 3.3486 2023-12-02 01:53:13,703 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 18:54:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.3979, loss: 3.3979 2023-12-02 01:53:36,688 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 18:53:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3683, loss: 3.3683 2023-12-02 01:53:59,536 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 18:53:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.3654, loss: 3.3654 2023-12-02 01:54:22,461 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 18:52:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.4313, loss: 3.4313 2023-12-02 01:54:32,112 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-02 01:58:09,798 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 01:58:10,281 - pyskl - INFO - top1_acc 0.8012 top5_acc 0.9648 2023-12-02 01:58:10,285 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_70.pth was removed 2023-12-02 01:58:10,434 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. 2023-12-02 01:58:10,436 - pyskl - INFO - Best top1_acc is 0.8012 at 80 epoch. 2023-12-02 01:58:10,458 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.8012, top5_acc: 0.9648 2023-12-02 01:58:56,008 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 18:52:27, time: 0.455, data_time: 0.228, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.3102, loss: 3.3102 2023-12-02 01:59:18,861 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 18:52:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 3.3132, loss: 3.3132 2023-12-02 01:59:41,707 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 18:51:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9694, loss_cls: 3.3721, loss: 3.3721 2023-12-02 02:00:04,622 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 18:51:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 3.3246, loss: 3.3246 2023-12-02 02:00:27,462 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 18:50:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 3.3458, loss: 3.3458 2023-12-02 02:00:50,390 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 18:50:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3632, loss: 3.3632 2023-12-02 02:01:13,334 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 18:49:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3766, loss: 3.3766 2023-12-02 02:01:36,296 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 18:49:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3564, loss: 3.3564 2023-12-02 02:01:59,085 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 18:48:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 3.3820, loss: 3.3820 2023-12-02 02:02:21,887 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 18:48:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.3351, loss: 3.3351 2023-12-02 02:02:44,833 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 18:48:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.3247, loss: 3.3247 2023-12-02 02:03:07,720 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 18:47:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.3702, loss: 3.3702 2023-12-02 02:03:30,600 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 18:47:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.4391, loss: 3.4391 2023-12-02 02:03:53,558 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 18:46:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.3950, loss: 3.3950 2023-12-02 02:04:16,428 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 18:46:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.3580, loss: 3.3580 2023-12-02 02:04:39,320 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 18:45:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.3136, loss: 3.3136 2023-12-02 02:05:02,194 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 18:45:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 3.3242, loss: 3.3242 2023-12-02 02:05:25,149 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 18:45:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.3761, loss: 3.3761 2023-12-02 02:05:48,121 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 18:44:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.3842, loss: 3.3842 2023-12-02 02:06:11,035 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 18:44:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.3841, loss: 3.3841 2023-12-02 02:06:33,950 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 18:43:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 3.3941, loss: 3.3941 2023-12-02 02:06:56,753 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 18:43:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 3.3519, loss: 3.3519 2023-12-02 02:07:19,669 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 18:42:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.3963, loss: 3.3963 2023-12-02 02:07:42,704 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 18:42:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.3911, loss: 3.3911 2023-12-02 02:08:05,598 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 18:42:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 3.3402, loss: 3.3402 2023-12-02 02:08:28,441 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 18:41:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 3.3792, loss: 3.3792 2023-12-02 02:08:51,410 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 18:41:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4097, loss: 3.4097 2023-12-02 02:09:14,462 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 18:40:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.3955, loss: 3.3955 2023-12-02 02:09:37,410 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 18:40:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 3.3581, loss: 3.3581 2023-12-02 02:10:00,367 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 18:39:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.3439, loss: 3.3439 2023-12-02 02:10:23,320 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 18:39:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 3.3544, loss: 3.3544 2023-12-02 02:10:46,330 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 18:38:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 3.3736, loss: 3.3736 2023-12-02 02:11:09,277 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 18:38:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.4250, loss: 3.4250 2023-12-02 02:11:32,211 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 18:38:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.3298, loss: 3.3298 2023-12-02 02:11:55,189 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 18:37:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 3.3500, loss: 3.3500 2023-12-02 02:12:18,039 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 18:37:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.3681, loss: 3.3681 2023-12-02 02:12:41,002 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 18:36:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.3543, loss: 3.3543 2023-12-02 02:13:03,903 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 18:36:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.3749, loss: 3.3749 2023-12-02 02:13:26,682 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 18:35:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 3.3149, loss: 3.3149 2023-12-02 02:13:36,232 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-02 02:17:13,570 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 02:17:14,056 - pyskl - INFO - top1_acc 0.7783 top5_acc 0.9549 2023-12-02 02:17:14,077 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7783, top5_acc: 0.9549 2023-12-02 02:18:00,172 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 18:35:30, time: 0.461, data_time: 0.232, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 3.3578, loss: 3.3578 2023-12-02 02:18:23,069 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 18:35:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 3.3393, loss: 3.3393 2023-12-02 02:18:46,001 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 18:34:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.3532, loss: 3.3532 2023-12-02 02:19:08,925 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 18:34:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 3.3631, loss: 3.3631 2023-12-02 02:19:31,835 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 18:33:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9744, loss_cls: 3.3304, loss: 3.3304 2023-12-02 02:19:54,756 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 18:33:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 3.3449, loss: 3.3449 2023-12-02 02:20:17,650 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 18:32:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.3736, loss: 3.3736 2023-12-02 02:20:40,564 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 18:32:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 3.3402, loss: 3.3402 2023-12-02 02:21:03,546 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 18:32:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.3829, loss: 3.3829 2023-12-02 02:21:26,523 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 18:31:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 3.3345, loss: 3.3345 2023-12-02 02:21:49,419 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 18:31:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 3.3162, loss: 3.3162 2023-12-02 02:22:12,227 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 18:30:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 3.3675, loss: 3.3675 2023-12-02 02:22:35,118 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 18:30:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9700, loss_cls: 3.3673, loss: 3.3673 2023-12-02 02:22:57,994 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 18:29:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.3069, loss: 3.3069 2023-12-02 02:23:20,936 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 18:29:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.3784, loss: 3.3784 2023-12-02 02:23:43,949 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 18:28:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 3.3466, loss: 3.3466 2023-12-02 02:24:06,847 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 18:28:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 3.3145, loss: 3.3145 2023-12-02 02:24:29,722 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 18:28:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.3484, loss: 3.3484 2023-12-02 02:24:52,565 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 18:27:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 3.3446, loss: 3.3446 2023-12-02 02:25:15,391 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 18:27:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.4181, loss: 3.4181 2023-12-02 02:25:38,197 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 18:26:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 3.3501, loss: 3.3501 2023-12-02 02:26:01,126 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 18:26:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.3571, loss: 3.3571 2023-12-02 02:26:24,119 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 18:25:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.3665, loss: 3.3665 2023-12-02 02:26:47,009 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 18:25:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.3883, loss: 3.3883 2023-12-02 02:27:10,012 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 18:25:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.4389, loss: 3.4389 2023-12-02 02:27:32,943 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 18:24:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 3.3406, loss: 3.3406 2023-12-02 02:27:55,837 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 18:24:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 3.3803, loss: 3.3803 2023-12-02 02:28:18,746 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 18:23:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.3924, loss: 3.3924 2023-12-02 02:28:41,635 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 18:23:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.3548, loss: 3.3548 2023-12-02 02:29:04,524 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 18:22:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9731, loss_cls: 3.3455, loss: 3.3455 2023-12-02 02:29:27,494 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 18:22:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 3.3940, loss: 3.3940 2023-12-02 02:29:50,501 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 18:22:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.3491, loss: 3.3491 2023-12-02 02:30:13,444 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 18:21:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 3.3335, loss: 3.3335 2023-12-02 02:30:36,500 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 18:21:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 3.3955, loss: 3.3955 2023-12-02 02:30:59,507 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 18:20:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 3.3276, loss: 3.3276 2023-12-02 02:31:22,441 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 18:20:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.3798, loss: 3.3798 2023-12-02 02:31:45,312 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 18:19:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 3.3797, loss: 3.3797 2023-12-02 02:32:08,194 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 18:19:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 3.3553, loss: 3.3553 2023-12-02 02:32:31,148 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 18:19:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.3810, loss: 3.3810 2023-12-02 02:32:40,727 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-02 02:36:17,971 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 02:36:18,461 - pyskl - INFO - top1_acc 0.8016 top5_acc 0.9640 2023-12-02 02:36:18,465 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_80.pth was removed 2023-12-02 02:36:18,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. 2023-12-02 02:36:18,625 - pyskl - INFO - Best top1_acc is 0.8016 at 82 epoch. 2023-12-02 02:36:18,646 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.8016, top5_acc: 0.9640 2023-12-02 02:37:04,000 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 18:18:35, time: 0.453, data_time: 0.225, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.3610, loss: 3.3610 2023-12-02 02:37:26,839 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 18:18:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.3134, loss: 3.3134 2023-12-02 02:37:49,828 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 18:17:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.3121, loss: 3.3121 2023-12-02 02:38:12,762 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 18:17:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 3.3931, loss: 3.3931 2023-12-02 02:38:35,706 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 18:16:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.3190, loss: 3.3190 2023-12-02 02:38:58,640 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 18:16:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 3.3606, loss: 3.3606 2023-12-02 02:39:21,469 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 18:15:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.3605, loss: 3.3605 2023-12-02 02:39:44,325 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 18:15:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.3500, loss: 3.3500 2023-12-02 02:40:07,226 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 18:15:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 3.3619, loss: 3.3619 2023-12-02 02:40:30,126 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 18:14:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 3.2820, loss: 3.2820 2023-12-02 02:40:53,026 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 18:14:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.4178, loss: 3.4178 2023-12-02 02:41:16,082 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 18:13:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3867, loss: 3.3867 2023-12-02 02:41:39,101 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 18:13:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.3948, loss: 3.3948 2023-12-02 02:42:02,020 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 18:12:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 3.3499, loss: 3.3499 2023-12-02 02:42:24,909 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 18:12:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 3.3633, loss: 3.3633 2023-12-02 02:42:47,831 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 18:12:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.3540, loss: 3.3540 2023-12-02 02:43:10,794 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 18:11:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 3.3468, loss: 3.3468 2023-12-02 02:43:33,767 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 18:11:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.3607, loss: 3.3607 2023-12-02 02:43:56,690 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 18:10:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.3488, loss: 3.3488 2023-12-02 02:44:19,558 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 18:10:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9688, loss_cls: 3.3667, loss: 3.3667 2023-12-02 02:44:42,470 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 18:09:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 3.3105, loss: 3.3105 2023-12-02 02:45:05,397 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 18:09:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.3980, loss: 3.3980 2023-12-02 02:45:28,174 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 18:09:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 3.3694, loss: 3.3694 2023-12-02 02:45:51,022 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 18:08:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.3685, loss: 3.3685 2023-12-02 02:46:13,868 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 18:08:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 3.3583, loss: 3.3583 2023-12-02 02:46:36,814 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 18:07:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 3.3580, loss: 3.3580 2023-12-02 02:46:59,712 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 18:07:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 3.3230, loss: 3.3230 2023-12-02 02:47:22,624 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 18:06:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.4066, loss: 3.4066 2023-12-02 02:47:45,546 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 18:06:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.3471, loss: 3.3471 2023-12-02 02:48:08,375 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 18:06:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.3696, loss: 3.3696 2023-12-02 02:48:31,306 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 18:05:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.3788, loss: 3.3788 2023-12-02 02:48:54,251 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 18:05:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.3304, loss: 3.3304 2023-12-02 02:49:17,316 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 18:04:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 3.3555, loss: 3.3555 2023-12-02 02:49:40,284 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 18:04:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.3278, loss: 3.3278 2023-12-02 02:50:03,303 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 18:03:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.3738, loss: 3.3738 2023-12-02 02:50:26,262 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 18:03:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.3844, loss: 3.3844 2023-12-02 02:50:49,199 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 18:03:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 3.3910, loss: 3.3910 2023-12-02 02:51:12,165 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 18:02:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9725, loss_cls: 3.3486, loss: 3.3486 2023-12-02 02:51:35,041 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 18:02:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.3893, loss: 3.3893 2023-12-02 02:51:44,647 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-02 02:55:23,860 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 02:55:24,350 - pyskl - INFO - top1_acc 0.7866 top5_acc 0.9542 2023-12-02 02:55:24,370 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7866, top5_acc: 0.9542 2023-12-02 02:56:09,705 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 18:01:42, time: 0.453, data_time: 0.225, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 3.3336, loss: 3.3336 2023-12-02 02:56:32,594 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 18:01:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.3206, loss: 3.3206 2023-12-02 02:56:55,563 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 18:00:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 3.3265, loss: 3.3265 2023-12-02 02:57:18,510 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 18:00:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 3.3205, loss: 3.3205 2023-12-02 02:57:41,326 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 17:59:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9750, loss_cls: 3.3201, loss: 3.3201 2023-12-02 02:58:04,230 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 17:59:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.3334, loss: 3.3334 2023-12-02 02:58:27,066 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 17:59:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 3.3878, loss: 3.3878 2023-12-02 02:58:49,939 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 17:58:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 3.3358, loss: 3.3358 2023-12-02 02:59:12,820 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 17:58:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 3.3178, loss: 3.3178 2023-12-02 02:59:35,726 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 17:57:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9731, loss_cls: 3.3253, loss: 3.3253 2023-12-02 02:59:58,679 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 17:57:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.3382, loss: 3.3382 2023-12-02 03:00:21,580 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 17:56:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9712, loss_cls: 3.3498, loss: 3.3498 2023-12-02 03:00:44,429 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 17:56:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.3293, loss: 3.3293 2023-12-02 03:01:07,372 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 17:56:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9725, loss_cls: 3.3685, loss: 3.3685 2023-12-02 03:01:30,296 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 17:55:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9688, loss_cls: 3.3814, loss: 3.3814 2023-12-02 03:01:53,287 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 17:55:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.3972, loss: 3.3972 2023-12-02 03:02:16,237 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 17:54:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 3.3311, loss: 3.3311 2023-12-02 03:02:39,142 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 17:54:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.3636, loss: 3.3636 2023-12-02 03:03:02,036 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 17:53:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 3.3228, loss: 3.3228 2023-12-02 03:03:24,874 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 17:53:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 3.2847, loss: 3.2847 2023-12-02 03:03:47,784 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 17:53:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 3.3156, loss: 3.3156 2023-12-02 03:04:10,726 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 17:52:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.3459, loss: 3.3459 2023-12-02 03:04:33,693 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 17:52:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 3.3653, loss: 3.3653 2023-12-02 03:04:56,677 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 17:51:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.4041, loss: 3.4041 2023-12-02 03:05:19,674 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 17:51:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 3.3222, loss: 3.3222 2023-12-02 03:05:42,628 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 17:50:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 3.3059, loss: 3.3059 2023-12-02 03:06:05,534 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 17:50:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3802, loss: 3.3802 2023-12-02 03:06:28,473 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 17:50:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.3511, loss: 3.3511 2023-12-02 03:06:51,390 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 17:49:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.3316, loss: 3.3316 2023-12-02 03:07:14,249 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 17:49:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 3.3747, loss: 3.3747 2023-12-02 03:07:37,136 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 17:48:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.3905, loss: 3.3905 2023-12-02 03:08:00,038 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 17:48:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.3543, loss: 3.3543 2023-12-02 03:08:22,977 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 17:47:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9744, loss_cls: 3.3256, loss: 3.3256 2023-12-02 03:08:45,973 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 17:47:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 3.3897, loss: 3.3897 2023-12-02 03:09:08,893 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 17:47:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.3588, loss: 3.3588 2023-12-02 03:09:31,812 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 17:46:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.3385, loss: 3.3385 2023-12-02 03:09:54,753 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 17:46:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.3166, loss: 3.3166 2023-12-02 03:10:17,744 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 17:45:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.3341, loss: 3.3341 2023-12-02 03:10:40,767 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 17:45:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.3759, loss: 3.3759 2023-12-02 03:10:50,418 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-02 03:14:27,993 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 03:14:28,487 - pyskl - INFO - top1_acc 0.7946 top5_acc 0.9590 2023-12-02 03:14:28,510 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7946, top5_acc: 0.9590 2023-12-02 03:15:13,800 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 17:44:52, time: 0.453, data_time: 0.225, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 3.3075, loss: 3.3075 2023-12-02 03:15:36,586 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 17:44:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 3.3010, loss: 3.3010 2023-12-02 03:15:59,567 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 17:44:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9706, loss_cls: 3.3171, loss: 3.3171 2023-12-02 03:16:22,464 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 17:43:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 3.3080, loss: 3.3080 2023-12-02 03:16:45,331 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 17:43:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 3.3130, loss: 3.3130 2023-12-02 03:17:08,224 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 17:42:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 3.3206, loss: 3.3206 2023-12-02 03:17:31,166 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 17:42:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.3589, loss: 3.3589 2023-12-02 03:17:54,047 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 17:41:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 3.2544, loss: 3.2544 2023-12-02 03:18:16,924 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 17:41:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 3.2774, loss: 3.2774 2023-12-02 03:18:39,806 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 17:40:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 3.2884, loss: 3.2884 2023-12-02 03:19:02,705 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 17:40:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3675, loss: 3.3675 2023-12-02 03:19:25,610 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 17:40:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9731, loss_cls: 3.3274, loss: 3.3274 2023-12-02 03:19:48,559 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 17:39:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.3580, loss: 3.3580 2023-12-02 03:20:11,576 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 17:39:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9725, loss_cls: 3.3468, loss: 3.3468 2023-12-02 03:20:34,586 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 17:38:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 3.3105, loss: 3.3105 2023-12-02 03:20:57,621 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 17:38:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 3.2868, loss: 3.2868 2023-12-02 03:21:20,459 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 17:37:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.2949, loss: 3.2949 2023-12-02 03:21:43,399 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 17:37:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 3.2794, loss: 3.2794 2023-12-02 03:22:06,390 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 17:37:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 3.3207, loss: 3.3207 2023-12-02 03:22:29,281 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 17:36:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 3.3322, loss: 3.3322 2023-12-02 03:22:52,302 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 17:36:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.3163, loss: 3.3163 2023-12-02 03:23:15,280 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 17:35:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 3.3279, loss: 3.3279 2023-12-02 03:23:38,183 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 17:35:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 3.3474, loss: 3.3474 2023-12-02 03:24:01,101 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 17:34:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 3.3415, loss: 3.3415 2023-12-02 03:24:24,034 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 17:34:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.4113, loss: 3.4113 2023-12-02 03:24:46,982 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 17:34:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.3326, loss: 3.3326 2023-12-02 03:25:09,899 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 17:33:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 3.3014, loss: 3.3014 2023-12-02 03:25:32,890 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 17:33:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.3937, loss: 3.3937 2023-12-02 03:25:55,878 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 17:32:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 3.3423, loss: 3.3423 2023-12-02 03:26:18,867 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 17:32:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 3.3065, loss: 3.3065 2023-12-02 03:26:41,821 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 17:31:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 3.3050, loss: 3.3050 2023-12-02 03:27:04,853 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 17:31:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.3851, loss: 3.3851 2023-12-02 03:27:27,852 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 17:31:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.3619, loss: 3.3619 2023-12-02 03:27:50,733 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 17:30:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.3638, loss: 3.3638 2023-12-02 03:28:13,727 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 17:30:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 3.3579, loss: 3.3579 2023-12-02 03:28:36,660 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 17:29:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.4245, loss: 3.4245 2023-12-02 03:28:59,684 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 17:29:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 3.3569, loss: 3.3569 2023-12-02 03:29:22,655 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 17:28:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.3750, loss: 3.3750 2023-12-02 03:29:45,544 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 17:28:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.3792, loss: 3.3792 2023-12-02 03:29:55,198 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-02 03:33:32,169 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 03:33:32,657 - pyskl - INFO - top1_acc 0.7694 top5_acc 0.9563 2023-12-02 03:33:32,679 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7694, top5_acc: 0.9563 2023-12-02 03:34:18,772 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 17:28:04, time: 0.461, data_time: 0.228, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 3.3637, loss: 3.3637 2023-12-02 03:34:42,052 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 17:27:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.3506, loss: 3.3506 2023-12-02 03:35:05,337 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 17:27:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.2849, loss: 3.2849 2023-12-02 03:35:28,587 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 17:26:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 3.2604, loss: 3.2604 2023-12-02 03:35:51,871 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 17:26:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 3.2842, loss: 3.2842 2023-12-02 03:36:15,070 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 17:25:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 3.3028, loss: 3.3028 2023-12-02 03:36:38,215 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 17:25:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 3.2841, loss: 3.2841 2023-12-02 03:37:01,444 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 17:25:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 3.3013, loss: 3.3013 2023-12-02 03:37:24,677 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 17:24:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 3.3453, loss: 3.3453 2023-12-02 03:37:47,847 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 17:24:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 3.3128, loss: 3.3128 2023-12-02 03:38:10,997 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 17:23:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.3249, loss: 3.3249 2023-12-02 03:38:34,339 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 17:23:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 3.2873, loss: 3.2873 2023-12-02 03:38:57,503 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 17:22:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 3.3033, loss: 3.3033 2023-12-02 03:39:20,690 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 17:22:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.3711, loss: 3.3711 2023-12-02 03:39:43,926 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 17:22:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.3638, loss: 3.3638 2023-12-02 03:40:07,084 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 17:21:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 3.3163, loss: 3.3163 2023-12-02 03:40:30,344 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 17:21:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 3.3152, loss: 3.3152 2023-12-02 03:40:53,563 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 17:20:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9844, loss_cls: 3.3728, loss: 3.3728 2023-12-02 03:41:16,793 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 17:20:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.3332, loss: 3.3332 2023-12-02 03:41:40,009 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 17:19:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 3.2816, loss: 3.2816 2023-12-02 03:42:03,264 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 17:19:33, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.3454, loss: 3.3454 2023-12-02 03:42:26,455 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 17:19:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 3.3269, loss: 3.3269 2023-12-02 03:42:49,728 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 17:18:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 3.3033, loss: 3.3033 2023-12-02 03:43:12,964 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 17:18:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 3.3170, loss: 3.3170 2023-12-02 03:43:36,204 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 17:17:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.3541, loss: 3.3541 2023-12-02 03:43:59,485 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 17:17:25, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9712, loss_cls: 3.3619, loss: 3.3619 2023-12-02 03:44:22,776 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 17:17:00, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.3136, loss: 3.3136 2023-12-02 03:44:46,001 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 17:16:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3346, loss: 3.3346 2023-12-02 03:45:09,190 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 17:16:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.3924, loss: 3.3924 2023-12-02 03:45:32,489 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 17:15:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.3262, loss: 3.3262 2023-12-02 03:45:55,721 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 17:15:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 3.3873, loss: 3.3873 2023-12-02 03:46:18,834 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 17:14:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 3.2800, loss: 3.2800 2023-12-02 03:46:42,023 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 17:14:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9675, loss_cls: 3.4059, loss: 3.4059 2023-12-02 03:47:05,279 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 17:14:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 3.3429, loss: 3.3429 2023-12-02 03:47:28,555 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 17:13:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.3916, loss: 3.3916 2023-12-02 03:47:51,825 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 17:13:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.3555, loss: 3.3555 2023-12-02 03:48:15,133 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 17:12:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 3.3095, loss: 3.3095 2023-12-02 03:48:38,304 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 17:12:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.3596, loss: 3.3596 2023-12-02 03:49:01,487 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 17:11:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 3.3648, loss: 3.3648 2023-12-02 03:49:11,249 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-02 03:52:51,061 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 03:52:51,578 - pyskl - INFO - top1_acc 0.7750 top5_acc 0.9534 2023-12-02 03:52:51,605 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7750, top5_acc: 0.9534 2023-12-02 03:53:37,805 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 17:11:28, time: 0.462, data_time: 0.233, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.3075, loss: 3.3075 2023-12-02 03:54:00,647 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 17:11:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9762, loss_cls: 3.3127, loss: 3.3127 2023-12-02 03:54:23,456 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 17:10:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9750, loss_cls: 3.3041, loss: 3.3041 2023-12-02 03:54:46,318 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 17:10:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 3.2642, loss: 3.2642 2023-12-02 03:55:09,142 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 17:09:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.3077, loss: 3.3077 2023-12-02 03:55:32,007 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 17:09:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 3.3349, loss: 3.3349 2023-12-02 03:55:54,889 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 17:08:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 3.3098, loss: 3.3098 2023-12-02 03:56:17,853 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 17:08:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.3565, loss: 3.3565 2023-12-02 03:56:40,725 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 17:08:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.3157, loss: 3.3157 2023-12-02 03:57:03,644 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 17:07:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.3052, loss: 3.3052 2023-12-02 03:57:26,658 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 17:07:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9719, loss_cls: 3.3448, loss: 3.3448 2023-12-02 03:57:49,522 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 17:06:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3744, loss: 3.3744 2023-12-02 03:58:12,516 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 17:06:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 3.2644, loss: 3.2644 2023-12-02 03:58:35,360 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 17:05:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 3.3051, loss: 3.3051 2023-12-02 03:58:58,255 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 17:05:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 3.3298, loss: 3.3298 2023-12-02 03:59:21,234 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 17:05:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.3582, loss: 3.3582 2023-12-02 03:59:44,229 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 17:04:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.3471, loss: 3.3471 2023-12-02 04:00:07,231 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 17:04:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9794, loss_cls: 3.2725, loss: 3.2725 2023-12-02 04:00:30,183 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 17:03:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 3.3111, loss: 3.3111 2023-12-02 04:00:53,018 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 17:03:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 3.3038, loss: 3.3038 2023-12-02 04:01:15,919 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 17:02:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.3599, loss: 3.3599 2023-12-02 04:01:38,839 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 17:02:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.3645, loss: 3.3645 2023-12-02 04:02:01,785 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 17:02:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.3579, loss: 3.3579 2023-12-02 04:02:24,715 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 17:01:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 3.2889, loss: 3.2889 2023-12-02 04:02:47,681 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 17:01:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.3298, loss: 3.3298 2023-12-02 04:03:10,564 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 17:00:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 3.3350, loss: 3.3350 2023-12-02 04:03:33,469 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 17:00:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.3227, loss: 3.3227 2023-12-02 04:03:56,514 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 16:59:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 3.2958, loss: 3.2958 2023-12-02 04:04:19,449 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 16:59:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 3.3416, loss: 3.3416 2023-12-02 04:04:42,316 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 16:59:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 3.3342, loss: 3.3342 2023-12-02 04:05:05,251 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 16:58:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 3.3652, loss: 3.3652 2023-12-02 04:05:28,163 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 16:58:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 3.3967, loss: 3.3967 2023-12-02 04:05:51,124 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 16:57:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.3276, loss: 3.3276 2023-12-02 04:06:14,015 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 16:57:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 3.3078, loss: 3.3078 2023-12-02 04:06:36,908 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 16:56:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.3450, loss: 3.3450 2023-12-02 04:06:59,755 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 16:56:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 3.3114, loss: 3.3114 2023-12-02 04:07:22,704 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 16:56:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 3.3271, loss: 3.3271 2023-12-02 04:07:45,672 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 16:55:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 3.3350, loss: 3.3350 2023-12-02 04:08:08,726 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 16:55:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9725, loss_cls: 3.2962, loss: 3.2962 2023-12-02 04:08:18,377 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-02 04:11:55,625 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 04:11:56,125 - pyskl - INFO - top1_acc 0.8098 top5_acc 0.9669 2023-12-02 04:11:56,129 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_82.pth was removed 2023-12-02 04:11:56,280 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. 2023-12-02 04:11:56,282 - pyskl - INFO - Best top1_acc is 0.8098 at 87 epoch. 2023-12-02 04:11:56,310 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.8098, top5_acc: 0.9669 2023-12-02 04:12:42,837 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 16:54:44, time: 0.465, data_time: 0.235, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 3.2796, loss: 3.2796 2023-12-02 04:13:05,793 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 16:54:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 3.3071, loss: 3.3071 2023-12-02 04:13:28,721 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 16:53:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 3.2445, loss: 3.2445 2023-12-02 04:13:51,751 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 16:53:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 3.2859, loss: 3.2859 2023-12-02 04:14:14,696 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 16:53:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 3.3091, loss: 3.3091 2023-12-02 04:14:37,802 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 16:52:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 3.2768, loss: 3.2768 2023-12-02 04:15:00,892 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 16:52:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 3.2897, loss: 3.2897 2023-12-02 04:15:23,835 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 16:51:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 3.3092, loss: 3.3092 2023-12-02 04:15:46,920 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 16:51:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 3.3308, loss: 3.3308 2023-12-02 04:16:09,884 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 16:50:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 3.2628, loss: 3.2628 2023-12-02 04:16:32,863 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 16:50:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 3.3605, loss: 3.3605 2023-12-02 04:16:55,942 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 16:50:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 3.3566, loss: 3.3566 2023-12-02 04:17:18,961 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 16:49:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 3.3221, loss: 3.3221 2023-12-02 04:17:41,986 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 16:49:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.3032, loss: 3.3032 2023-12-02 04:18:05,046 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 16:48:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 3.2739, loss: 3.2739 2023-12-02 04:18:28,098 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 16:48:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 3.3709, loss: 3.3709 2023-12-02 04:18:51,155 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 16:47:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9756, loss_cls: 3.3377, loss: 3.3377 2023-12-02 04:19:14,285 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 16:47:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 3.3325, loss: 3.3325 2023-12-02 04:19:37,325 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 16:47:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.3177, loss: 3.3177 2023-12-02 04:20:00,343 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 16:46:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 3.3401, loss: 3.3401 2023-12-02 04:20:23,317 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 16:46:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 3.3074, loss: 3.3074 2023-12-02 04:20:46,277 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 16:45:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9731, loss_cls: 3.3805, loss: 3.3805 2023-12-02 04:21:09,299 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 16:45:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9769, loss_cls: 3.3210, loss: 3.3210 2023-12-02 04:21:32,387 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 16:44:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 3.2798, loss: 3.2798 2023-12-02 04:21:55,369 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 16:44:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.3130, loss: 3.3130 2023-12-02 04:22:18,401 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 16:44:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 3.3142, loss: 3.3142 2023-12-02 04:22:41,483 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 16:43:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.3093, loss: 3.3093 2023-12-02 04:23:04,556 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 16:43:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.3482, loss: 3.3482 2023-12-02 04:23:27,533 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 16:42:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9719, loss_cls: 3.3467, loss: 3.3467 2023-12-02 04:23:50,611 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 16:42:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 3.3531, loss: 3.3531 2023-12-02 04:24:13,545 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 16:41:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 3.3067, loss: 3.3067 2023-12-02 04:24:36,552 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 16:41:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.2916, loss: 3.2916 2023-12-02 04:24:59,651 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 16:41:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.3112, loss: 3.3112 2023-12-02 04:25:22,760 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 16:40:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9762, loss_cls: 3.3058, loss: 3.3058 2023-12-02 04:25:45,862 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 16:40:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 3.3084, loss: 3.3084 2023-12-02 04:26:08,852 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 16:39:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.3571, loss: 3.3571 2023-12-02 04:26:31,820 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 16:39:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 3.3293, loss: 3.3293 2023-12-02 04:26:54,783 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 16:38:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 3.3072, loss: 3.3072 2023-12-02 04:27:17,720 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 16:38:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 3.3059, loss: 3.3059 2023-12-02 04:27:27,378 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-02 04:31:05,467 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 04:31:05,974 - pyskl - INFO - top1_acc 0.8027 top5_acc 0.9625 2023-12-02 04:31:06,003 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.8027, top5_acc: 0.9625 2023-12-02 04:31:52,081 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 16:38:05, time: 0.461, data_time: 0.233, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 3.2737, loss: 3.2737 2023-12-02 04:32:14,978 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 16:37:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 3.2757, loss: 3.2757 2023-12-02 04:32:37,845 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 16:37:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 3.3357, loss: 3.3357 2023-12-02 04:33:00,612 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 16:36:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9812, loss_cls: 3.2685, loss: 3.2685 2023-12-02 04:33:23,423 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 16:36:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 3.2427, loss: 3.2427 2023-12-02 04:33:46,298 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 16:35:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 3.2813, loss: 3.2813 2023-12-02 04:34:09,184 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 16:35:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 3.2588, loss: 3.2588 2023-12-02 04:34:32,108 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 16:35:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 3.2945, loss: 3.2945 2023-12-02 04:34:55,049 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 16:34:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 3.3072, loss: 3.3072 2023-12-02 04:35:17,955 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 16:34:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 3.2430, loss: 3.2430 2023-12-02 04:35:40,809 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 16:33:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 3.2964, loss: 3.2964 2023-12-02 04:36:03,626 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 16:33:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.3234, loss: 3.3234 2023-12-02 04:36:26,501 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 16:32:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 3.3187, loss: 3.3187 2023-12-02 04:36:49,348 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 16:32:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 3.2832, loss: 3.2832 2023-12-02 04:37:12,233 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 16:32:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 3.3129, loss: 3.3129 2023-12-02 04:37:35,137 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 16:31:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 3.2818, loss: 3.2818 2023-12-02 04:37:57,935 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 16:31:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 3.2728, loss: 3.2728 2023-12-02 04:38:20,801 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 16:30:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.3217, loss: 3.3217 2023-12-02 04:38:43,808 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 16:30:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 3.2686, loss: 3.2686 2023-12-02 04:39:06,678 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 16:29:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.3258, loss: 3.3258 2023-12-02 04:39:29,565 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 16:29:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 3.3047, loss: 3.3047 2023-12-02 04:39:52,405 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 16:29:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 3.3089, loss: 3.3089 2023-12-02 04:40:15,269 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 16:28:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 3.2953, loss: 3.2953 2023-12-02 04:40:38,218 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 16:28:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 3.3289, loss: 3.3289 2023-12-02 04:41:01,156 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 16:27:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9706, loss_cls: 3.3574, loss: 3.3574 2023-12-02 04:41:24,105 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 16:27:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 3.3193, loss: 3.3193 2023-12-02 04:41:47,020 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 16:26:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.3215, loss: 3.3215 2023-12-02 04:42:09,878 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 16:26:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 3.3033, loss: 3.3033 2023-12-02 04:42:32,878 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 16:26:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 3.3122, loss: 3.3122 2023-12-02 04:42:55,796 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 16:25:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.3564, loss: 3.3564 2023-12-02 04:43:18,668 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 16:25:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 3.2853, loss: 3.2853 2023-12-02 04:43:41,447 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 16:24:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 3.2862, loss: 3.2862 2023-12-02 04:44:04,274 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 16:24:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.3155, loss: 3.3155 2023-12-02 04:44:27,238 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 16:23:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.3108, loss: 3.3108 2023-12-02 04:44:50,138 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 16:23:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 3.3347, loss: 3.3347 2023-12-02 04:45:13,210 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 16:23:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 3.3119, loss: 3.3119 2023-12-02 04:45:36,158 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 16:22:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 3.3292, loss: 3.3292 2023-12-02 04:45:59,095 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 16:22:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.3429, loss: 3.3429 2023-12-02 04:46:21,952 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 16:21:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 3.3266, loss: 3.3266 2023-12-02 04:46:31,521 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-02 04:50:09,074 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 04:50:09,575 - pyskl - INFO - top1_acc 0.8031 top5_acc 0.9632 2023-12-02 04:50:09,604 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.8031, top5_acc: 0.9632 2023-12-02 04:50:56,038 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 16:21:24, time: 0.464, data_time: 0.236, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.2824, loss: 3.2824 2023-12-02 04:51:18,758 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 16:20:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 3.2486, loss: 3.2486 2023-12-02 04:51:41,614 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 16:20:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 3.2823, loss: 3.2823 2023-12-02 04:52:04,419 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 16:20:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 3.2572, loss: 3.2572 2023-12-02 04:52:27,242 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 16:19:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 3.3103, loss: 3.3103 2023-12-02 04:52:50,033 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 16:19:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9775, loss_cls: 3.3026, loss: 3.3026 2023-12-02 04:53:12,874 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 16:18:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 3.2614, loss: 3.2614 2023-12-02 04:53:35,681 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 16:18:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.3169, loss: 3.3169 2023-12-02 04:53:58,540 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 16:17:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 3.2680, loss: 3.2680 2023-12-02 04:54:21,389 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 16:17:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.3012, loss: 3.3012 2023-12-02 04:54:44,259 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 16:17:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.3442, loss: 3.3442 2023-12-02 04:55:07,121 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 16:16:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 3.2808, loss: 3.2808 2023-12-02 04:55:29,944 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 16:16:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 3.2627, loss: 3.2627 2023-12-02 04:55:52,769 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 16:15:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 3.2611, loss: 3.2611 2023-12-02 04:56:15,605 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 16:15:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 3.2888, loss: 3.2888 2023-12-02 04:56:38,562 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 16:15:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 3.3100, loss: 3.3100 2023-12-02 04:57:01,407 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 16:14:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.3204, loss: 3.3204 2023-12-02 04:57:24,283 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 16:14:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.3124, loss: 3.3124 2023-12-02 04:57:47,135 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 16:13:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 3.2941, loss: 3.2941 2023-12-02 04:58:09,992 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 16:13:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 3.2623, loss: 3.2623 2023-12-02 04:58:32,883 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 16:12:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 3.3087, loss: 3.3087 2023-12-02 04:58:55,644 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 16:12:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.2930, loss: 3.2930 2023-12-02 04:59:18,421 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 16:12:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 3.2451, loss: 3.2451 2023-12-02 04:59:41,147 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 16:11:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 3.3321, loss: 3.3321 2023-12-02 05:00:04,042 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 16:11:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 3.2709, loss: 3.2709 2023-12-02 05:00:26,930 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 16:10:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 3.2931, loss: 3.2931 2023-12-02 05:00:49,891 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 16:10:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 3.3181, loss: 3.3181 2023-12-02 05:01:12,768 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 16:09:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 3.2962, loss: 3.2962 2023-12-02 05:01:35,653 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 16:09:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.3180, loss: 3.3180 2023-12-02 05:01:58,661 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 16:09:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 3.2962, loss: 3.2962 2023-12-02 05:02:21,573 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 16:08:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 3.3492, loss: 3.3492 2023-12-02 05:02:44,460 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 16:08:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 3.2893, loss: 3.2893 2023-12-02 05:03:07,315 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 16:07:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.3052, loss: 3.3052 2023-12-02 05:03:30,225 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 16:07:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 3.3212, loss: 3.3212 2023-12-02 05:03:53,118 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 16:06:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9750, loss_cls: 3.3192, loss: 3.3192 2023-12-02 05:04:15,994 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 16:06:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 3.3327, loss: 3.3327 2023-12-02 05:04:38,956 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 16:06:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9762, loss_cls: 3.2883, loss: 3.2883 2023-12-02 05:05:01,947 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 16:05:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 3.3225, loss: 3.3225 2023-12-02 05:05:24,766 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 16:05:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.2972, loss: 3.2972 2023-12-02 05:05:34,409 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-02 05:09:13,286 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 05:09:13,780 - pyskl - INFO - top1_acc 0.7965 top5_acc 0.9635 2023-12-02 05:09:13,814 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7965, top5_acc: 0.9635 2023-12-02 05:09:59,781 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 16:04:45, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 3.2661, loss: 3.2661 2023-12-02 05:10:22,640 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 16:04:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 3.3046, loss: 3.3046 2023-12-02 05:10:45,480 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 16:03:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 3.2621, loss: 3.2621 2023-12-02 05:11:08,340 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 16:03:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 3.2727, loss: 3.2727 2023-12-02 05:11:31,218 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 16:03:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 3.2622, loss: 3.2622 2023-12-02 05:11:54,059 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 16:02:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 3.2899, loss: 3.2899 2023-12-02 05:12:16,971 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 16:02:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.2691, loss: 3.2691 2023-12-02 05:12:39,906 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 16:01:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9800, loss_cls: 3.2696, loss: 3.2696 2023-12-02 05:13:02,838 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 16:01:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 3.2655, loss: 3.2655 2023-12-02 05:13:25,683 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 16:00:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 3.2471, loss: 3.2471 2023-12-02 05:13:48,527 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 16:00:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 3.2659, loss: 3.2659 2023-12-02 05:14:11,393 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 16:00:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 3.2427, loss: 3.2427 2023-12-02 05:14:34,280 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 15:59:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 3.2686, loss: 3.2686 2023-12-02 05:14:57,229 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 15:59:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 3.2787, loss: 3.2787 2023-12-02 05:15:20,217 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 15:58:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 3.2922, loss: 3.2922 2023-12-02 05:15:43,069 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 15:58:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 3.2598, loss: 3.2598 2023-12-02 05:16:05,930 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 15:57:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 3.2914, loss: 3.2914 2023-12-02 05:16:28,854 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 15:57:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.2604, loss: 3.2604 2023-12-02 05:16:51,810 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 15:57:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 3.2838, loss: 3.2838 2023-12-02 05:17:14,710 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 15:56:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 3.2928, loss: 3.2928 2023-12-02 05:17:37,713 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 15:56:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.2801, loss: 3.2801 2023-12-02 05:18:00,653 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 15:55:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 3.2696, loss: 3.2696 2023-12-02 05:18:23,482 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 15:55:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 3.2381, loss: 3.2381 2023-12-02 05:18:46,350 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 15:54:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.3251, loss: 3.3251 2023-12-02 05:19:09,191 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 15:54:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 3.2976, loss: 3.2976 2023-12-02 05:19:32,021 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 15:54:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.3334, loss: 3.3334 2023-12-02 05:19:54,871 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 15:53:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.3549, loss: 3.3549 2023-12-02 05:20:17,736 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 15:53:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 3.3048, loss: 3.3048 2023-12-02 05:20:40,604 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 15:52:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 3.2630, loss: 3.2630 2023-12-02 05:21:03,479 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 15:52:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 3.3143, loss: 3.3143 2023-12-02 05:21:26,392 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 15:51:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9762, loss_cls: 3.3173, loss: 3.3173 2023-12-02 05:21:49,401 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 15:51:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 3.3229, loss: 3.3229 2023-12-02 05:22:12,353 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 15:51:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 3.3341, loss: 3.3341 2023-12-02 05:22:35,316 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 15:50:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 3.3172, loss: 3.3172 2023-12-02 05:22:58,313 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 15:50:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 3.2662, loss: 3.2662 2023-12-02 05:23:21,313 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 15:49:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.3300, loss: 3.3300 2023-12-02 05:23:44,207 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 15:49:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 3.2866, loss: 3.2866 2023-12-02 05:24:07,153 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 15:49:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 3.3369, loss: 3.3369 2023-12-02 05:24:30,045 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 15:48:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.3380, loss: 3.3380 2023-12-02 05:24:39,639 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-02 05:28:17,707 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 05:28:18,201 - pyskl - INFO - top1_acc 0.8121 top5_acc 0.9667 2023-12-02 05:28:18,205 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_87.pth was removed 2023-12-02 05:28:18,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. 2023-12-02 05:28:18,344 - pyskl - INFO - Best top1_acc is 0.8121 at 91 epoch. 2023-12-02 05:28:18,367 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.8121, top5_acc: 0.9667 2023-12-02 05:29:04,206 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 15:48:08, time: 0.458, data_time: 0.230, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 3.2753, loss: 3.2753 2023-12-02 05:29:27,043 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 15:47:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 3.2776, loss: 3.2776 2023-12-02 05:29:49,983 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 15:47:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 3.2289, loss: 3.2289 2023-12-02 05:30:12,884 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 15:46:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 3.2539, loss: 3.2539 2023-12-02 05:30:35,763 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 15:46:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.2550, loss: 3.2550 2023-12-02 05:30:58,625 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 15:46:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 3.2477, loss: 3.2477 2023-12-02 05:31:21,586 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 15:45:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 3.2748, loss: 3.2748 2023-12-02 05:31:44,565 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 15:45:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 3.2682, loss: 3.2682 2023-12-02 05:32:07,516 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 15:44:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 3.2356, loss: 3.2356 2023-12-02 05:32:30,497 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 15:44:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 3.2857, loss: 3.2857 2023-12-02 05:32:53,280 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 15:43:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 3.2671, loss: 3.2671 2023-12-02 05:33:16,293 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 15:43:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9750, loss_cls: 3.2682, loss: 3.2682 2023-12-02 05:33:39,292 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 15:43:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 3.2899, loss: 3.2899 2023-12-02 05:34:02,324 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 15:42:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.3160, loss: 3.3160 2023-12-02 05:34:25,199 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 15:42:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 3.2836, loss: 3.2836 2023-12-02 05:34:48,083 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 15:41:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 3.2526, loss: 3.2526 2023-12-02 05:35:10,980 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 15:41:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 3.2825, loss: 3.2825 2023-12-02 05:35:33,958 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 15:40:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 3.2699, loss: 3.2699 2023-12-02 05:35:56,818 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 15:40:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 3.2918, loss: 3.2918 2023-12-02 05:36:19,690 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 15:40:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 3.3175, loss: 3.3175 2023-12-02 05:36:42,555 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 15:39:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9788, loss_cls: 3.2914, loss: 3.2914 2023-12-02 05:37:05,562 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 15:39:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.2885, loss: 3.2885 2023-12-02 05:37:28,450 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 15:38:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.2837, loss: 3.2837 2023-12-02 05:37:51,367 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 15:38:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 3.2827, loss: 3.2827 2023-12-02 05:38:14,277 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 15:37:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 3.2988, loss: 3.2988 2023-12-02 05:38:37,149 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 15:37:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 3.2959, loss: 3.2959 2023-12-02 05:39:00,053 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 15:37:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 3.2861, loss: 3.2861 2023-12-02 05:39:22,901 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 15:36:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 3.2550, loss: 3.2550 2023-12-02 05:39:45,761 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 15:36:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 3.2769, loss: 3.2769 2023-12-02 05:40:08,722 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 15:35:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 3.2880, loss: 3.2880 2023-12-02 05:40:31,661 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 15:35:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 3.2940, loss: 3.2940 2023-12-02 05:40:54,593 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 15:34:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 3.3179, loss: 3.3179 2023-12-02 05:41:17,465 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 15:34:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 3.2663, loss: 3.2663 2023-12-02 05:41:40,283 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 15:34:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 3.2943, loss: 3.2943 2023-12-02 05:42:03,127 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 15:33:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 3.3061, loss: 3.3061 2023-12-02 05:42:26,185 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 15:33:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 3.3061, loss: 3.3061 2023-12-02 05:42:48,955 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 15:32:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 3.3065, loss: 3.3065 2023-12-02 05:43:11,864 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 15:32:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.3121, loss: 3.3121 2023-12-02 05:43:34,748 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 15:32:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 3.2641, loss: 3.2641 2023-12-02 05:43:44,374 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-02 05:47:22,970 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 05:47:23,486 - pyskl - INFO - top1_acc 0.8127 top5_acc 0.9666 2023-12-02 05:47:23,491 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_91.pth was removed 2023-12-02 05:47:23,657 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-02 05:47:23,659 - pyskl - INFO - Best top1_acc is 0.8127 at 92 epoch. 2023-12-02 05:47:23,688 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.8127, top5_acc: 0.9666 2023-12-02 05:48:11,051 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 15:31:34, time: 0.474, data_time: 0.244, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9831, loss_cls: 3.2455, loss: 3.2455 2023-12-02 05:48:34,038 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 15:31:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 3.2650, loss: 3.2650 2023-12-02 05:48:57,095 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 15:30:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 3.2397, loss: 3.2397 2023-12-02 05:49:20,092 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 15:30:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 3.2569, loss: 3.2569 2023-12-02 05:49:43,098 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 15:29:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 3.2584, loss: 3.2584 2023-12-02 05:50:06,068 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 15:29:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 3.2484, loss: 3.2484 2023-12-02 05:50:29,011 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 15:29:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 3.2285, loss: 3.2285 2023-12-02 05:50:52,065 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 15:28:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 3.2360, loss: 3.2360 2023-12-02 05:51:15,167 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 15:28:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 3.2334, loss: 3.2334 2023-12-02 05:51:38,170 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 15:27:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 3.2640, loss: 3.2640 2023-12-02 05:52:01,090 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 15:27:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 3.2843, loss: 3.2843 2023-12-02 05:52:24,007 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 15:26:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 3.2552, loss: 3.2552 2023-12-02 05:52:47,035 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 15:26:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 3.2612, loss: 3.2612 2023-12-02 05:53:10,065 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 15:26:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9788, loss_cls: 3.2471, loss: 3.2471 2023-12-02 05:53:32,985 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 15:25:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 3.2602, loss: 3.2602 2023-12-02 05:53:55,990 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 15:25:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 3.2799, loss: 3.2799 2023-12-02 05:54:19,019 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 15:24:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 3.2492, loss: 3.2492 2023-12-02 05:54:42,060 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 15:24:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 3.2763, loss: 3.2763 2023-12-02 05:55:05,108 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 15:23:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 3.2733, loss: 3.2733 2023-12-02 05:55:28,198 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 15:23:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9806, loss_cls: 3.2498, loss: 3.2498 2023-12-02 05:55:51,241 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 15:23:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9781, loss_cls: 3.2977, loss: 3.2977 2023-12-02 05:56:14,195 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 15:22:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 3.2749, loss: 3.2749 2023-12-02 05:56:37,220 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 15:22:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 3.3034, loss: 3.3034 2023-12-02 05:57:00,326 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 15:21:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 3.2694, loss: 3.2694 2023-12-02 05:57:23,226 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 15:21:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.3006, loss: 3.3006 2023-12-02 05:57:46,151 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 15:20:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 3.2667, loss: 3.2667 2023-12-02 05:58:09,169 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 15:20:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 3.2408, loss: 3.2408 2023-12-02 05:58:32,187 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 15:20:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9781, loss_cls: 3.2720, loss: 3.2720 2023-12-02 05:58:55,129 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 15:19:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 3.2560, loss: 3.2560 2023-12-02 05:59:18,127 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 15:19:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 3.3024, loss: 3.3024 2023-12-02 05:59:41,087 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 15:18:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 3.2555, loss: 3.2555 2023-12-02 06:00:03,936 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 15:18:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 3.2900, loss: 3.2900 2023-12-02 06:00:26,784 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 15:18:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.3120, loss: 3.3120 2023-12-02 06:00:49,851 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 15:17:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 3.2932, loss: 3.2932 2023-12-02 06:01:12,872 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 15:17:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 3.3209, loss: 3.3209 2023-12-02 06:01:35,907 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 15:16:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 3.2916, loss: 3.2916 2023-12-02 06:01:58,891 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 15:16:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3515, loss: 3.3515 2023-12-02 06:02:21,835 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 15:15:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 3.2856, loss: 3.2856 2023-12-02 06:02:44,795 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 15:15:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 3.2792, loss: 3.2792 2023-12-02 06:02:54,559 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-02 06:06:32,319 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 06:06:32,810 - pyskl - INFO - top1_acc 0.8273 top5_acc 0.9696 2023-12-02 06:06:32,814 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_92.pth was removed 2023-12-02 06:06:32,961 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. 2023-12-02 06:06:32,964 - pyskl - INFO - Best top1_acc is 0.8273 at 93 epoch. 2023-12-02 06:06:32,987 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.8273, top5_acc: 0.9696 2023-12-02 06:07:18,674 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 15:15:02, time: 0.457, data_time: 0.228, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 3.1999, loss: 3.1999 2023-12-02 06:07:41,599 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 15:14:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 3.2186, loss: 3.2186 2023-12-02 06:08:04,552 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 15:14:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9775, loss_cls: 3.2469, loss: 3.2469 2023-12-02 06:08:27,513 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 15:13:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 3.2869, loss: 3.2869 2023-12-02 06:08:50,475 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 15:13:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 3.2676, loss: 3.2676 2023-12-02 06:09:13,469 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 15:12:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 3.2438, loss: 3.2438 2023-12-02 06:09:36,478 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 15:12:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 3.2426, loss: 3.2426 2023-12-02 06:09:59,307 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 15:12:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9775, loss_cls: 3.2673, loss: 3.2673 2023-12-02 06:10:22,197 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 15:11:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 3.2653, loss: 3.2653 2023-12-02 06:10:45,060 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 15:11:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 3.2237, loss: 3.2237 2023-12-02 06:11:07,978 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 15:10:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 3.2515, loss: 3.2515 2023-12-02 06:11:30,914 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 15:10:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 3.2454, loss: 3.2454 2023-12-02 06:11:53,854 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 15:09:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 3.2362, loss: 3.2362 2023-12-02 06:12:16,725 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 15:09:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 3.2591, loss: 3.2591 2023-12-02 06:12:39,545 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 15:09:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 3.2376, loss: 3.2376 2023-12-02 06:13:02,490 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 15:08:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 3.2591, loss: 3.2591 2023-12-02 06:13:25,391 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 15:08:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 3.2977, loss: 3.2977 2023-12-02 06:13:48,324 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 15:07:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 3.2585, loss: 3.2585 2023-12-02 06:14:11,193 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 15:07:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 3.3090, loss: 3.3090 2023-12-02 06:14:34,029 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 15:07:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 3.2677, loss: 3.2677 2023-12-02 06:14:57,117 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 15:06:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 3.2531, loss: 3.2531 2023-12-02 06:15:20,031 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 15:06:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 3.2727, loss: 3.2727 2023-12-02 06:15:42,953 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 15:05:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 3.2879, loss: 3.2879 2023-12-02 06:16:05,899 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 15:05:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 3.2923, loss: 3.2923 2023-12-02 06:16:28,807 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 15:04:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 3.2479, loss: 3.2479 2023-12-02 06:16:51,770 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 15:04:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 3.2525, loss: 3.2525 2023-12-02 06:17:14,675 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 15:04:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 3.2847, loss: 3.2847 2023-12-02 06:17:37,617 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 15:03:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 3.2754, loss: 3.2754 2023-12-02 06:18:00,543 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 15:03:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 3.2543, loss: 3.2543 2023-12-02 06:18:23,393 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 15:02:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 3.3140, loss: 3.3140 2023-12-02 06:18:46,264 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 15:02:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 3.2759, loss: 3.2759 2023-12-02 06:19:09,140 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 15:01:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 3.2861, loss: 3.2861 2023-12-02 06:19:32,039 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 15:01:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 3.2573, loss: 3.2573 2023-12-02 06:19:54,973 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 15:01:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 3.2930, loss: 3.2930 2023-12-02 06:20:17,903 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 15:00:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 3.3215, loss: 3.3215 2023-12-02 06:20:40,893 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 15:00:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 3.3174, loss: 3.3174 2023-12-02 06:21:03,758 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 14:59:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 3.3022, loss: 3.3022 2023-12-02 06:21:26,628 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 14:59:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 3.2751, loss: 3.2751 2023-12-02 06:21:49,527 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 14:58:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 3.2519, loss: 3.2519 2023-12-02 06:21:59,140 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-02 06:25:38,409 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 06:25:38,893 - pyskl - INFO - top1_acc 0.8127 top5_acc 0.9652 2023-12-02 06:25:38,917 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.8127, top5_acc: 0.9652 2023-12-02 06:26:24,925 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 14:58:31, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 3.2401, loss: 3.2401 2023-12-02 06:26:47,836 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 14:58:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 3.2449, loss: 3.2449 2023-12-02 06:27:10,740 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 14:57:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 3.2165, loss: 3.2165 2023-12-02 06:27:33,718 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 14:57:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 3.1974, loss: 3.1974 2023-12-02 06:27:56,676 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 14:56:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 3.1908, loss: 3.1908 2023-12-02 06:28:19,644 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 14:56:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 3.2090, loss: 3.2090 2023-12-02 06:28:42,653 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 14:55:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 3.2323, loss: 3.2323 2023-12-02 06:29:05,642 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 14:55:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9800, loss_cls: 3.2401, loss: 3.2401 2023-12-02 06:29:28,720 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 14:55:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 3.2646, loss: 3.2646 2023-12-02 06:29:51,776 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 14:54:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 3.2407, loss: 3.2407 2023-12-02 06:30:14,845 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 14:54:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 3.2659, loss: 3.2659 2023-12-02 06:30:37,831 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 14:53:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 3.2864, loss: 3.2864 2023-12-02 06:31:00,927 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 14:53:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 3.2788, loss: 3.2788 2023-12-02 06:31:24,012 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 14:53:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 3.2353, loss: 3.2353 2023-12-02 06:31:47,013 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 14:52:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 3.3164, loss: 3.3164 2023-12-02 06:32:10,018 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 14:52:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 3.2225, loss: 3.2225 2023-12-02 06:32:33,025 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 14:51:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 3.2221, loss: 3.2221 2023-12-02 06:32:55,986 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 14:51:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9775, loss_cls: 3.2776, loss: 3.2776 2023-12-02 06:33:19,078 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 14:50:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 3.2090, loss: 3.2090 2023-12-02 06:33:42,160 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 14:50:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 3.2405, loss: 3.2405 2023-12-02 06:34:05,103 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 14:50:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 3.2216, loss: 3.2216 2023-12-02 06:34:28,152 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 14:49:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 3.2447, loss: 3.2447 2023-12-02 06:34:51,107 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 14:49:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 3.3036, loss: 3.3036 2023-12-02 06:35:13,993 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 14:48:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 3.2616, loss: 3.2616 2023-12-02 06:35:36,869 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 14:48:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9762, loss_cls: 3.3327, loss: 3.3327 2023-12-02 06:35:59,840 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 14:47:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 3.2586, loss: 3.2586 2023-12-02 06:36:22,835 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 14:47:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 3.2593, loss: 3.2593 2023-12-02 06:36:45,697 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 14:47:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 3.2809, loss: 3.2809 2023-12-02 06:37:08,593 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 14:46:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 3.2687, loss: 3.2687 2023-12-02 06:37:31,523 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 14:46:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 3.2671, loss: 3.2671 2023-12-02 06:37:54,528 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 14:45:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 3.3255, loss: 3.3255 2023-12-02 06:38:17,595 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 14:45:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.2593, loss: 3.2593 2023-12-02 06:38:40,583 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 14:45:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 3.2701, loss: 3.2701 2023-12-02 06:39:03,545 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 14:44:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 3.2873, loss: 3.2873 2023-12-02 06:39:26,479 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 14:44:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.3007, loss: 3.3007 2023-12-02 06:39:49,469 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 14:43:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 3.2927, loss: 3.2927 2023-12-02 06:40:12,502 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 14:43:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 3.2494, loss: 3.2494 2023-12-02 06:40:35,501 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 14:42:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 3.2624, loss: 3.2624 2023-12-02 06:40:58,652 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 14:42:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.2947, loss: 3.2947 2023-12-02 06:41:08,252 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-02 06:44:45,500 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 06:44:46,004 - pyskl - INFO - top1_acc 0.8173 top5_acc 0.9655 2023-12-02 06:44:46,027 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8173, top5_acc: 0.9655 2023-12-02 06:45:31,890 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 14:42:02, time: 0.459, data_time: 0.230, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 3.2360, loss: 3.2360 2023-12-02 06:45:54,789 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 14:41:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 3.2438, loss: 3.2438 2023-12-02 06:46:17,620 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 14:41:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 3.2194, loss: 3.2194 2023-12-02 06:46:40,385 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 14:40:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 3.2323, loss: 3.2323 2023-12-02 06:47:03,309 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 14:40:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 3.2139, loss: 3.2139 2023-12-02 06:47:26,258 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 14:39:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 3.2116, loss: 3.2116 2023-12-02 06:47:49,178 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 14:39:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 3.2615, loss: 3.2615 2023-12-02 06:48:12,169 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 14:39:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 3.2246, loss: 3.2246 2023-12-02 06:48:35,080 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 14:38:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9788, loss_cls: 3.2475, loss: 3.2475 2023-12-02 06:48:57,946 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 14:38:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 3.2163, loss: 3.2163 2023-12-02 06:49:20,912 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 14:37:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 3.2364, loss: 3.2364 2023-12-02 06:49:43,758 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 14:37:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 3.2644, loss: 3.2644 2023-12-02 06:50:06,682 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 14:36:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 3.2294, loss: 3.2294 2023-12-02 06:50:29,480 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 14:36:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 3.2378, loss: 3.2378 2023-12-02 06:50:52,425 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 14:36:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 3.2368, loss: 3.2368 2023-12-02 06:51:15,316 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 14:35:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 3.2663, loss: 3.2663 2023-12-02 06:51:38,266 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 14:35:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 3.2914, loss: 3.2914 2023-12-02 06:52:01,260 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 14:34:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 3.2358, loss: 3.2358 2023-12-02 06:52:24,114 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 14:34:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 3.2249, loss: 3.2249 2023-12-02 06:52:46,947 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 14:34:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 3.2781, loss: 3.2781 2023-12-02 06:53:09,811 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 14:33:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 3.2669, loss: 3.2669 2023-12-02 06:53:32,714 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 14:33:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 3.2526, loss: 3.2526 2023-12-02 06:53:55,626 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 14:32:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 3.2227, loss: 3.2227 2023-12-02 06:54:18,540 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 14:32:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 3.2604, loss: 3.2604 2023-12-02 06:54:41,453 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 14:31:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 3.2799, loss: 3.2799 2023-12-02 06:55:04,426 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 14:31:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 3.2654, loss: 3.2654 2023-12-02 06:55:27,292 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 14:31:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 3.2157, loss: 3.2157 2023-12-02 06:55:50,093 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 14:30:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 3.2733, loss: 3.2733 2023-12-02 06:56:12,928 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 14:30:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 3.2259, loss: 3.2259 2023-12-02 06:56:35,724 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 14:29:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 3.2544, loss: 3.2544 2023-12-02 06:56:58,629 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 14:29:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9756, loss_cls: 3.3003, loss: 3.3003 2023-12-02 06:57:21,409 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 14:28:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 3.2451, loss: 3.2451 2023-12-02 06:57:44,234 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 14:28:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 3.2066, loss: 3.2066 2023-12-02 06:58:07,065 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 14:28:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 3.2755, loss: 3.2755 2023-12-02 06:58:29,826 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 14:27:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 3.2404, loss: 3.2404 2023-12-02 06:58:52,723 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 14:27:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 3.2293, loss: 3.2293 2023-12-02 06:59:15,634 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 14:26:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 3.2466, loss: 3.2466 2023-12-02 06:59:38,514 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 14:26:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9806, loss_cls: 3.2545, loss: 3.2545 2023-12-02 07:00:01,340 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 14:26:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 3.2806, loss: 3.2806 2023-12-02 07:00:10,827 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-02 07:03:47,874 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 07:03:48,376 - pyskl - INFO - top1_acc 0.8042 top5_acc 0.9638 2023-12-02 07:03:48,400 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8042, top5_acc: 0.9638 2023-12-02 07:04:34,698 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 14:25:33, time: 0.463, data_time: 0.233, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 3.2582, loss: 3.2582 2023-12-02 07:04:57,562 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 14:25:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 3.1832, loss: 3.1832 2023-12-02 07:05:20,427 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 14:24:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 3.1941, loss: 3.1941 2023-12-02 07:05:43,404 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 14:24:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9819, loss_cls: 3.2246, loss: 3.2246 2023-12-02 07:06:06,381 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 14:23:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 3.2176, loss: 3.2176 2023-12-02 07:06:29,351 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 14:23:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 3.2248, loss: 3.2248 2023-12-02 07:06:52,214 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 14:23:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 3.2516, loss: 3.2516 2023-12-02 07:07:15,121 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 14:22:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 3.2157, loss: 3.2157 2023-12-02 07:07:37,979 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 14:22:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 3.2218, loss: 3.2218 2023-12-02 07:08:00,943 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 14:21:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 3.2143, loss: 3.2143 2023-12-02 07:08:23,878 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 14:21:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 3.2341, loss: 3.2341 2023-12-02 07:08:46,760 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 14:20:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 3.2465, loss: 3.2465 2023-12-02 07:09:09,637 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 14:20:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 3.2203, loss: 3.2203 2023-12-02 07:09:32,532 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 14:20:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 3.2368, loss: 3.2368 2023-12-02 07:09:55,476 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 14:19:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 3.2203, loss: 3.2203 2023-12-02 07:10:18,374 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 14:19:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 3.2533, loss: 3.2533 2023-12-02 07:10:41,162 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 14:18:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 3.2179, loss: 3.2179 2023-12-02 07:11:04,125 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 14:18:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 3.1845, loss: 3.1845 2023-12-02 07:11:27,078 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 14:17:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 3.2503, loss: 3.2503 2023-12-02 07:11:49,982 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 14:17:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 3.2242, loss: 3.2242 2023-12-02 07:12:12,900 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 14:17:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 3.2477, loss: 3.2477 2023-12-02 07:12:35,788 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 14:16:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 3.2555, loss: 3.2555 2023-12-02 07:12:58,678 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 14:16:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 3.2722, loss: 3.2722 2023-12-02 07:13:21,563 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 14:15:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 3.2562, loss: 3.2562 2023-12-02 07:13:44,450 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 14:15:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 3.2401, loss: 3.2401 2023-12-02 07:14:07,308 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 14:15:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 3.2360, loss: 3.2360 2023-12-02 07:14:30,292 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 14:14:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 3.2473, loss: 3.2473 2023-12-02 07:14:53,293 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 14:14:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 3.2406, loss: 3.2406 2023-12-02 07:15:16,283 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 14:13:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.2722, loss: 3.2722 2023-12-02 07:15:39,189 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 14:13:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 3.2700, loss: 3.2700 2023-12-02 07:16:02,103 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 14:12:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 3.2664, loss: 3.2664 2023-12-02 07:16:25,083 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 14:12:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 3.2792, loss: 3.2792 2023-12-02 07:16:47,956 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 14:12:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 3.2259, loss: 3.2259 2023-12-02 07:17:10,839 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 14:11:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 3.2177, loss: 3.2177 2023-12-02 07:17:33,861 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 14:11:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 3.2723, loss: 3.2723 2023-12-02 07:17:56,780 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 14:10:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 3.2254, loss: 3.2254 2023-12-02 07:18:19,689 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 14:10:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 3.2581, loss: 3.2581 2023-12-02 07:18:42,639 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 14:09:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 3.2396, loss: 3.2396 2023-12-02 07:19:05,574 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 14:09:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 3.2319, loss: 3.2319 2023-12-02 07:19:15,281 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-02 07:22:52,403 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 07:22:52,900 - pyskl - INFO - top1_acc 0.8156 top5_acc 0.9683 2023-12-02 07:22:52,927 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8156, top5_acc: 0.9683 2023-12-02 07:23:39,326 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 14:09:06, time: 0.464, data_time: 0.230, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 3.1925, loss: 3.1925 2023-12-02 07:24:02,738 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 14:08:42, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 3.2054, loss: 3.2054 2023-12-02 07:24:26,230 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 14:08:17, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 3.1954, loss: 3.1954 2023-12-02 07:24:49,650 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 14:07:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 3.2066, loss: 3.2066 2023-12-02 07:25:13,112 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 14:07:27, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 3.2052, loss: 3.2052 2023-12-02 07:25:36,529 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 14:07:02, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 3.2105, loss: 3.2105 2023-12-02 07:26:00,033 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 14:06:37, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 3.2208, loss: 3.2208 2023-12-02 07:26:23,438 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 14:06:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 3.2317, loss: 3.2317 2023-12-02 07:26:46,860 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 14:05:47, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 3.2034, loss: 3.2034 2023-12-02 07:27:10,412 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 14:05:22, time: 0.236, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 3.2394, loss: 3.2394 2023-12-02 07:27:33,922 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 14:04:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 3.2176, loss: 3.2176 2023-12-02 07:27:57,442 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 14:04:32, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9831, loss_cls: 3.2191, loss: 3.2191 2023-12-02 07:28:20,922 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 14:04:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 3.2182, loss: 3.2182 2023-12-02 07:28:44,359 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 14:03:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 3.2203, loss: 3.2203 2023-12-02 07:29:07,830 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 14:03:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.2794, loss: 3.2794 2023-12-02 07:29:31,243 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 14:02:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 3.2369, loss: 3.2369 2023-12-02 07:29:54,640 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 14:02:28, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 3.2098, loss: 3.2098 2023-12-02 07:30:17,982 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 14:02:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 3.2355, loss: 3.2355 2023-12-02 07:30:41,412 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 14:01:38, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 3.2012, loss: 3.2012 2023-12-02 07:31:04,902 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 14:01:13, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 3.2307, loss: 3.2307 2023-12-02 07:31:28,355 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 14:00:48, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 3.2064, loss: 3.2064 2023-12-02 07:31:51,735 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 14:00:23, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 3.2257, loss: 3.2257 2023-12-02 07:32:15,107 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 13:59:58, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 3.2728, loss: 3.2728 2023-12-02 07:32:38,500 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 13:59:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 3.2516, loss: 3.2516 2023-12-02 07:33:01,949 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 13:59:08, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 3.2600, loss: 3.2600 2023-12-02 07:33:25,412 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 13:58:43, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9831, loss_cls: 3.2091, loss: 3.2091 2023-12-02 07:33:48,910 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 13:58:18, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 3.2334, loss: 3.2334 2023-12-02 07:34:12,308 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 13:57:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9825, loss_cls: 3.2181, loss: 3.2181 2023-12-02 07:34:35,757 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 13:57:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 3.2571, loss: 3.2571 2023-12-02 07:34:59,182 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 13:57:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 3.2760, loss: 3.2760 2023-12-02 07:35:22,707 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 13:56:39, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 3.2721, loss: 3.2721 2023-12-02 07:35:46,214 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 13:56:14, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 3.2294, loss: 3.2294 2023-12-02 07:36:09,695 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 13:55:49, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 3.2275, loss: 3.2275 2023-12-02 07:36:33,169 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 13:55:24, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9844, loss_cls: 3.2094, loss: 3.2094 2023-12-02 07:36:56,599 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 13:54:59, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.2571, loss: 3.2571 2023-12-02 07:37:20,003 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 13:54:34, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 3.2187, loss: 3.2187 2023-12-02 07:37:43,470 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 13:54:09, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 3.2271, loss: 3.2271 2023-12-02 07:38:06,913 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 13:53:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 3.2105, loss: 3.2105 2023-12-02 07:38:30,362 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 13:53:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 3.2257, loss: 3.2257 2023-12-02 07:38:40,129 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-02 07:42:17,405 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 07:42:17,885 - pyskl - INFO - top1_acc 0.8177 top5_acc 0.9668 2023-12-02 07:42:17,905 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8177, top5_acc: 0.9668 2023-12-02 07:43:04,045 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 13:52:52, time: 0.461, data_time: 0.230, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 3.2043, loss: 3.2043 2023-12-02 07:43:27,116 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 13:52:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 3.1746, loss: 3.1746 2023-12-02 07:43:50,179 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 13:52:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 3.1801, loss: 3.1801 2023-12-02 07:44:13,288 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 13:51:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 3.1984, loss: 3.1984 2023-12-02 07:44:36,304 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 13:51:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 3.2126, loss: 3.2126 2023-12-02 07:44:59,458 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 13:50:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 3.1640, loss: 3.1640 2023-12-02 07:45:22,526 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 13:50:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 3.2005, loss: 3.2005 2023-12-02 07:45:45,668 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 13:49:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 3.1828, loss: 3.1828 2023-12-02 07:46:08,794 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 13:49:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 3.1981, loss: 3.1981 2023-12-02 07:46:31,849 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 13:49:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 3.2142, loss: 3.2142 2023-12-02 07:46:54,866 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 13:48:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 3.2143, loss: 3.2143 2023-12-02 07:47:17,926 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 13:48:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 3.2160, loss: 3.2160 2023-12-02 07:47:41,004 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 13:47:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 3.2053, loss: 3.2053 2023-12-02 07:48:03,985 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 13:47:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 3.2147, loss: 3.2147 2023-12-02 07:48:26,815 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 13:47:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 3.1951, loss: 3.1951 2023-12-02 07:48:49,622 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 13:46:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 3.2268, loss: 3.2268 2023-12-02 07:49:12,352 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 13:46:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 3.2204, loss: 3.2204 2023-12-02 07:49:35,098 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 13:45:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 3.2241, loss: 3.2241 2023-12-02 07:49:57,910 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 13:45:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 3.2173, loss: 3.2173 2023-12-02 07:50:20,614 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 13:44:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 3.2387, loss: 3.2387 2023-12-02 07:50:43,318 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 13:44:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 3.2283, loss: 3.2283 2023-12-02 07:51:05,979 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 13:44:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9850, loss_cls: 3.1901, loss: 3.1901 2023-12-02 07:51:28,651 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 13:43:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 3.2198, loss: 3.2198 2023-12-02 07:51:51,348 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 13:43:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 3.2381, loss: 3.2381 2023-12-02 07:52:14,040 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 13:42:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.2424, loss: 3.2424 2023-12-02 07:52:36,738 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 13:42:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 3.2811, loss: 3.2811 2023-12-02 07:52:59,460 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 13:41:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 3.2214, loss: 3.2214 2023-12-02 07:53:22,224 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 13:41:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 3.2053, loss: 3.2053 2023-12-02 07:53:45,020 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 13:41:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 3.2503, loss: 3.2503 2023-12-02 07:54:07,788 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 13:40:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 3.2236, loss: 3.2236 2023-12-02 07:54:30,560 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 13:40:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 3.2435, loss: 3.2435 2023-12-02 07:54:53,333 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 13:39:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 3.2786, loss: 3.2786 2023-12-02 07:55:16,125 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 13:39:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 3.2252, loss: 3.2252 2023-12-02 07:55:38,897 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 13:39:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 3.2283, loss: 3.2283 2023-12-02 07:56:01,673 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 13:38:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 3.2244, loss: 3.2244 2023-12-02 07:56:24,448 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 13:38:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 3.2364, loss: 3.2364 2023-12-02 07:56:47,213 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 13:37:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 3.2239, loss: 3.2239 2023-12-02 07:57:09,981 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 13:37:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 3.2771, loss: 3.2771 2023-12-02 07:57:32,754 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 13:36:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 3.2472, loss: 3.2472 2023-12-02 07:57:42,179 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-02 08:01:19,204 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 08:01:19,696 - pyskl - INFO - top1_acc 0.8225 top5_acc 0.9648 2023-12-02 08:01:19,718 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8225, top5_acc: 0.9648 2023-12-02 08:02:04,939 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 13:36:26, time: 0.452, data_time: 0.227, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 3.2034, loss: 3.2034 2023-12-02 08:02:27,509 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 13:36:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 3.1730, loss: 3.1730 2023-12-02 08:02:50,048 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 13:35:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 3.1891, loss: 3.1891 2023-12-02 08:03:12,575 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 13:35:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 3.1794, loss: 3.1794 2023-12-02 08:03:35,064 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 13:34:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 3.1742, loss: 3.1742 2023-12-02 08:03:57,549 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 13:34:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 3.1832, loss: 3.1832 2023-12-02 08:04:20,071 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 13:33:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 3.2315, loss: 3.2315 2023-12-02 08:04:42,633 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 13:33:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 3.2250, loss: 3.2250 2023-12-02 08:05:05,248 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 13:33:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 3.1914, loss: 3.1914 2023-12-02 08:05:27,870 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 13:32:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 3.2047, loss: 3.2047 2023-12-02 08:05:50,439 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 13:32:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 3.1870, loss: 3.1870 2023-12-02 08:06:13,001 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 13:31:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 3.1960, loss: 3.1960 2023-12-02 08:06:35,585 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 13:31:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 3.1938, loss: 3.1938 2023-12-02 08:06:58,184 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 13:30:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 3.1931, loss: 3.1931 2023-12-02 08:07:20,814 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 13:30:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 3.2188, loss: 3.2188 2023-12-02 08:07:43,477 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 13:30:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 3.1925, loss: 3.1925 2023-12-02 08:08:06,136 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 13:29:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 3.1993, loss: 3.1993 2023-12-02 08:08:28,754 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 13:29:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 3.2073, loss: 3.2073 2023-12-02 08:08:51,384 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 13:28:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 3.1950, loss: 3.1950 2023-12-02 08:09:14,006 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 13:28:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9794, loss_cls: 3.2515, loss: 3.2515 2023-12-02 08:09:36,614 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 13:28:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 3.2220, loss: 3.2220 2023-12-02 08:09:59,201 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 13:27:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 3.2024, loss: 3.2024 2023-12-02 08:10:21,782 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 13:27:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 3.2350, loss: 3.2350 2023-12-02 08:10:44,383 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 13:26:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 3.1936, loss: 3.1936 2023-12-02 08:11:07,015 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 13:26:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 3.1916, loss: 3.1916 2023-12-02 08:11:29,644 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 13:25:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 3.2542, loss: 3.2542 2023-12-02 08:11:52,260 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 13:25:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 3.2476, loss: 3.2476 2023-12-02 08:12:14,803 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 13:25:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9800, loss_cls: 3.2343, loss: 3.2343 2023-12-02 08:12:37,344 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 13:24:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 3.1921, loss: 3.1921 2023-12-02 08:12:59,889 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 13:24:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 3.2234, loss: 3.2234 2023-12-02 08:13:22,456 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 13:23:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 3.1729, loss: 3.1729 2023-12-02 08:13:45,037 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 13:23:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 3.2665, loss: 3.2665 2023-12-02 08:14:07,638 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 13:22:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9800, loss_cls: 3.2260, loss: 3.2260 2023-12-02 08:14:30,220 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 13:22:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 3.2306, loss: 3.2306 2023-12-02 08:14:52,768 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 13:22:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 3.2125, loss: 3.2125 2023-12-02 08:15:15,354 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 13:21:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 3.2498, loss: 3.2498 2023-12-02 08:15:37,913 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 13:21:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 3.2202, loss: 3.2202 2023-12-02 08:16:00,487 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 13:20:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 3.2035, loss: 3.2035 2023-12-02 08:16:23,083 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 13:20:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9806, loss_cls: 3.2450, loss: 3.2450 2023-12-02 08:16:32,532 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-02 08:20:09,706 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 08:20:10,187 - pyskl - INFO - top1_acc 0.8221 top5_acc 0.9690 2023-12-02 08:20:10,209 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8221, top5_acc: 0.9690 2023-12-02 08:20:54,986 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 13:19:56, time: 0.448, data_time: 0.223, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 3.2086, loss: 3.2086 2023-12-02 08:21:17,492 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 13:19:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 3.1652, loss: 3.1652 2023-12-02 08:21:40,064 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 13:19:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 3.1853, loss: 3.1853 2023-12-02 08:22:02,621 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 13:18:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 3.1976, loss: 3.1976 2023-12-02 08:22:25,203 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 13:18:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 3.2033, loss: 3.2033 2023-12-02 08:22:47,765 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 13:17:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 3.1815, loss: 3.1815 2023-12-02 08:23:10,321 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 13:17:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 3.1743, loss: 3.1743 2023-12-02 08:23:32,868 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 13:16:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9838, loss_cls: 3.2165, loss: 3.2165 2023-12-02 08:23:55,466 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 13:16:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 3.1695, loss: 3.1695 2023-12-02 08:24:18,042 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 13:16:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 3.1309, loss: 3.1309 2023-12-02 08:24:40,603 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 13:15:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 3.1968, loss: 3.1968 2023-12-02 08:25:03,178 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 13:15:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 3.1849, loss: 3.1849 2023-12-02 08:25:25,717 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 13:14:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 3.1823, loss: 3.1823 2023-12-02 08:25:48,289 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 13:14:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 3.2337, loss: 3.2337 2023-12-02 08:26:10,840 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 13:14:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 3.2119, loss: 3.2119 2023-12-02 08:26:33,368 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 13:13:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 3.1821, loss: 3.1821 2023-12-02 08:26:55,899 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 13:13:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 3.1711, loss: 3.1711 2023-12-02 08:27:18,428 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 13:12:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 3.1636, loss: 3.1636 2023-12-02 08:27:40,943 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 13:12:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 3.2236, loss: 3.2236 2023-12-02 08:28:03,457 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 13:11:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 3.1990, loss: 3.1990 2023-12-02 08:28:25,966 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 13:11:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 3.2096, loss: 3.2096 2023-12-02 08:28:48,518 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 13:11:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 3.1674, loss: 3.1674 2023-12-02 08:29:11,053 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 13:10:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 3.1984, loss: 3.1984 2023-12-02 08:29:33,591 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 13:10:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 3.2250, loss: 3.2250 2023-12-02 08:29:56,153 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 13:09:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 3.2552, loss: 3.2552 2023-12-02 08:30:18,732 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 13:09:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 3.2496, loss: 3.2496 2023-12-02 08:30:41,290 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 13:08:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 3.2541, loss: 3.2541 2023-12-02 08:31:03,854 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 13:08:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 3.1864, loss: 3.1864 2023-12-02 08:31:26,407 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 13:08:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 3.2030, loss: 3.2030 2023-12-02 08:31:48,955 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 13:07:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 3.2123, loss: 3.2123 2023-12-02 08:32:11,492 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 13:07:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 3.1854, loss: 3.1854 2023-12-02 08:32:34,037 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 13:06:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 3.2002, loss: 3.2002 2023-12-02 08:32:56,583 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 13:06:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 3.2302, loss: 3.2302 2023-12-02 08:33:19,131 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 13:06:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 3.2404, loss: 3.2404 2023-12-02 08:33:41,664 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 13:05:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 3.2281, loss: 3.2281 2023-12-02 08:34:04,225 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 13:05:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 3.2348, loss: 3.2348 2023-12-02 08:34:26,721 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 13:04:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 3.1947, loss: 3.1947 2023-12-02 08:34:49,252 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 13:04:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 3.1972, loss: 3.1972 2023-12-02 08:35:11,774 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 13:03:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 3.2295, loss: 3.2295 2023-12-02 08:35:21,099 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-02 08:38:56,222 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 08:38:56,702 - pyskl - INFO - top1_acc 0.8103 top5_acc 0.9622 2023-12-02 08:38:56,724 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.8103, top5_acc: 0.9622 2023-12-02 08:39:41,665 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 13:03:27, time: 0.449, data_time: 0.223, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 3.1877, loss: 3.1877 2023-12-02 08:40:04,260 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 13:03:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 3.1815, loss: 3.1815 2023-12-02 08:40:26,831 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 13:02:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 3.2105, loss: 3.2105 2023-12-02 08:40:49,413 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 13:02:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 3.2018, loss: 3.2018 2023-12-02 08:41:12,000 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 13:01:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 3.1617, loss: 3.1617 2023-12-02 08:41:34,598 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 13:01:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 3.1797, loss: 3.1797 2023-12-02 08:41:57,195 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 13:00:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 3.1646, loss: 3.1646 2023-12-02 08:42:19,769 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 13:00:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 3.1807, loss: 3.1807 2023-12-02 08:42:42,351 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 13:00:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 3.1878, loss: 3.1878 2023-12-02 08:43:04,936 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 12:59:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 3.1795, loss: 3.1795 2023-12-02 08:43:27,633 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 12:59:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9850, loss_cls: 3.1947, loss: 3.1947 2023-12-02 08:43:50,273 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 12:58:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 3.2278, loss: 3.2278 2023-12-02 08:44:12,844 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 12:58:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 3.1617, loss: 3.1617 2023-12-02 08:44:35,449 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 12:57:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 3.1843, loss: 3.1843 2023-12-02 08:44:58,059 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 12:57:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 3.1958, loss: 3.1958 2023-12-02 08:45:20,752 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 12:57:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 3.2360, loss: 3.2360 2023-12-02 08:45:43,398 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 12:56:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 3.1752, loss: 3.1752 2023-12-02 08:46:06,076 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 12:56:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 3.1657, loss: 3.1657 2023-12-02 08:46:28,746 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 12:55:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 3.1650, loss: 3.1650 2023-12-02 08:46:51,411 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 12:55:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 3.1914, loss: 3.1914 2023-12-02 08:47:13,969 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 12:55:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 3.1489, loss: 3.1489 2023-12-02 08:47:36,510 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 12:54:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 3.1994, loss: 3.1994 2023-12-02 08:47:59,075 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 12:54:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 3.1962, loss: 3.1962 2023-12-02 08:48:21,639 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 12:53:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 3.2064, loss: 3.2064 2023-12-02 08:48:44,222 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 12:53:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 3.1929, loss: 3.1929 2023-12-02 08:49:06,776 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 12:52:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 3.2032, loss: 3.2032 2023-12-02 08:49:29,335 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 12:52:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 3.1708, loss: 3.1708 2023-12-02 08:49:51,894 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 12:52:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 3.2397, loss: 3.2397 2023-12-02 08:50:14,484 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 12:51:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 3.2235, loss: 3.2235 2023-12-02 08:50:37,072 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 12:51:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 3.1870, loss: 3.1870 2023-12-02 08:50:59,656 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 12:50:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 3.2268, loss: 3.2268 2023-12-02 08:51:22,222 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 12:50:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 3.1887, loss: 3.1887 2023-12-02 08:51:44,808 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 12:50:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 3.1805, loss: 3.1805 2023-12-02 08:52:07,402 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 12:49:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9850, loss_cls: 3.2015, loss: 3.2015 2023-12-02 08:52:29,999 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 12:49:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 3.2265, loss: 3.2265 2023-12-02 08:52:52,583 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 12:48:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9819, loss_cls: 3.2132, loss: 3.2132 2023-12-02 08:53:15,181 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 12:48:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 3.1972, loss: 3.1972 2023-12-02 08:53:37,758 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 12:47:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 3.2145, loss: 3.2145 2023-12-02 08:54:00,340 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 12:47:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 3.2058, loss: 3.2058 2023-12-02 08:54:09,750 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-02 08:57:47,082 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 08:57:47,568 - pyskl - INFO - top1_acc 0.8123 top5_acc 0.9631 2023-12-02 08:57:47,591 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8123, top5_acc: 0.9631 2023-12-02 08:58:32,444 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 12:47:01, time: 0.448, data_time: 0.223, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 3.1580, loss: 3.1580 2023-12-02 08:58:55,050 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 12:46:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 3.1736, loss: 3.1736 2023-12-02 08:59:17,663 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 12:46:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 3.1169, loss: 3.1169 2023-12-02 08:59:40,302 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 12:45:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 3.1650, loss: 3.1650 2023-12-02 09:00:02,917 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 12:45:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 3.1489, loss: 3.1489 2023-12-02 09:00:25,557 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 12:44:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 3.1907, loss: 3.1907 2023-12-02 09:00:48,178 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 12:44:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 3.1596, loss: 3.1596 2023-12-02 09:01:10,818 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 12:44:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 3.1260, loss: 3.1260 2023-12-02 09:01:33,444 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 12:43:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 3.1889, loss: 3.1889 2023-12-02 09:01:56,082 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 12:43:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 3.1850, loss: 3.1850 2023-12-02 09:02:18,722 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 12:42:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 3.1966, loss: 3.1966 2023-12-02 09:02:41,412 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 12:42:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 3.1690, loss: 3.1690 2023-12-02 09:03:04,035 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 12:41:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9862, loss_cls: 3.1638, loss: 3.1638 2023-12-02 09:03:26,590 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 12:41:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 3.1626, loss: 3.1626 2023-12-02 09:03:49,124 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 12:41:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 3.1634, loss: 3.1634 2023-12-02 09:04:11,659 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 12:40:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 3.1963, loss: 3.1963 2023-12-02 09:04:34,182 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 12:40:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 3.1690, loss: 3.1690 2023-12-02 09:04:56,686 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 12:39:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 3.2139, loss: 3.2139 2023-12-02 09:05:19,212 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 12:39:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 3.2122, loss: 3.2122 2023-12-02 09:05:41,743 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 12:39:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 3.1871, loss: 3.1871 2023-12-02 09:06:04,283 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 12:38:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 3.1483, loss: 3.1483 2023-12-02 09:06:26,785 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 12:38:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 3.1842, loss: 3.1842 2023-12-02 09:06:49,310 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 12:37:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 3.1867, loss: 3.1867 2023-12-02 09:07:11,850 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 12:37:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 3.1907, loss: 3.1907 2023-12-02 09:07:34,470 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 12:36:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 3.1983, loss: 3.1983 2023-12-02 09:07:57,042 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 12:36:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 3.1995, loss: 3.1995 2023-12-02 09:08:19,640 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 12:36:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 3.1917, loss: 3.1917 2023-12-02 09:08:42,199 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 12:35:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 3.1833, loss: 3.1833 2023-12-02 09:09:04,766 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 12:35:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 3.2251, loss: 3.2251 2023-12-02 09:09:27,340 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 12:34:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 3.2340, loss: 3.2340 2023-12-02 09:09:49,943 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 12:34:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 3.1923, loss: 3.1923 2023-12-02 09:10:12,528 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 12:34:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 3.1667, loss: 3.1667 2023-12-02 09:10:35,130 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 12:33:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 3.1707, loss: 3.1707 2023-12-02 09:10:57,725 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 12:33:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 3.2038, loss: 3.2038 2023-12-02 09:11:20,310 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 12:32:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9869, loss_cls: 3.1547, loss: 3.1547 2023-12-02 09:11:42,899 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 12:32:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 3.1683, loss: 3.1683 2023-12-02 09:12:05,496 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 12:31:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9806, loss_cls: 3.2503, loss: 3.2503 2023-12-02 09:12:28,093 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 12:31:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 3.1770, loss: 3.1770 2023-12-02 09:12:50,737 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 12:31:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 3.1593, loss: 3.1593 2023-12-02 09:13:00,133 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-02 09:16:36,097 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 09:16:36,575 - pyskl - INFO - top1_acc 0.8227 top5_acc 0.9668 2023-12-02 09:16:36,595 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8227, top5_acc: 0.9668 2023-12-02 09:17:21,318 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 12:30:36, time: 0.447, data_time: 0.222, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 3.1740, loss: 3.1740 2023-12-02 09:17:43,787 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 12:30:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 3.1558, loss: 3.1558 2023-12-02 09:18:06,307 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 12:29:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 3.1577, loss: 3.1577 2023-12-02 09:18:29,043 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 12:29:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 3.1667, loss: 3.1667 2023-12-02 09:18:51,753 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 12:28:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 3.1388, loss: 3.1388 2023-12-02 09:19:14,390 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 12:28:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 3.1893, loss: 3.1893 2023-12-02 09:19:36,990 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 12:28:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 3.1466, loss: 3.1466 2023-12-02 09:19:59,576 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 12:27:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 3.1245, loss: 3.1245 2023-12-02 09:20:22,165 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 12:27:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 3.1249, loss: 3.1249 2023-12-02 09:20:44,738 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 12:26:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 3.1839, loss: 3.1839 2023-12-02 09:21:07,308 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 12:26:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 3.1545, loss: 3.1545 2023-12-02 09:21:29,871 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 12:25:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 3.2006, loss: 3.2006 2023-12-02 09:21:52,441 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 12:25:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 3.1641, loss: 3.1641 2023-12-02 09:22:15,043 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 12:25:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 3.1682, loss: 3.1682 2023-12-02 09:22:37,557 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 12:24:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 3.1625, loss: 3.1625 2023-12-02 09:23:00,089 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 12:24:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 3.2106, loss: 3.2106 2023-12-02 09:23:22,600 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 12:23:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 3.2113, loss: 3.2113 2023-12-02 09:23:45,130 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 12:23:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 3.1853, loss: 3.1853 2023-12-02 09:24:07,661 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 12:23:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 3.1728, loss: 3.1728 2023-12-02 09:24:30,213 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 12:22:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 3.1932, loss: 3.1932 2023-12-02 09:24:52,759 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 12:22:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 3.1697, loss: 3.1697 2023-12-02 09:25:15,299 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 12:21:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 3.1815, loss: 3.1815 2023-12-02 09:25:37,851 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 12:21:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 3.1743, loss: 3.1743 2023-12-02 09:26:00,400 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 12:20:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 3.1479, loss: 3.1479 2023-12-02 09:26:22,920 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 12:20:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 3.1510, loss: 3.1510 2023-12-02 09:26:45,412 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 12:20:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 3.2340, loss: 3.2340 2023-12-02 09:27:07,899 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 12:19:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 3.2184, loss: 3.2184 2023-12-02 09:27:30,387 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 12:19:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 3.1934, loss: 3.1934 2023-12-02 09:27:52,878 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 12:18:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 3.1430, loss: 3.1430 2023-12-02 09:28:15,417 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 12:18:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 3.1870, loss: 3.1870 2023-12-02 09:28:37,956 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 12:18:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 3.1805, loss: 3.1805 2023-12-02 09:29:00,448 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 12:17:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9856, loss_cls: 3.1760, loss: 3.1760 2023-12-02 09:29:22,925 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 12:17:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 3.1725, loss: 3.1725 2023-12-02 09:29:45,398 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 12:16:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 3.1564, loss: 3.1564 2023-12-02 09:30:07,887 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 12:16:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 3.1853, loss: 3.1853 2023-12-02 09:30:30,373 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 12:15:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 3.1824, loss: 3.1824 2023-12-02 09:30:52,846 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 12:15:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 3.1822, loss: 3.1822 2023-12-02 09:31:15,345 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 12:15:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 3.1499, loss: 3.1499 2023-12-02 09:31:37,874 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 12:14:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 3.1733, loss: 3.1733 2023-12-02 09:31:47,273 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-02 09:35:22,964 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 09:35:23,438 - pyskl - INFO - top1_acc 0.8225 top5_acc 0.9658 2023-12-02 09:35:23,458 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8225, top5_acc: 0.9658 2023-12-02 09:36:07,978 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 12:14:11, time: 0.445, data_time: 0.220, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 3.1172, loss: 3.1172 2023-12-02 09:36:30,499 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 12:13:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 3.1668, loss: 3.1668 2023-12-02 09:36:53,058 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 12:13:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 3.1596, loss: 3.1596 2023-12-02 09:37:15,632 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 12:12:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 3.1540, loss: 3.1540 2023-12-02 09:37:38,293 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 12:12:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 3.1217, loss: 3.1217 2023-12-02 09:38:00,884 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 12:12:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 3.1426, loss: 3.1426 2023-12-02 09:38:23,487 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 12:11:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 3.1312, loss: 3.1312 2023-12-02 09:38:46,080 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 12:11:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 3.1621, loss: 3.1621 2023-12-02 09:39:08,668 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 12:10:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 3.1520, loss: 3.1520 2023-12-02 09:39:31,259 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 12:10:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 3.1720, loss: 3.1720 2023-12-02 09:39:53,825 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 12:10:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 3.1297, loss: 3.1297 2023-12-02 09:40:16,388 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 12:09:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 3.1406, loss: 3.1406 2023-12-02 09:40:38,941 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 12:09:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 3.1529, loss: 3.1529 2023-12-02 09:41:01,551 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 12:08:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 3.1742, loss: 3.1742 2023-12-02 09:41:24,258 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 12:08:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 3.1441, loss: 3.1441 2023-12-02 09:41:46,986 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 12:07:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 3.1190, loss: 3.1190 2023-12-02 09:42:09,667 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 12:07:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 3.1398, loss: 3.1398 2023-12-02 09:42:32,359 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 12:07:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 3.1383, loss: 3.1383 2023-12-02 09:42:55,025 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 12:06:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 3.1425, loss: 3.1425 2023-12-02 09:43:17,707 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 12:06:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 3.1546, loss: 3.1546 2023-12-02 09:43:40,339 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 12:05:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 3.1626, loss: 3.1626 2023-12-02 09:44:02,879 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 12:05:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 3.1889, loss: 3.1889 2023-12-02 09:44:25,464 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 12:05:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 3.1573, loss: 3.1573 2023-12-02 09:44:48,002 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 12:04:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 3.1593, loss: 3.1593 2023-12-02 09:45:10,543 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 12:04:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 3.1765, loss: 3.1765 2023-12-02 09:45:33,099 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 12:03:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 3.1422, loss: 3.1422 2023-12-02 09:45:55,762 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 12:03:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 3.1732, loss: 3.1732 2023-12-02 09:46:18,340 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 12:02:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 3.1911, loss: 3.1911 2023-12-02 09:46:40,915 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 12:02:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 3.1890, loss: 3.1890 2023-12-02 09:47:03,491 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 12:02:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 3.1944, loss: 3.1944 2023-12-02 09:47:26,060 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 12:01:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 3.1770, loss: 3.1770 2023-12-02 09:47:48,688 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 12:01:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 3.1611, loss: 3.1611 2023-12-02 09:48:11,253 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 12:00:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 3.1742, loss: 3.1742 2023-12-02 09:48:33,856 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 12:00:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 3.1792, loss: 3.1792 2023-12-02 09:48:56,422 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 11:59:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 3.1708, loss: 3.1708 2023-12-02 09:49:19,016 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 11:59:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 3.1782, loss: 3.1782 2023-12-02 09:49:41,646 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 11:59:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 3.2232, loss: 3.2232 2023-12-02 09:50:04,184 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 11:58:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 3.1823, loss: 3.1823 2023-12-02 09:50:26,716 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 11:58:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 3.1887, loss: 3.1887 2023-12-02 09:50:36,088 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-02 09:54:11,896 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 09:54:12,383 - pyskl - INFO - top1_acc 0.8322 top5_acc 0.9671 2023-12-02 09:54:12,388 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_93.pth was removed 2023-12-02 09:54:12,659 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. 2023-12-02 09:54:12,662 - pyskl - INFO - Best top1_acc is 0.8322 at 105 epoch. 2023-12-02 09:54:12,684 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8322, top5_acc: 0.9671 2023-12-02 09:54:57,679 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 11:57:50, time: 0.450, data_time: 0.223, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 3.1485, loss: 3.1485 2023-12-02 09:55:20,432 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 11:57:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 3.1338, loss: 3.1338 2023-12-02 09:55:43,209 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 11:57:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 3.1142, loss: 3.1142 2023-12-02 09:56:06,026 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 11:56:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 3.1542, loss: 3.1542 2023-12-02 09:56:28,934 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 11:56:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 3.1345, loss: 3.1345 2023-12-02 09:56:52,114 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 11:55:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 3.1286, loss: 3.1286 2023-12-02 09:57:15,093 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 11:55:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 3.1637, loss: 3.1637 2023-12-02 09:57:38,028 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 11:54:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 3.1464, loss: 3.1464 2023-12-02 09:58:00,918 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 11:54:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 3.1386, loss: 3.1386 2023-12-02 09:58:23,802 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 11:54:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 3.1346, loss: 3.1346 2023-12-02 09:58:46,700 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 11:53:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 3.1219, loss: 3.1219 2023-12-02 09:59:09,609 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 11:53:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 3.1221, loss: 3.1221 2023-12-02 09:59:32,527 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 11:52:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 3.1208, loss: 3.1208 2023-12-02 09:59:55,431 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 11:52:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 3.1311, loss: 3.1311 2023-12-02 10:00:18,352 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 11:52:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 3.1586, loss: 3.1586 2023-12-02 10:00:41,248 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 11:51:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 3.1532, loss: 3.1532 2023-12-02 10:01:04,160 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 11:51:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 3.1554, loss: 3.1554 2023-12-02 10:01:26,955 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 11:50:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 3.1512, loss: 3.1512 2023-12-02 10:01:49,713 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 11:50:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 3.1403, loss: 3.1403 2023-12-02 10:02:12,449 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 11:49:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 3.1738, loss: 3.1738 2023-12-02 10:02:35,230 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 11:49:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 3.1781, loss: 3.1781 2023-12-02 10:02:57,983 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 11:49:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 3.1389, loss: 3.1389 2023-12-02 10:03:20,743 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 11:48:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 3.1813, loss: 3.1813 2023-12-02 10:03:43,506 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 11:48:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 3.1587, loss: 3.1587 2023-12-02 10:04:06,281 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 11:47:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 3.1628, loss: 3.1628 2023-12-02 10:04:29,030 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 11:47:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 3.1433, loss: 3.1433 2023-12-02 10:04:51,765 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 11:47:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 3.1630, loss: 3.1630 2023-12-02 10:05:14,502 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 11:46:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 3.1664, loss: 3.1664 2023-12-02 10:05:37,250 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 11:46:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 3.1622, loss: 3.1622 2023-12-02 10:06:00,006 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 11:45:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 3.1582, loss: 3.1582 2023-12-02 10:06:22,761 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 11:45:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 3.1814, loss: 3.1814 2023-12-02 10:06:45,488 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 11:44:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 3.1947, loss: 3.1947 2023-12-02 10:07:08,229 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 11:44:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 3.1961, loss: 3.1961 2023-12-02 10:07:30,978 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 11:44:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 3.1730, loss: 3.1730 2023-12-02 10:07:53,748 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 11:43:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 3.1624, loss: 3.1624 2023-12-02 10:08:16,495 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 11:43:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 3.1969, loss: 3.1969 2023-12-02 10:08:39,235 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 11:42:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 3.1646, loss: 3.1646 2023-12-02 10:09:01,987 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 11:42:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 3.1392, loss: 3.1392 2023-12-02 10:09:24,766 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 11:42:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 3.2233, loss: 3.2233 2023-12-02 10:09:34,230 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-02 10:13:09,905 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 10:13:10,382 - pyskl - INFO - top1_acc 0.8204 top5_acc 0.9667 2023-12-02 10:13:10,402 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8204, top5_acc: 0.9667 2023-12-02 10:13:55,031 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 11:41:33, time: 0.446, data_time: 0.222, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 3.1058, loss: 3.1058 2023-12-02 10:14:17,486 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 11:41:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 3.1012, loss: 3.1012 2023-12-02 10:14:39,982 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 11:40:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 3.1288, loss: 3.1288 2023-12-02 10:15:02,473 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 11:40:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 3.1329, loss: 3.1329 2023-12-02 10:15:25,114 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 11:39:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 3.1520, loss: 3.1520 2023-12-02 10:15:47,752 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 11:39:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 3.1016, loss: 3.1016 2023-12-02 10:16:10,319 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 11:39:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 3.1020, loss: 3.1020 2023-12-02 10:16:32,940 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 11:38:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 3.1247, loss: 3.1247 2023-12-02 10:16:55,509 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 11:38:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 3.1323, loss: 3.1323 2023-12-02 10:17:18,072 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 11:37:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 3.1071, loss: 3.1071 2023-12-02 10:17:40,599 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 11:37:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 3.1066, loss: 3.1066 2023-12-02 10:18:03,092 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 11:36:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 3.1387, loss: 3.1387 2023-12-02 10:18:25,612 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 11:36:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 3.1086, loss: 3.1086 2023-12-02 10:18:48,138 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 11:36:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 3.0864, loss: 3.0864 2023-12-02 10:19:10,639 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 11:35:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 3.1306, loss: 3.1306 2023-12-02 10:19:33,143 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 11:35:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 3.1590, loss: 3.1590 2023-12-02 10:19:55,635 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 11:34:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 3.1424, loss: 3.1424 2023-12-02 10:20:18,257 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 11:34:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 3.1534, loss: 3.1534 2023-12-02 10:20:40,838 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 11:34:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 3.1499, loss: 3.1499 2023-12-02 10:21:03,402 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 11:33:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 3.1544, loss: 3.1544 2023-12-02 10:21:25,977 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 11:33:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 3.1673, loss: 3.1673 2023-12-02 10:21:48,540 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 11:32:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 3.1583, loss: 3.1583 2023-12-02 10:22:11,080 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 11:32:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 3.1698, loss: 3.1698 2023-12-02 10:22:33,600 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 11:31:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 3.1548, loss: 3.1548 2023-12-02 10:22:56,123 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 11:31:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 3.1853, loss: 3.1853 2023-12-02 10:23:18,626 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 11:31:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 3.1585, loss: 3.1585 2023-12-02 10:23:41,155 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 11:30:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 3.1305, loss: 3.1305 2023-12-02 10:24:03,704 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 11:30:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 3.1613, loss: 3.1613 2023-12-02 10:24:26,251 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 11:29:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 3.1574, loss: 3.1574 2023-12-02 10:24:48,810 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 11:29:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 3.1194, loss: 3.1194 2023-12-02 10:25:11,369 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 11:29:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 3.1393, loss: 3.1393 2023-12-02 10:25:33,882 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 11:28:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 3.1743, loss: 3.1743 2023-12-02 10:25:56,456 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 11:28:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 3.1758, loss: 3.1758 2023-12-02 10:26:18,998 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 11:27:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 3.1488, loss: 3.1488 2023-12-02 10:26:41,535 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 11:27:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9838, loss_cls: 3.1901, loss: 3.1901 2023-12-02 10:27:04,093 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 11:26:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 3.1353, loss: 3.1353 2023-12-02 10:27:26,633 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 11:26:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 3.1788, loss: 3.1788 2023-12-02 10:27:49,203 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 11:26:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 3.1684, loss: 3.1684 2023-12-02 10:28:11,800 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 11:25:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 3.1654, loss: 3.1654 2023-12-02 10:28:21,227 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-02 10:31:56,780 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 10:31:57,263 - pyskl - INFO - top1_acc 0.8237 top5_acc 0.9671 2023-12-02 10:31:57,286 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8237, top5_acc: 0.9671 2023-12-02 10:32:42,227 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 11:25:14, time: 0.449, data_time: 0.223, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 3.1327, loss: 3.1327 2023-12-02 10:33:04,933 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 11:24:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 3.1034, loss: 3.1034 2023-12-02 10:33:27,640 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 11:24:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 3.0940, loss: 3.0940 2023-12-02 10:33:50,240 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 11:23:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 3.1285, loss: 3.1285 2023-12-02 10:34:12,796 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 11:23:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 3.1191, loss: 3.1191 2023-12-02 10:34:35,363 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 11:23:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 3.0944, loss: 3.0944 2023-12-02 10:34:57,922 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 11:22:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 3.1269, loss: 3.1269 2023-12-02 10:35:20,478 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 11:22:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 3.1179, loss: 3.1179 2023-12-02 10:35:43,045 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 11:21:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 3.0748, loss: 3.0748 2023-12-02 10:36:05,669 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 11:21:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 3.1417, loss: 3.1417 2023-12-02 10:36:28,230 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 11:21:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 3.1135, loss: 3.1135 2023-12-02 10:36:50,820 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 11:20:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 3.1009, loss: 3.1009 2023-12-02 10:37:13,406 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 11:20:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 3.0937, loss: 3.0937 2023-12-02 10:37:36,004 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 11:19:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 3.1333, loss: 3.1333 2023-12-02 10:37:58,612 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 11:19:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 3.1141, loss: 3.1141 2023-12-02 10:38:21,215 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 11:18:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 3.1230, loss: 3.1230 2023-12-02 10:38:43,842 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 11:18:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 3.1141, loss: 3.1141 2023-12-02 10:39:06,455 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 11:18:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 3.1051, loss: 3.1051 2023-12-02 10:39:29,096 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 11:17:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 3.1057, loss: 3.1057 2023-12-02 10:39:51,799 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 11:17:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 3.1166, loss: 3.1166 2023-12-02 10:40:14,395 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 11:16:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 3.1356, loss: 3.1356 2023-12-02 10:40:36,967 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 11:16:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 3.1079, loss: 3.1079 2023-12-02 10:40:59,543 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 11:16:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 3.1145, loss: 3.1145 2023-12-02 10:41:22,089 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 11:15:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 3.1168, loss: 3.1168 2023-12-02 10:41:44,630 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 11:15:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 3.1170, loss: 3.1170 2023-12-02 10:42:07,151 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 11:14:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 3.1432, loss: 3.1432 2023-12-02 10:42:29,762 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 11:14:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 3.1593, loss: 3.1593 2023-12-02 10:42:52,372 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 11:14:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9888, loss_cls: 3.1451, loss: 3.1451 2023-12-02 10:43:14,973 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 11:13:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 3.1791, loss: 3.1791 2023-12-02 10:43:37,541 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 11:13:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 3.1687, loss: 3.1687 2023-12-02 10:44:00,091 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 11:12:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 3.1531, loss: 3.1531 2023-12-02 10:44:22,611 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 11:12:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 3.1416, loss: 3.1416 2023-12-02 10:44:45,117 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 11:11:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 3.1394, loss: 3.1394 2023-12-02 10:45:07,663 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 11:11:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 3.1684, loss: 3.1684 2023-12-02 10:45:30,208 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 11:11:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 3.1516, loss: 3.1516 2023-12-02 10:45:52,750 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 11:10:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 3.1510, loss: 3.1510 2023-12-02 10:46:15,255 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 11:10:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 3.1401, loss: 3.1401 2023-12-02 10:46:37,806 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 11:09:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 3.1814, loss: 3.1814 2023-12-02 10:47:00,324 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 11:09:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 3.1603, loss: 3.1603 2023-12-02 10:47:09,731 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-02 10:50:44,670 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 10:50:45,144 - pyskl - INFO - top1_acc 0.8314 top5_acc 0.9691 2023-12-02 10:50:45,163 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8314, top5_acc: 0.9691 2023-12-02 10:51:29,435 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 11:08:56, time: 0.443, data_time: 0.218, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 3.1692, loss: 3.1692 2023-12-02 10:51:51,942 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 11:08:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 3.0842, loss: 3.0842 2023-12-02 10:52:14,464 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 11:08:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 3.0859, loss: 3.0859 2023-12-02 10:52:37,039 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 11:07:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 3.1079, loss: 3.1079 2023-12-02 10:52:59,611 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 11:07:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 3.0994, loss: 3.0994 2023-12-02 10:53:22,162 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 11:06:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 3.0896, loss: 3.0896 2023-12-02 10:53:44,748 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 11:06:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 3.0870, loss: 3.0870 2023-12-02 10:54:07,368 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 11:06:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 3.0765, loss: 3.0765 2023-12-02 10:54:29,963 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 11:05:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 3.1116, loss: 3.1116 2023-12-02 10:54:52,538 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 11:05:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 3.1125, loss: 3.1125 2023-12-02 10:55:15,124 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 11:04:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 3.1104, loss: 3.1104 2023-12-02 10:55:37,671 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 11:04:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 3.0929, loss: 3.0929 2023-12-02 10:56:00,197 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 11:03:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 3.1253, loss: 3.1253 2023-12-02 10:56:22,714 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 11:03:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 3.1248, loss: 3.1248 2023-12-02 10:56:45,254 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 11:03:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 3.1112, loss: 3.1112 2023-12-02 10:57:07,813 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 11:02:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 3.0991, loss: 3.0991 2023-12-02 10:57:30,373 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 11:02:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 3.0901, loss: 3.0901 2023-12-02 10:57:52,954 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 11:01:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 3.1376, loss: 3.1376 2023-12-02 10:58:15,532 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 11:01:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 3.1181, loss: 3.1181 2023-12-02 10:58:38,170 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 11:01:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 3.1028, loss: 3.1028 2023-12-02 10:59:00,763 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 11:00:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 3.1234, loss: 3.1234 2023-12-02 10:59:23,355 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 11:00:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 3.1570, loss: 3.1570 2023-12-02 10:59:45,927 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 10:59:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 3.1085, loss: 3.1085 2023-12-02 11:00:08,523 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 10:59:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 3.1375, loss: 3.1375 2023-12-02 11:00:31,102 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 10:58:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 3.1418, loss: 3.1418 2023-12-02 11:00:53,673 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 10:58:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 3.1500, loss: 3.1500 2023-12-02 11:01:16,223 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 10:58:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 3.1574, loss: 3.1574 2023-12-02 11:01:38,750 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 10:57:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 3.1170, loss: 3.1170 2023-12-02 11:02:01,265 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 10:57:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 3.1169, loss: 3.1169 2023-12-02 11:02:23,771 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 10:56:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 3.1455, loss: 3.1455 2023-12-02 11:02:46,309 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 10:56:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 3.1010, loss: 3.1010 2023-12-02 11:03:08,876 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 10:56:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 3.1211, loss: 3.1211 2023-12-02 11:03:31,421 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 10:55:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 3.1193, loss: 3.1193 2023-12-02 11:03:53,971 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 10:55:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 3.1079, loss: 3.1079 2023-12-02 11:04:16,502 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 10:54:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 3.1147, loss: 3.1147 2023-12-02 11:04:39,031 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 10:54:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 3.1427, loss: 3.1427 2023-12-02 11:05:01,564 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 10:53:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 3.1607, loss: 3.1607 2023-12-02 11:05:24,077 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 10:53:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 3.1328, loss: 3.1328 2023-12-02 11:05:46,612 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 10:53:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 3.1038, loss: 3.1038 2023-12-02 11:05:55,960 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-02 11:09:31,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 11:09:32,065 - pyskl - INFO - top1_acc 0.8383 top5_acc 0.9706 2023-12-02 11:09:32,070 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_105.pth was removed 2023-12-02 11:09:32,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-02 11:09:32,214 - pyskl - INFO - Best top1_acc is 0.8383 at 109 epoch. 2023-12-02 11:09:32,236 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8383, top5_acc: 0.9706 2023-12-02 11:10:17,506 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 10:52:39, time: 0.453, data_time: 0.223, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 3.0792, loss: 3.0792 2023-12-02 11:10:40,469 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 10:52:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 3.0885, loss: 3.0885 2023-12-02 11:11:03,494 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 10:51:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 3.0908, loss: 3.0908 2023-12-02 11:11:26,576 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 10:51:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 3.0740, loss: 3.0740 2023-12-02 11:11:49,613 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 10:51:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 3.1054, loss: 3.1054 2023-12-02 11:12:12,639 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 10:50:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 3.0980, loss: 3.0980 2023-12-02 11:12:35,689 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 10:50:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 3.0985, loss: 3.0985 2023-12-02 11:12:58,782 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 10:49:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 3.0935, loss: 3.0935 2023-12-02 11:13:21,894 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 10:49:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 3.1130, loss: 3.1130 2023-12-02 11:13:45,052 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 10:48:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 3.0933, loss: 3.0933 2023-12-02 11:14:08,168 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 10:48:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 3.0851, loss: 3.0851 2023-12-02 11:14:31,300 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 10:48:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 3.0866, loss: 3.0866 2023-12-02 11:14:54,405 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 10:47:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 3.1004, loss: 3.1004 2023-12-02 11:15:17,406 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 10:47:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 3.1074, loss: 3.1074 2023-12-02 11:15:40,379 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 10:46:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 3.1238, loss: 3.1238 2023-12-02 11:16:03,405 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 10:46:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 3.1270, loss: 3.1270 2023-12-02 11:16:26,420 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 10:46:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 3.1533, loss: 3.1533 2023-12-02 11:16:49,397 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 10:45:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 3.1292, loss: 3.1292 2023-12-02 11:17:12,382 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 10:45:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 3.1287, loss: 3.1287 2023-12-02 11:17:35,360 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 10:44:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 3.1392, loss: 3.1392 2023-12-02 11:17:58,375 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 10:44:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 3.1346, loss: 3.1346 2023-12-02 11:18:21,358 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 10:44:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 3.0967, loss: 3.0967 2023-12-02 11:18:44,438 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 10:43:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 3.1388, loss: 3.1388 2023-12-02 11:19:07,452 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 10:43:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 3.1112, loss: 3.1112 2023-12-02 11:19:30,486 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 10:42:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 3.0830, loss: 3.0830 2023-12-02 11:19:53,467 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 10:42:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 3.1394, loss: 3.1394 2023-12-02 11:20:16,445 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 10:41:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 3.1147, loss: 3.1147 2023-12-02 11:20:39,474 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 10:41:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 3.1098, loss: 3.1098 2023-12-02 11:21:02,444 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 10:41:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 3.0877, loss: 3.0877 2023-12-02 11:21:25,404 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 10:40:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 3.0972, loss: 3.0972 2023-12-02 11:21:48,387 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 10:40:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 3.1172, loss: 3.1172 2023-12-02 11:22:11,430 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 10:39:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 3.1130, loss: 3.1130 2023-12-02 11:22:34,462 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 10:39:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 3.1047, loss: 3.1047 2023-12-02 11:22:57,499 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 10:39:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 3.1488, loss: 3.1488 2023-12-02 11:23:20,522 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 10:38:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9875, loss_cls: 3.1481, loss: 3.1481 2023-12-02 11:23:43,533 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 10:38:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 3.1014, loss: 3.1014 2023-12-02 11:24:06,554 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 10:37:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 3.1103, loss: 3.1103 2023-12-02 11:24:29,553 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 10:37:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 3.1581, loss: 3.1581 2023-12-02 11:24:52,463 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 10:37:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 3.1373, loss: 3.1373 2023-12-02 11:25:02,043 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-02 11:28:38,728 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 11:28:39,232 - pyskl - INFO - top1_acc 0.8442 top5_acc 0.9719 2023-12-02 11:28:39,236 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_109.pth was removed 2023-12-02 11:28:39,392 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. 2023-12-02 11:28:39,394 - pyskl - INFO - Best top1_acc is 0.8442 at 110 epoch. 2023-12-02 11:28:39,421 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8442, top5_acc: 0.9719 2023-12-02 11:29:25,892 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 10:36:31, time: 0.465, data_time: 0.236, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 3.0813, loss: 3.0813 2023-12-02 11:29:48,878 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 10:36:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 3.0694, loss: 3.0694 2023-12-02 11:30:11,920 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 10:35:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 3.0725, loss: 3.0725 2023-12-02 11:30:34,980 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 10:35:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 3.0776, loss: 3.0776 2023-12-02 11:30:57,955 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 10:34:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 3.0704, loss: 3.0704 2023-12-02 11:31:20,939 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 10:34:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 3.0570, loss: 3.0570 2023-12-02 11:31:43,972 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 10:34:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 3.0746, loss: 3.0746 2023-12-02 11:32:07,031 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 10:33:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 3.0750, loss: 3.0750 2023-12-02 11:32:30,147 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 10:33:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 3.1178, loss: 3.1178 2023-12-02 11:32:53,237 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 10:32:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 3.0859, loss: 3.0859 2023-12-02 11:33:16,296 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 10:32:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 3.0854, loss: 3.0854 2023-12-02 11:33:39,354 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 10:32:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 3.0808, loss: 3.0808 2023-12-02 11:34:02,375 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 10:31:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 3.0839, loss: 3.0839 2023-12-02 11:34:25,317 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 10:31:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 3.0957, loss: 3.0957 2023-12-02 11:34:48,348 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 10:30:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9912, loss_cls: 3.0774, loss: 3.0774 2023-12-02 11:35:11,224 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 10:30:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 3.0792, loss: 3.0792 2023-12-02 11:35:34,197 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 10:29:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 3.1216, loss: 3.1216 2023-12-02 11:35:57,293 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 10:29:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 3.0928, loss: 3.0928 2023-12-02 11:36:20,282 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 10:29:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 3.1257, loss: 3.1257 2023-12-02 11:36:43,304 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 10:28:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 3.1088, loss: 3.1088 2023-12-02 11:37:06,551 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 10:28:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 3.0956, loss: 3.0956 2023-12-02 11:37:29,684 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 10:27:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 3.0917, loss: 3.0917 2023-12-02 11:37:52,685 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 10:27:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 3.1159, loss: 3.1159 2023-12-02 11:38:15,645 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 10:27:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 3.0993, loss: 3.0993 2023-12-02 11:38:38,601 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 10:26:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 3.1321, loss: 3.1321 2023-12-02 11:39:01,503 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 10:26:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 3.1412, loss: 3.1412 2023-12-02 11:39:24,496 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 10:25:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 3.1042, loss: 3.1042 2023-12-02 11:39:47,594 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 10:25:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 3.1151, loss: 3.1151 2023-12-02 11:40:10,617 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 10:25:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 3.1200, loss: 3.1200 2023-12-02 11:40:33,590 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 10:24:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 3.1264, loss: 3.1264 2023-12-02 11:40:56,450 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 10:24:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 3.1219, loss: 3.1219 2023-12-02 11:41:19,380 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 10:23:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 3.1166, loss: 3.1166 2023-12-02 11:41:42,429 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 10:23:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 3.0964, loss: 3.0964 2023-12-02 11:42:05,462 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 10:22:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 3.1119, loss: 3.1119 2023-12-02 11:42:28,392 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 10:22:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 3.0868, loss: 3.0868 2023-12-02 11:42:51,388 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 10:22:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 3.1338, loss: 3.1338 2023-12-02 11:43:14,361 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 10:21:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 3.1357, loss: 3.1357 2023-12-02 11:43:37,315 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 10:21:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 3.1017, loss: 3.1017 2023-12-02 11:44:00,301 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 10:20:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 3.1502, loss: 3.1502 2023-12-02 11:44:10,185 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-02 11:47:47,776 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 11:47:48,284 - pyskl - INFO - top1_acc 0.8345 top5_acc 0.9696 2023-12-02 11:47:48,306 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8345, top5_acc: 0.9696 2023-12-02 11:48:34,699 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 10:20:24, time: 0.464, data_time: 0.232, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 3.0778, loss: 3.0778 2023-12-02 11:48:57,862 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 10:19:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 3.0722, loss: 3.0722 2023-12-02 11:49:21,017 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 10:19:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 3.0691, loss: 3.0691 2023-12-02 11:49:44,154 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 10:19:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 3.0432, loss: 3.0432 2023-12-02 11:50:07,316 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 10:18:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 3.0825, loss: 3.0825 2023-12-02 11:50:30,593 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 10:18:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 3.0836, loss: 3.0836 2023-12-02 11:50:53,889 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 10:17:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 3.0584, loss: 3.0584 2023-12-02 11:51:17,123 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 10:17:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 3.0779, loss: 3.0779 2023-12-02 11:51:40,422 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 10:17:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 3.0873, loss: 3.0873 2023-12-02 11:52:03,599 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 10:16:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 3.1072, loss: 3.1072 2023-12-02 11:52:26,925 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 10:16:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 3.0764, loss: 3.0764 2023-12-02 11:52:50,303 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 10:15:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 3.0744, loss: 3.0744 2023-12-02 11:53:13,641 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 10:15:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 3.0914, loss: 3.0914 2023-12-02 11:53:36,993 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 10:15:04, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 3.0608, loss: 3.0608 2023-12-02 11:54:00,247 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 10:14:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 3.0503, loss: 3.0503 2023-12-02 11:54:23,589 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 10:14:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 3.0725, loss: 3.0725 2023-12-02 11:54:46,845 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 10:13:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 3.0936, loss: 3.0936 2023-12-02 11:55:10,096 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 10:13:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 3.1080, loss: 3.1080 2023-12-02 11:55:33,384 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 10:13:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 3.1004, loss: 3.1004 2023-12-02 11:55:56,650 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 10:12:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 3.0850, loss: 3.0850 2023-12-02 11:56:19,953 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 10:12:12, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 3.0613, loss: 3.0613 2023-12-02 11:56:43,124 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 10:11:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 3.0925, loss: 3.0925 2023-12-02 11:57:06,354 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 10:11:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 3.0984, loss: 3.0984 2023-12-02 11:57:29,528 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 10:10:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 3.0723, loss: 3.0723 2023-12-02 11:57:52,650 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 10:10:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 3.1199, loss: 3.1199 2023-12-02 11:58:15,791 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 10:10:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 3.0965, loss: 3.0965 2023-12-02 11:58:38,893 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 10:09:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 3.0808, loss: 3.0808 2023-12-02 11:59:02,115 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 10:09:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 3.1353, loss: 3.1353 2023-12-02 11:59:25,373 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 10:08:55, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 3.0954, loss: 3.0954 2023-12-02 11:59:48,597 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 10:08:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 3.1067, loss: 3.1067 2023-12-02 12:00:11,879 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 10:08:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 3.1202, loss: 3.1202 2023-12-02 12:00:35,079 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 10:07:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 3.1295, loss: 3.1295 2023-12-02 12:00:58,389 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 10:07:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 3.1143, loss: 3.1143 2023-12-02 12:01:21,626 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 10:06:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 3.1254, loss: 3.1254 2023-12-02 12:01:44,884 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 10:06:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 3.1215, loss: 3.1215 2023-12-02 12:02:08,176 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 10:06:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 3.1061, loss: 3.1061 2023-12-02 12:02:31,249 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 10:05:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 3.1305, loss: 3.1305 2023-12-02 12:02:54,382 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 10:05:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 3.1125, loss: 3.1125 2023-12-02 12:03:17,508 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 10:04:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 3.1176, loss: 3.1176 2023-12-02 12:03:27,147 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-02 12:07:04,419 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 12:07:04,907 - pyskl - INFO - top1_acc 0.8462 top5_acc 0.9750 2023-12-02 12:07:04,911 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_110.pth was removed 2023-12-02 12:07:05,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2023-12-02 12:07:05,063 - pyskl - INFO - Best top1_acc is 0.8462 at 112 epoch. 2023-12-02 12:07:05,087 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8462, top5_acc: 0.9750 2023-12-02 12:07:51,078 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 10:04:20, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 3.0719, loss: 3.0719 2023-12-02 12:08:13,937 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 10:03:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 3.0567, loss: 3.0567 2023-12-02 12:08:36,821 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 10:03:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 3.0487, loss: 3.0487 2023-12-02 12:08:59,772 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 10:03:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 3.0733, loss: 3.0733 2023-12-02 12:09:22,679 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 10:02:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 3.0654, loss: 3.0654 2023-12-02 12:09:45,587 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 10:02:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 3.0534, loss: 3.0534 2023-12-02 12:10:08,538 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 10:01:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 3.0435, loss: 3.0435 2023-12-02 12:10:31,534 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 10:01:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9912, loss_cls: 3.0884, loss: 3.0884 2023-12-02 12:10:54,541 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 10:01:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 3.0857, loss: 3.0857 2023-12-02 12:11:17,549 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 10:00:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 3.0606, loss: 3.0606 2023-12-02 12:11:40,441 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 10:00:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 3.0421, loss: 3.0421 2023-12-02 12:12:03,457 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 9:59:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 3.0382, loss: 3.0382 2023-12-02 12:12:26,437 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 9:59:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 3.0432, loss: 3.0432 2023-12-02 12:12:49,378 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 9:58:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 3.0672, loss: 3.0672 2023-12-02 12:13:12,410 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 9:58:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 3.0823, loss: 3.0823 2023-12-02 12:13:35,375 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 9:58:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 3.0618, loss: 3.0618 2023-12-02 12:13:58,348 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 9:57:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 3.0708, loss: 3.0708 2023-12-02 12:14:21,294 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 9:57:20, time: 0.229, data_time: 0.001, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 3.1398, loss: 3.1398 2023-12-02 12:14:44,332 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 9:56:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 3.0818, loss: 3.0818 2023-12-02 12:15:07,357 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 9:56:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 3.0652, loss: 3.0652 2023-12-02 12:15:30,349 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 9:56:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 3.0881, loss: 3.0881 2023-12-02 12:15:53,248 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 9:55:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 3.0751, loss: 3.0751 2023-12-02 12:16:16,317 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 9:55:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 3.0874, loss: 3.0874 2023-12-02 12:16:39,283 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 9:54:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 3.0897, loss: 3.0897 2023-12-02 12:17:02,227 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 9:54:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 3.0818, loss: 3.0818 2023-12-02 12:17:25,249 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 9:54:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 3.0728, loss: 3.0728 2023-12-02 12:17:48,164 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 9:53:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 3.1006, loss: 3.1006 2023-12-02 12:18:11,121 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 9:53:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 3.0957, loss: 3.0957 2023-12-02 12:18:34,053 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 9:52:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 3.0896, loss: 3.0896 2023-12-02 12:18:57,026 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 9:52:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 3.0660, loss: 3.0660 2023-12-02 12:19:19,916 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 9:52:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 3.1055, loss: 3.1055 2023-12-02 12:19:42,869 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 9:51:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 3.1159, loss: 3.1159 2023-12-02 12:20:05,735 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 9:51:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 3.1174, loss: 3.1174 2023-12-02 12:20:28,771 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 9:50:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 3.0711, loss: 3.0711 2023-12-02 12:20:51,817 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 9:50:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 3.0843, loss: 3.0843 2023-12-02 12:21:14,862 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 9:49:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 3.0683, loss: 3.0683 2023-12-02 12:21:37,958 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 9:49:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 3.1030, loss: 3.1030 2023-12-02 12:22:00,992 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 9:49:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 3.1063, loss: 3.1063 2023-12-02 12:22:23,964 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 9:48:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 3.0988, loss: 3.0988 2023-12-02 12:22:33,629 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-02 12:26:10,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 12:26:11,452 - pyskl - INFO - top1_acc 0.8458 top5_acc 0.9723 2023-12-02 12:26:11,473 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8458, top5_acc: 0.9723 2023-12-02 12:26:57,427 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 9:48:13, time: 0.459, data_time: 0.230, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 3.0550, loss: 3.0550 2023-12-02 12:27:20,387 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 9:47:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 3.0348, loss: 3.0348 2023-12-02 12:27:43,244 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 9:47:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 3.0369, loss: 3.0369 2023-12-02 12:28:06,140 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 9:46:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 3.0344, loss: 3.0344 2023-12-02 12:28:29,010 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 9:46:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 3.0436, loss: 3.0436 2023-12-02 12:28:51,933 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 9:46:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 3.0768, loss: 3.0768 2023-12-02 12:29:14,822 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 9:45:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 3.0526, loss: 3.0526 2023-12-02 12:29:37,812 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 9:45:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 3.0592, loss: 3.0592 2023-12-02 12:30:00,669 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 9:44:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 3.0541, loss: 3.0541 2023-12-02 12:30:23,526 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 9:44:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 3.0579, loss: 3.0579 2023-12-02 12:30:46,518 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 9:44:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 3.0452, loss: 3.0452 2023-12-02 12:31:09,420 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 9:43:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 3.0672, loss: 3.0672 2023-12-02 12:31:32,380 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 9:43:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 3.0835, loss: 3.0835 2023-12-02 12:31:55,356 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 9:42:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 3.0707, loss: 3.0707 2023-12-02 12:32:18,308 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 9:42:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 3.0593, loss: 3.0593 2023-12-02 12:32:41,236 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 9:42:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 3.0667, loss: 3.0667 2023-12-02 12:33:04,203 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 9:41:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 3.0658, loss: 3.0658 2023-12-02 12:33:27,204 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 9:41:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 3.0697, loss: 3.0697 2023-12-02 12:33:50,258 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 9:40:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 3.0642, loss: 3.0642 2023-12-02 12:34:13,320 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 9:40:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 3.0539, loss: 3.0539 2023-12-02 12:34:36,172 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 9:40:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 3.0679, loss: 3.0679 2023-12-02 12:34:59,292 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 9:39:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 3.0869, loss: 3.0869 2023-12-02 12:35:22,332 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 9:39:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 3.1045, loss: 3.1045 2023-12-02 12:35:45,264 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 9:38:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 3.0942, loss: 3.0942 2023-12-02 12:36:08,326 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 9:38:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 3.0713, loss: 3.0713 2023-12-02 12:36:31,311 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 9:37:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 3.1011, loss: 3.1011 2023-12-02 12:36:54,319 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 9:37:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 3.0772, loss: 3.0772 2023-12-02 12:37:17,182 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 9:37:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 3.0875, loss: 3.0875 2023-12-02 12:37:40,070 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 9:36:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 3.0654, loss: 3.0654 2023-12-02 12:38:03,005 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 9:36:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 3.0787, loss: 3.0787 2023-12-02 12:38:25,914 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 9:35:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 3.0999, loss: 3.0999 2023-12-02 12:38:48,903 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 9:35:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 3.0813, loss: 3.0813 2023-12-02 12:39:11,840 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 9:35:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 3.0806, loss: 3.0806 2023-12-02 12:39:34,843 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 9:34:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 3.0610, loss: 3.0610 2023-12-02 12:39:57,880 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 9:34:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 3.0693, loss: 3.0693 2023-12-02 12:40:20,831 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 9:33:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9925, loss_cls: 3.0551, loss: 3.0551 2023-12-02 12:40:43,694 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 9:33:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 3.0753, loss: 3.0753 2023-12-02 12:41:06,721 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 9:33:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 3.0819, loss: 3.0819 2023-12-02 12:41:29,671 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 9:32:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 3.0735, loss: 3.0735 2023-12-02 12:41:39,294 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-02 12:45:16,792 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 12:45:17,284 - pyskl - INFO - top1_acc 0.8498 top5_acc 0.9723 2023-12-02 12:45:17,288 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_112.pth was removed 2023-12-02 12:45:17,450 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2023-12-02 12:45:17,452 - pyskl - INFO - Best top1_acc is 0.8498 at 114 epoch. 2023-12-02 12:45:17,471 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8498, top5_acc: 0.9723 2023-12-02 12:46:04,258 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 9:32:07, time: 0.468, data_time: 0.237, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 3.0386, loss: 3.0386 2023-12-02 12:46:27,279 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 9:31:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 3.0410, loss: 3.0410 2023-12-02 12:46:50,335 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 9:31:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 3.0638, loss: 3.0638 2023-12-02 12:47:13,284 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 9:30:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 3.0423, loss: 3.0423 2023-12-02 12:47:36,276 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 9:30:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 3.0556, loss: 3.0556 2023-12-02 12:47:59,414 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 9:30:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 3.0417, loss: 3.0417 2023-12-02 12:48:22,505 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 9:29:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 3.0475, loss: 3.0475 2023-12-02 12:48:45,531 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 9:29:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 3.0413, loss: 3.0413 2023-12-02 12:49:08,575 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 9:28:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 3.0569, loss: 3.0569 2023-12-02 12:49:31,616 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 9:28:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 3.0307, loss: 3.0307 2023-12-02 12:49:54,661 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 9:28:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 3.0314, loss: 3.0314 2023-12-02 12:50:17,677 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 9:27:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 3.0412, loss: 3.0412 2023-12-02 12:50:40,707 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 9:27:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 3.0277, loss: 3.0277 2023-12-02 12:51:03,739 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 9:26:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 3.0457, loss: 3.0457 2023-12-02 12:51:26,844 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 9:26:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 3.0497, loss: 3.0497 2023-12-02 12:51:49,816 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 9:25:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 3.0412, loss: 3.0412 2023-12-02 12:52:12,820 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 9:25:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 3.0364, loss: 3.0364 2023-12-02 12:52:35,892 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 9:25:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 3.0370, loss: 3.0370 2023-12-02 12:52:58,978 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 9:24:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 3.0317, loss: 3.0317 2023-12-02 12:53:22,121 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 9:24:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 3.0911, loss: 3.0911 2023-12-02 12:53:45,189 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 9:23:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 3.0734, loss: 3.0734 2023-12-02 12:54:08,374 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 9:23:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 3.0499, loss: 3.0499 2023-12-02 12:54:31,489 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 9:23:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 3.0677, loss: 3.0677 2023-12-02 12:54:54,712 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 9:22:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 3.0778, loss: 3.0778 2023-12-02 12:55:17,795 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 9:22:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 3.0770, loss: 3.0770 2023-12-02 12:55:41,012 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 9:21:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 3.0585, loss: 3.0585 2023-12-02 12:56:04,214 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 9:21:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 3.0615, loss: 3.0615 2023-12-02 12:56:27,220 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 9:21:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 3.0463, loss: 3.0463 2023-12-02 12:56:50,422 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 9:20:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 3.0628, loss: 3.0628 2023-12-02 12:57:13,502 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 9:20:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 3.0567, loss: 3.0567 2023-12-02 12:57:36,469 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 9:19:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 3.0600, loss: 3.0600 2023-12-02 12:57:59,492 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 9:19:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 3.0941, loss: 3.0941 2023-12-02 12:58:22,463 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 9:19:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 3.0723, loss: 3.0723 2023-12-02 12:58:45,495 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 9:18:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 3.0640, loss: 3.0640 2023-12-02 12:59:08,502 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 9:18:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 3.0948, loss: 3.0948 2023-12-02 12:59:31,604 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 9:17:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 3.0944, loss: 3.0944 2023-12-02 12:59:54,631 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 9:17:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 3.0595, loss: 3.0595 2023-12-02 13:00:17,635 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 9:16:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 3.0953, loss: 3.0953 2023-12-02 13:00:40,696 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 9:16:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 3.0510, loss: 3.0510 2023-12-02 13:00:50,436 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-02 13:04:28,482 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 13:04:28,976 - pyskl - INFO - top1_acc 0.8495 top5_acc 0.9745 2023-12-02 13:04:28,997 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8495, top5_acc: 0.9745 2023-12-02 13:05:15,188 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 9:16:03, time: 0.462, data_time: 0.232, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 3.0346, loss: 3.0346 2023-12-02 13:05:38,163 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 9:15:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 3.0461, loss: 3.0461 2023-12-02 13:06:01,054 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 9:15:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 3.0506, loss: 3.0506 2023-12-02 13:06:24,032 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 9:14:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 3.0141, loss: 3.0141 2023-12-02 13:06:47,012 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 9:14:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 3.0280, loss: 3.0280 2023-12-02 13:07:10,002 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 9:14:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 3.0206, loss: 3.0206 2023-12-02 13:07:32,938 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 9:13:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 3.0319, loss: 3.0319 2023-12-02 13:07:55,883 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 9:13:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 3.0291, loss: 3.0291 2023-12-02 13:08:18,846 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 9:12:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 3.0309, loss: 3.0309 2023-12-02 13:08:41,809 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 9:12:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 3.0140, loss: 3.0140 2023-12-02 13:09:04,774 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 9:11:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 3.0083, loss: 3.0083 2023-12-02 13:09:27,736 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 9:11:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 3.0208, loss: 3.0208 2023-12-02 13:09:50,823 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 9:11:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 3.0298, loss: 3.0298 2023-12-02 13:10:13,773 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 9:10:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 3.0501, loss: 3.0501 2023-12-02 13:10:36,778 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 9:10:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 3.0606, loss: 3.0606 2023-12-02 13:10:59,812 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 9:09:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 3.0384, loss: 3.0384 2023-12-02 13:11:22,724 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 9:09:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 3.0388, loss: 3.0388 2023-12-02 13:11:45,631 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 9:09:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 3.0367, loss: 3.0367 2023-12-02 13:12:08,740 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 9:08:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 3.0792, loss: 3.0792 2023-12-02 13:12:31,660 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 9:08:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 3.0213, loss: 3.0213 2023-12-02 13:12:54,640 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 9:07:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 3.0734, loss: 3.0734 2023-12-02 13:13:17,620 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 9:07:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 3.0788, loss: 3.0788 2023-12-02 13:13:40,575 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 9:07:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 3.0553, loss: 3.0553 2023-12-02 13:14:03,498 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 9:06:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 3.0572, loss: 3.0572 2023-12-02 13:14:26,347 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 9:06:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 3.0462, loss: 3.0462 2023-12-02 13:14:49,232 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 9:05:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 3.0546, loss: 3.0546 2023-12-02 13:15:12,163 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 9:05:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 3.0781, loss: 3.0781 2023-12-02 13:15:35,107 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 9:05:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 3.0521, loss: 3.0521 2023-12-02 13:15:58,144 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 9:04:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 3.0536, loss: 3.0536 2023-12-02 13:16:21,143 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 9:04:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 3.0231, loss: 3.0231 2023-12-02 13:16:44,106 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 9:03:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 3.0352, loss: 3.0352 2023-12-02 13:17:07,105 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 9:03:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 3.0579, loss: 3.0579 2023-12-02 13:17:30,075 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 9:02:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 3.0592, loss: 3.0592 2023-12-02 13:17:53,011 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 9:02:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 3.0421, loss: 3.0421 2023-12-02 13:18:15,923 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 9:02:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 3.0694, loss: 3.0694 2023-12-02 13:18:38,867 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 9:01:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 3.0270, loss: 3.0270 2023-12-02 13:19:01,854 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 9:01:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 3.0614, loss: 3.0614 2023-12-02 13:19:24,953 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 9:00:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 3.0275, loss: 3.0275 2023-12-02 13:19:47,995 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 9:00:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 3.0608, loss: 3.0608 2023-12-02 13:19:57,660 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-02 13:23:37,528 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 13:23:38,037 - pyskl - INFO - top1_acc 0.8408 top5_acc 0.9707 2023-12-02 13:23:38,071 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8408, top5_acc: 0.9707 2023-12-02 13:24:24,910 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 8:59:59, time: 0.468, data_time: 0.239, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 3.0318, loss: 3.0318 2023-12-02 13:24:47,808 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 8:59:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 3.0235, loss: 3.0235 2023-12-02 13:25:10,809 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 8:59:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 3.0126, loss: 3.0126 2023-12-02 13:25:34,023 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 8:58:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.9894, loss: 2.9894 2023-12-02 13:25:57,060 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 8:58:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 3.0417, loss: 3.0417 2023-12-02 13:26:20,210 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 8:57:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 3.0298, loss: 3.0298 2023-12-02 13:26:43,192 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 8:57:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 3.0020, loss: 3.0020 2023-12-02 13:27:06,079 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 8:57:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.9978, loss: 2.9978 2023-12-02 13:27:29,116 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 8:56:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 3.0052, loss: 3.0052 2023-12-02 13:27:52,138 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 8:56:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 3.0276, loss: 3.0276 2023-12-02 13:28:15,240 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 8:55:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 3.0415, loss: 3.0415 2023-12-02 13:28:38,505 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 8:55:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 3.0627, loss: 3.0627 2023-12-02 13:29:01,544 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 8:55:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 3.0404, loss: 3.0404 2023-12-02 13:29:24,454 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 8:54:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 3.0506, loss: 3.0506 2023-12-02 13:29:47,373 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 8:54:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 3.0463, loss: 3.0463 2023-12-02 13:30:10,297 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 8:53:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 3.0410, loss: 3.0410 2023-12-02 13:30:33,231 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 8:53:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 3.0351, loss: 3.0351 2023-12-02 13:30:56,160 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 8:53:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 3.0330, loss: 3.0330 2023-12-02 13:31:19,142 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 8:52:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 3.0427, loss: 3.0427 2023-12-02 13:31:42,168 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 8:52:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 3.0557, loss: 3.0557 2023-12-02 13:32:05,295 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 8:51:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 3.0530, loss: 3.0530 2023-12-02 13:32:28,383 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 8:51:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 3.0464, loss: 3.0464 2023-12-02 13:32:51,546 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 8:51:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 3.0167, loss: 3.0167 2023-12-02 13:33:14,510 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 8:50:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 3.0512, loss: 3.0512 2023-12-02 13:33:37,492 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 8:50:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 3.0293, loss: 3.0293 2023-12-02 13:34:00,434 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 8:49:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 3.0598, loss: 3.0598 2023-12-02 13:34:23,467 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 8:49:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 3.0608, loss: 3.0608 2023-12-02 13:34:46,555 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 8:48:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 3.0447, loss: 3.0447 2023-12-02 13:35:09,693 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 8:48:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 3.0505, loss: 3.0505 2023-12-02 13:35:32,784 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 8:48:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 3.0448, loss: 3.0448 2023-12-02 13:35:55,789 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 8:47:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 3.0672, loss: 3.0672 2023-12-02 13:36:18,862 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 8:47:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 3.0283, loss: 3.0283 2023-12-02 13:36:41,863 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 8:46:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 3.0388, loss: 3.0388 2023-12-02 13:37:04,819 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 8:46:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 3.0338, loss: 3.0338 2023-12-02 13:37:27,848 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 8:46:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 3.0402, loss: 3.0402 2023-12-02 13:37:50,855 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 8:45:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 3.0342, loss: 3.0342 2023-12-02 13:38:13,816 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 8:45:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 3.0598, loss: 3.0598 2023-12-02 13:38:36,838 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 8:44:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 3.0683, loss: 3.0683 2023-12-02 13:38:59,925 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 8:44:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 3.0626, loss: 3.0626 2023-12-02 13:39:09,577 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-02 13:42:47,046 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 13:42:47,544 - pyskl - INFO - top1_acc 0.8445 top5_acc 0.9712 2023-12-02 13:42:47,568 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8445, top5_acc: 0.9712 2023-12-02 13:43:33,495 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 8:43:57, time: 0.459, data_time: 0.228, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 3.0006, loss: 3.0006 2023-12-02 13:43:56,602 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 8:43:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 3.0427, loss: 3.0427 2023-12-02 13:44:19,723 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 8:43:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 3.0271, loss: 3.0271 2023-12-02 13:44:42,799 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 8:42:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 3.0058, loss: 3.0058 2023-12-02 13:45:05,943 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 8:42:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 3.0257, loss: 3.0257 2023-12-02 13:45:29,094 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 8:41:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 3.0242, loss: 3.0242 2023-12-02 13:45:52,288 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 8:41:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 3.0220, loss: 3.0220 2023-12-02 13:46:15,504 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 8:41:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.9984, loss: 2.9984 2023-12-02 13:46:38,724 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 8:40:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 3.0024, loss: 3.0024 2023-12-02 13:47:01,941 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 8:40:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 3.0230, loss: 3.0230 2023-12-02 13:47:24,994 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 8:39:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.9930, loss: 2.9930 2023-12-02 13:47:48,156 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 8:39:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 3.0202, loss: 3.0202 2023-12-02 13:48:11,332 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 8:39:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 3.0182, loss: 3.0182 2023-12-02 13:48:34,547 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 8:38:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 3.0372, loss: 3.0372 2023-12-02 13:48:57,809 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 8:38:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.9973, loss: 2.9973 2023-12-02 13:49:20,986 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 8:37:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 3.0290, loss: 3.0290 2023-12-02 13:49:44,187 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 8:37:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 3.0265, loss: 3.0265 2023-12-02 13:50:07,318 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 8:37:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 3.0041, loss: 3.0041 2023-12-02 13:50:30,589 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 8:36:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 3.0237, loss: 3.0237 2023-12-02 13:50:53,821 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 8:36:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 3.0526, loss: 3.0526 2023-12-02 13:51:16,966 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 8:35:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 3.0299, loss: 3.0299 2023-12-02 13:51:40,183 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 8:35:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 3.0160, loss: 3.0160 2023-12-02 13:52:03,373 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 8:34:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 3.0120, loss: 3.0120 2023-12-02 13:52:26,647 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 8:34:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 3.0209, loss: 3.0209 2023-12-02 13:52:49,953 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 8:34:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 3.0463, loss: 3.0463 2023-12-02 13:53:13,122 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 8:33:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 3.0480, loss: 3.0480 2023-12-02 13:53:36,489 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 8:33:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 3.0157, loss: 3.0157 2023-12-02 13:53:59,750 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 8:32:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 3.0168, loss: 3.0168 2023-12-02 13:54:22,960 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 8:32:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 3.0256, loss: 3.0256 2023-12-02 13:54:46,085 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 8:32:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 3.0643, loss: 3.0643 2023-12-02 13:55:09,241 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 8:31:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 3.0524, loss: 3.0524 2023-12-02 13:55:32,390 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 8:31:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 1.0000, loss_cls: 3.0309, loss: 3.0309 2023-12-02 13:55:55,651 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 8:30:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 3.0118, loss: 3.0118 2023-12-02 13:56:18,952 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 8:30:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 3.0564, loss: 3.0564 2023-12-02 13:56:42,162 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 8:30:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 3.0614, loss: 3.0614 2023-12-02 13:57:05,271 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 8:29:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 3.0237, loss: 3.0237 2023-12-02 13:57:28,464 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 8:29:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 3.0285, loss: 3.0285 2023-12-02 13:57:51,636 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 8:28:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 3.0661, loss: 3.0661 2023-12-02 13:58:14,747 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 8:28:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 3.0342, loss: 3.0342 2023-12-02 13:58:24,438 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-02 14:02:04,139 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 14:02:04,639 - pyskl - INFO - top1_acc 0.8403 top5_acc 0.9682 2023-12-02 14:02:04,659 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8403, top5_acc: 0.9682 2023-12-02 14:02:50,158 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 8:27:56, time: 0.455, data_time: 0.227, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 3.0102, loss: 3.0102 2023-12-02 14:03:13,018 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 8:27:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.9819, loss: 2.9819 2023-12-02 14:03:35,933 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 8:27:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 2.9924, loss: 2.9924 2023-12-02 14:03:58,832 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 8:26:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 3.0092, loss: 3.0092 2023-12-02 14:04:21,780 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 8:26:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.9863, loss: 2.9863 2023-12-02 14:04:44,734 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 8:25:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 3.0114, loss: 3.0114 2023-12-02 14:05:07,692 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 8:25:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 3.0076, loss: 3.0076 2023-12-02 14:05:30,607 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 8:25:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.9867, loss: 2.9867 2023-12-02 14:05:53,532 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 8:24:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 3.0078, loss: 3.0078 2023-12-02 14:06:16,472 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 8:24:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.9969, loss: 2.9969 2023-12-02 14:06:39,409 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 8:23:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 3.0019, loss: 3.0019 2023-12-02 14:07:02,332 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 8:23:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.9993, loss: 2.9993 2023-12-02 14:07:25,279 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 8:23:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 3.0003, loss: 3.0003 2023-12-02 14:07:48,219 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 8:22:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.9994, loss: 2.9994 2023-12-02 14:08:11,208 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 8:22:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.9985, loss: 2.9985 2023-12-02 14:08:34,171 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 8:21:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 3.0128, loss: 3.0128 2023-12-02 14:08:57,269 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 8:21:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.9911, loss: 2.9911 2023-12-02 14:09:20,252 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 8:20:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 3.0169, loss: 3.0169 2023-12-02 14:09:43,162 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 8:20:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 3.0276, loss: 3.0276 2023-12-02 14:10:06,039 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 8:20:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 3.0349, loss: 3.0349 2023-12-02 14:10:28,844 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 8:19:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 3.0147, loss: 3.0147 2023-12-02 14:10:51,773 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 8:19:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 3.0282, loss: 3.0282 2023-12-02 14:11:14,730 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 8:18:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 3.0217, loss: 3.0217 2023-12-02 14:11:37,697 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 8:18:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 3.0061, loss: 3.0061 2023-12-02 14:12:00,583 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 8:18:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 3.0175, loss: 3.0175 2023-12-02 14:12:23,678 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 8:17:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 3.0084, loss: 3.0084 2023-12-02 14:12:46,689 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 8:17:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 2.9952, loss: 2.9952 2023-12-02 14:13:09,656 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 8:16:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 3.0079, loss: 3.0079 2023-12-02 14:13:32,537 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 8:16:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 3.0217, loss: 3.0217 2023-12-02 14:13:55,471 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 8:16:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.9937, loss: 2.9937 2023-12-02 14:14:18,450 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 8:15:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 3.0179, loss: 3.0179 2023-12-02 14:14:41,375 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 8:15:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 3.0137, loss: 3.0137 2023-12-02 14:15:04,259 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 8:14:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 3.0165, loss: 3.0165 2023-12-02 14:15:27,208 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 8:14:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 3.0343, loss: 3.0343 2023-12-02 14:15:50,093 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 8:14:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 3.0170, loss: 3.0170 2023-12-02 14:16:13,038 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 8:13:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 3.0164, loss: 3.0164 2023-12-02 14:16:35,983 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 8:13:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 3.0460, loss: 3.0460 2023-12-02 14:16:58,923 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 8:12:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 3.0296, loss: 3.0296 2023-12-02 14:17:21,805 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 8:12:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 3.0386, loss: 3.0386 2023-12-02 14:17:31,437 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-02 14:21:08,398 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 14:21:08,895 - pyskl - INFO - top1_acc 0.8565 top5_acc 0.9731 2023-12-02 14:21:08,899 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_114.pth was removed 2023-12-02 14:21:09,047 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-02 14:21:09,049 - pyskl - INFO - Best top1_acc is 0.8565 at 119 epoch. 2023-12-02 14:21:09,080 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8565, top5_acc: 0.9731 2023-12-02 14:21:54,959 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 8:11:54, time: 0.459, data_time: 0.230, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.9895, loss: 2.9895 2023-12-02 14:22:17,793 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 8:11:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.9965, loss: 2.9965 2023-12-02 14:22:40,646 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 8:11:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.9909, loss: 2.9909 2023-12-02 14:23:03,675 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 8:10:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 3.0096, loss: 3.0096 2023-12-02 14:23:26,605 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 8:10:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.9753, loss: 2.9753 2023-12-02 14:23:49,556 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 8:09:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 2.9987, loss: 2.9987 2023-12-02 14:24:12,505 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 8:09:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.9710, loss: 2.9710 2023-12-02 14:24:35,486 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 8:09:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 2.9827, loss: 2.9827 2023-12-02 14:24:58,470 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 8:08:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 3.0191, loss: 3.0191 2023-12-02 14:25:21,517 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 8:08:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 3.0055, loss: 3.0055 2023-12-02 14:25:44,556 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 8:07:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.9853, loss: 2.9853 2023-12-02 14:26:07,462 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 8:07:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.9996, loss: 2.9996 2023-12-02 14:26:30,449 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 8:07:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 2.9934, loss: 2.9934 2023-12-02 14:26:53,452 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 8:06:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.9995, loss: 2.9995 2023-12-02 14:27:16,450 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 8:06:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 3.0179, loss: 3.0179 2023-12-02 14:27:39,379 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 8:05:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 2.9964, loss: 2.9964 2023-12-02 14:28:02,238 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 8:05:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.9903, loss: 2.9903 2023-12-02 14:28:25,167 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 8:04:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 2.9918, loss: 2.9918 2023-12-02 14:28:48,112 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 8:04:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.9754, loss: 2.9754 2023-12-02 14:29:11,062 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 8:04:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 3.0099, loss: 3.0099 2023-12-02 14:29:34,002 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 8:03:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.9836, loss: 2.9836 2023-12-02 14:29:57,004 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 8:03:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 3.0053, loss: 3.0053 2023-12-02 14:30:20,025 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 8:02:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.9947, loss: 2.9947 2023-12-02 14:30:42,938 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 8:02:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 3.0045, loss: 3.0045 2023-12-02 14:31:06,034 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 8:02:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 2.9996, loss: 2.9996 2023-12-02 14:31:29,018 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 8:01:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 3.0054, loss: 3.0054 2023-12-02 14:31:51,975 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 8:01:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.9970, loss: 2.9970 2023-12-02 14:32:14,896 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 8:00:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 3.0219, loss: 3.0219 2023-12-02 14:32:37,924 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 8:00:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 3.0067, loss: 3.0067 2023-12-02 14:33:00,851 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 8:00:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 3.0111, loss: 3.0111 2023-12-02 14:33:23,762 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 7:59:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 3.0280, loss: 3.0280 2023-12-02 14:33:46,624 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 7:59:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 3.0030, loss: 3.0030 2023-12-02 14:34:09,561 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 7:58:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 3.0281, loss: 3.0281 2023-12-02 14:34:32,613 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 7:58:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 2.9978, loss: 2.9978 2023-12-02 14:34:55,542 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 7:58:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 3.0048, loss: 3.0048 2023-12-02 14:35:18,471 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 7:57:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.9976, loss: 2.9976 2023-12-02 14:35:41,452 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 7:57:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 3.0095, loss: 3.0095 2023-12-02 14:36:04,427 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 7:56:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 3.0209, loss: 3.0209 2023-12-02 14:36:27,373 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 7:56:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 3.0122, loss: 3.0122 2023-12-02 14:36:36,942 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-02 14:40:14,147 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 14:40:14,638 - pyskl - INFO - top1_acc 0.8512 top5_acc 0.9717 2023-12-02 14:40:14,658 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8512, top5_acc: 0.9717 2023-12-02 14:41:00,460 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 7:55:52, time: 0.458, data_time: 0.229, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 3.0116, loss: 3.0116 2023-12-02 14:41:23,283 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 7:55:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.9963, loss: 2.9963 2023-12-02 14:41:46,122 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 7:55:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 2.9832, loss: 2.9832 2023-12-02 14:42:08,997 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 7:54:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 2.9702, loss: 2.9702 2023-12-02 14:42:31,910 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 7:54:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.9762, loss: 2.9762 2023-12-02 14:42:54,850 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 7:53:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.9813, loss: 2.9813 2023-12-02 14:43:17,742 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 7:53:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.9626, loss: 2.9626 2023-12-02 14:43:40,528 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 7:53:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.9601, loss: 2.9601 2023-12-02 14:44:03,438 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 7:52:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.9810, loss: 2.9810 2023-12-02 14:44:26,321 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 7:52:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.9978, loss: 2.9978 2023-12-02 14:44:49,197 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 7:51:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.9972, loss: 2.9972 2023-12-02 14:45:12,089 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 7:51:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.9852, loss: 2.9852 2023-12-02 14:45:34,913 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 7:50:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.9860, loss: 2.9860 2023-12-02 14:45:57,804 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 7:50:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 3.0006, loss: 3.0006 2023-12-02 14:46:20,694 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 7:50:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.9992, loss: 2.9992 2023-12-02 14:46:43,644 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 7:49:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 2.9730, loss: 2.9730 2023-12-02 14:47:06,559 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 7:49:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 3.0057, loss: 3.0057 2023-12-02 14:47:29,385 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 7:48:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.9754, loss: 2.9754 2023-12-02 14:47:52,227 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 7:48:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.9802, loss: 2.9802 2023-12-02 14:48:15,139 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 7:48:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 2.9869, loss: 2.9869 2023-12-02 14:48:38,063 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 7:47:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.9873, loss: 2.9873 2023-12-02 14:49:01,040 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 7:47:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 3.0096, loss: 3.0096 2023-12-02 14:49:23,883 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 7:46:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.9835, loss: 2.9835 2023-12-02 14:49:46,879 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 7:46:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.9935, loss: 2.9935 2023-12-02 14:50:09,958 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 7:46:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 3.0071, loss: 3.0071 2023-12-02 14:50:32,976 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 7:45:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.9995, loss: 2.9995 2023-12-02 14:50:55,937 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 7:45:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.9834, loss: 2.9834 2023-12-02 14:51:18,818 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 7:44:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.9793, loss: 2.9793 2023-12-02 14:51:41,736 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 7:44:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9779, loss: 2.9779 2023-12-02 14:52:04,724 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 7:44:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.9865, loss: 2.9865 2023-12-02 14:52:27,824 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 7:43:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.9822, loss: 2.9822 2023-12-02 14:52:50,803 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 7:43:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.9980, loss: 2.9980 2023-12-02 14:53:13,733 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 7:42:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 3.0147, loss: 3.0147 2023-12-02 14:53:36,647 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 7:42:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 3.0030, loss: 3.0030 2023-12-02 14:53:59,529 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 7:42:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.9880, loss: 2.9880 2023-12-02 14:54:22,372 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 7:41:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 3.0141, loss: 3.0141 2023-12-02 14:54:45,223 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 7:41:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 3.0288, loss: 3.0288 2023-12-02 14:55:08,131 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 7:40:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 3.0179, loss: 3.0179 2023-12-02 14:55:31,040 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 7:40:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.9808, loss: 2.9808 2023-12-02 14:55:40,649 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-02 14:59:17,831 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 14:59:18,314 - pyskl - INFO - top1_acc 0.8576 top5_acc 0.9733 2023-12-02 14:59:18,318 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_119.pth was removed 2023-12-02 14:59:18,462 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2023-12-02 14:59:18,464 - pyskl - INFO - Best top1_acc is 0.8576 at 121 epoch. 2023-12-02 14:59:18,484 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8576, top5_acc: 0.9733 2023-12-02 15:00:04,523 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 7:39:51, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.9903, loss: 2.9903 2023-12-02 15:00:27,416 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 7:39:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.9784, loss: 2.9784 2023-12-02 15:00:50,398 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 7:39:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.9734, loss: 2.9734 2023-12-02 15:01:13,393 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 7:38:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.9722, loss: 2.9722 2023-12-02 15:01:36,393 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 7:38:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.9724, loss: 2.9724 2023-12-02 15:01:59,285 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 7:37:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.9533, loss: 2.9533 2023-12-02 15:02:22,181 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 7:37:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.9788, loss: 2.9788 2023-12-02 15:02:45,144 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 7:37:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9665, loss: 2.9665 2023-12-02 15:03:08,238 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 7:36:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.9784, loss: 2.9784 2023-12-02 15:03:31,268 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 7:36:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.9874, loss: 2.9874 2023-12-02 15:03:54,295 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 7:35:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.9863, loss: 2.9863 2023-12-02 15:04:17,219 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 7:35:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 2.9757, loss: 2.9757 2023-12-02 15:04:40,265 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 7:34:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.9763, loss: 2.9763 2023-12-02 15:05:03,209 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 7:34:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9575, loss: 2.9575 2023-12-02 15:05:26,216 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 7:34:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.9714, loss: 2.9714 2023-12-02 15:05:49,198 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 7:33:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.9762, loss: 2.9762 2023-12-02 15:06:12,157 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 7:33:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.9848, loss: 2.9848 2023-12-02 15:06:35,223 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 7:32:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.9825, loss: 2.9825 2023-12-02 15:06:58,266 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 7:32:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.9870, loss: 2.9870 2023-12-02 15:07:21,218 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 7:32:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9844, loss: 2.9844 2023-12-02 15:07:44,178 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 7:31:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 3.0041, loss: 3.0041 2023-12-02 15:08:07,219 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 7:31:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.9848, loss: 2.9848 2023-12-02 15:08:30,319 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 7:30:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.9815, loss: 2.9815 2023-12-02 15:08:53,381 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 7:30:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.9894, loss: 2.9894 2023-12-02 15:09:16,343 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 7:30:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.9845, loss: 2.9845 2023-12-02 15:09:39,395 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 7:29:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.9871, loss: 2.9871 2023-12-02 15:10:02,390 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 7:29:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 3.0038, loss: 3.0038 2023-12-02 15:10:25,437 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 7:28:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.9846, loss: 2.9846 2023-12-02 15:10:48,549 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 7:28:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 3.0024, loss: 3.0024 2023-12-02 15:11:11,475 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 7:28:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.9790, loss: 2.9790 2023-12-02 15:11:34,574 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 7:27:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.9961, loss: 2.9961 2023-12-02 15:11:57,566 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 7:27:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.9791, loss: 2.9791 2023-12-02 15:12:20,555 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 7:26:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.9706, loss: 2.9706 2023-12-02 15:12:43,464 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 7:26:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 3.0007, loss: 3.0007 2023-12-02 15:13:06,433 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 7:26:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 3.0019, loss: 3.0019 2023-12-02 15:13:29,401 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 7:25:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.9948, loss: 2.9948 2023-12-02 15:13:52,340 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 7:25:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 3.0032, loss: 3.0032 2023-12-02 15:14:15,317 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 7:24:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 3.0146, loss: 3.0146 2023-12-02 15:14:38,267 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 7:24:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.9815, loss: 2.9815 2023-12-02 15:14:47,760 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-02 15:18:24,968 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 15:18:25,452 - pyskl - INFO - top1_acc 0.8568 top5_acc 0.9729 2023-12-02 15:18:25,475 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8568, top5_acc: 0.9729 2023-12-02 15:19:11,256 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 7:23:51, time: 0.458, data_time: 0.229, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.9766, loss: 2.9766 2023-12-02 15:19:34,174 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 7:23:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.9609, loss: 2.9609 2023-12-02 15:19:57,078 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 7:23:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.9596, loss: 2.9596 2023-12-02 15:20:20,056 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 7:22:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 2.9578, loss: 2.9578 2023-12-02 15:20:42,985 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 7:22:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9467, loss: 2.9467 2023-12-02 15:21:05,820 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 7:21:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.9803, loss: 2.9803 2023-12-02 15:21:28,620 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 7:21:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.9576, loss: 2.9576 2023-12-02 15:21:51,548 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 7:21:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9586, loss: 2.9586 2023-12-02 15:22:14,500 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 7:20:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 2.9709, loss: 2.9709 2023-12-02 15:22:37,434 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 7:20:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.9533, loss: 2.9533 2023-12-02 15:23:00,520 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 7:19:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9547, loss: 2.9547 2023-12-02 15:23:23,509 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 7:19:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.9736, loss: 2.9736 2023-12-02 15:23:46,464 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 7:18:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.9799, loss: 2.9799 2023-12-02 15:24:09,404 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 7:18:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.9818, loss: 2.9818 2023-12-02 15:24:32,326 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 7:18:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9601, loss: 2.9601 2023-12-02 15:24:55,198 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 7:17:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.9523, loss: 2.9523 2023-12-02 15:25:18,181 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 7:17:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 2.9756, loss: 2.9756 2023-12-02 15:25:41,287 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 7:16:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9658, loss: 2.9658 2023-12-02 15:26:04,274 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 7:16:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 2.9638, loss: 2.9638 2023-12-02 15:26:27,186 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 7:16:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.9794, loss: 2.9794 2023-12-02 15:26:50,058 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 7:15:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.9758, loss: 2.9758 2023-12-02 15:27:12,994 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 7:15:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 2.9694, loss: 2.9694 2023-12-02 15:27:35,993 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 7:14:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.9662, loss: 2.9662 2023-12-02 15:27:58,955 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 7:14:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.9764, loss: 2.9764 2023-12-02 15:28:21,979 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 7:14:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.9583, loss: 2.9583 2023-12-02 15:28:44,924 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 7:13:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.9786, loss: 2.9786 2023-12-02 15:29:07,776 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 7:13:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 2.9771, loss: 2.9771 2023-12-02 15:29:30,760 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 7:12:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.9960, loss: 2.9960 2023-12-02 15:29:53,816 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 7:12:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.9796, loss: 2.9796 2023-12-02 15:30:16,786 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 7:12:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.9576, loss: 2.9576 2023-12-02 15:30:39,746 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 7:11:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 2.9613, loss: 2.9613 2023-12-02 15:31:02,657 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 7:11:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.9681, loss: 2.9681 2023-12-02 15:31:25,508 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 7:10:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.9619, loss: 2.9619 2023-12-02 15:31:48,369 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 7:10:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.9956, loss: 2.9956 2023-12-02 15:32:11,183 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 7:10:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.9851, loss: 2.9851 2023-12-02 15:32:34,104 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 7:09:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.9826, loss: 2.9826 2023-12-02 15:32:57,011 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 7:09:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9606, loss: 2.9606 2023-12-02 15:33:19,956 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 7:08:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.9766, loss: 2.9766 2023-12-02 15:33:42,869 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 7:08:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 2.9850, loss: 2.9850 2023-12-02 15:33:52,383 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-02 15:37:29,472 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 15:37:29,960 - pyskl - INFO - top1_acc 0.8582 top5_acc 0.9729 2023-12-02 15:37:29,965 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_121.pth was removed 2023-12-02 15:37:30,112 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2023-12-02 15:37:30,114 - pyskl - INFO - Best top1_acc is 0.8582 at 123 epoch. 2023-12-02 15:37:30,134 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8582, top5_acc: 0.9729 2023-12-02 15:38:15,834 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 7:07:52, time: 0.457, data_time: 0.227, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9599, loss: 2.9599 2023-12-02 15:38:38,836 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 7:07:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.9741, loss: 2.9741 2023-12-02 15:39:01,834 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 7:07:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.9651, loss: 2.9651 2023-12-02 15:39:24,823 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 7:06:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9620, loss: 2.9620 2023-12-02 15:39:47,761 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 7:06:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9388, loss: 2.9388 2023-12-02 15:40:10,616 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 7:05:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 2.9447, loss: 2.9447 2023-12-02 15:40:33,553 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 7:05:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9459, loss: 2.9459 2023-12-02 15:40:56,436 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 7:05:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9496, loss: 2.9496 2023-12-02 15:41:19,468 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 7:04:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.9847, loss: 2.9847 2023-12-02 15:41:42,445 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 7:04:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 2.9608, loss: 2.9608 2023-12-02 15:42:05,409 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 7:03:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 2.9505, loss: 2.9505 2023-12-02 15:42:28,328 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 7:03:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9551, loss: 2.9551 2023-12-02 15:42:51,167 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 7:02:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9646, loss: 2.9646 2023-12-02 15:43:14,068 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 7:02:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.9665, loss: 2.9665 2023-12-02 15:43:37,000 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 7:02:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.9583, loss: 2.9583 2023-12-02 15:43:59,937 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 7:01:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9377, loss: 2.9377 2023-12-02 15:44:22,911 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 7:01:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9448, loss: 2.9448 2023-12-02 15:44:45,859 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 7:00:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9630, loss: 2.9630 2023-12-02 15:45:08,833 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 7:00:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 2.9581, loss: 2.9581 2023-12-02 15:45:31,809 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 7:00:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9571, loss: 2.9571 2023-12-02 15:45:54,826 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 6:59:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.9502, loss: 2.9502 2023-12-02 15:46:17,782 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 6:59:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9548, loss: 2.9548 2023-12-02 15:46:40,814 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 6:58:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.9821, loss: 2.9821 2023-12-02 15:47:03,739 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 6:58:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.9851, loss: 2.9851 2023-12-02 15:47:26,645 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 6:58:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.9681, loss: 2.9681 2023-12-02 15:47:49,621 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 6:57:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 2.9611, loss: 2.9611 2023-12-02 15:48:12,499 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 6:57:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.9597, loss: 2.9597 2023-12-02 15:48:35,452 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 6:56:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.9646, loss: 2.9646 2023-12-02 15:48:58,395 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 6:56:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.9669, loss: 2.9669 2023-12-02 15:49:21,462 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 6:56:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.9680, loss: 2.9680 2023-12-02 15:49:44,466 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 6:55:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9455, loss: 2.9455 2023-12-02 15:50:07,441 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 6:55:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.9509, loss: 2.9509 2023-12-02 15:50:30,518 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 6:54:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9592, loss: 2.9592 2023-12-02 15:50:53,574 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 6:54:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.9556, loss: 2.9556 2023-12-02 15:51:16,591 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 6:54:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.9669, loss: 2.9669 2023-12-02 15:51:39,617 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 6:53:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9584, loss: 2.9584 2023-12-02 15:52:02,528 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 6:53:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.9779, loss: 2.9779 2023-12-02 15:52:25,501 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 6:52:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9485, loss: 2.9485 2023-12-02 15:52:48,359 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 6:52:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 2.9664, loss: 2.9664 2023-12-02 15:52:57,969 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-02 15:56:35,367 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 15:56:36,660 - pyskl - INFO - top1_acc 0.8652 top5_acc 0.9749 2023-12-02 15:56:36,664 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_123.pth was removed 2023-12-02 15:56:36,804 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-02 15:56:36,806 - pyskl - INFO - Best top1_acc is 0.8652 at 124 epoch. 2023-12-02 15:56:36,826 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8652, top5_acc: 0.9749 2023-12-02 15:57:23,018 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 6:51:53, time: 0.462, data_time: 0.232, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9559, loss: 2.9559 2023-12-02 15:57:45,940 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 6:51:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.9524, loss: 2.9524 2023-12-02 15:58:08,847 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 6:51:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9506, loss: 2.9506 2023-12-02 15:58:31,720 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 6:50:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9457, loss: 2.9457 2023-12-02 15:58:54,691 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 6:50:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9465, loss: 2.9465 2023-12-02 15:59:17,628 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 6:49:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.9513, loss: 2.9513 2023-12-02 15:59:40,596 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 6:49:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9449, loss: 2.9449 2023-12-02 16:00:03,491 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 6:49:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9364, loss: 2.9364 2023-12-02 16:00:26,548 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 6:48:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 2.9433, loss: 2.9433 2023-12-02 16:00:49,433 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 6:48:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9314, loss: 2.9314 2023-12-02 16:01:12,370 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 6:47:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9335, loss: 2.9335 2023-12-02 16:01:35,263 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 6:47:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.9506, loss: 2.9506 2023-12-02 16:01:58,183 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 6:47:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9435, loss: 2.9435 2023-12-02 16:02:21,110 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 6:46:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 2.9356, loss: 2.9356 2023-12-02 16:02:43,982 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 6:46:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.9551, loss: 2.9551 2023-12-02 16:03:06,898 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 6:45:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9471, loss: 2.9471 2023-12-02 16:03:29,715 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 6:45:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 2.9393, loss: 2.9393 2023-12-02 16:03:52,720 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 6:44:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.9592, loss: 2.9592 2023-12-02 16:04:15,654 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 6:44:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9511, loss: 2.9511 2023-12-02 16:04:38,553 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 6:44:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9479, loss: 2.9479 2023-12-02 16:05:01,402 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 6:43:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 2.9424, loss: 2.9424 2023-12-02 16:05:24,290 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 6:43:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9454, loss: 2.9454 2023-12-02 16:05:47,212 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 6:42:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9422, loss: 2.9422 2023-12-02 16:06:10,080 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 6:42:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9412, loss: 2.9412 2023-12-02 16:06:33,025 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 6:42:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9479, loss: 2.9479 2023-12-02 16:06:55,993 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 6:41:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9502, loss: 2.9502 2023-12-02 16:07:18,968 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 6:41:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 2.9405, loss: 2.9405 2023-12-02 16:07:41,974 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 6:40:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.9467, loss: 2.9467 2023-12-02 16:08:04,900 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 6:40:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.9613, loss: 2.9613 2023-12-02 16:08:27,839 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 6:40:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.9535, loss: 2.9535 2023-12-02 16:08:50,757 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 6:39:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9644, loss: 2.9644 2023-12-02 16:09:13,658 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 6:39:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9487, loss: 2.9487 2023-12-02 16:09:36,682 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 6:38:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.9742, loss: 2.9742 2023-12-02 16:09:59,598 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 6:38:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.9625, loss: 2.9625 2023-12-02 16:10:22,597 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 6:38:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 2.9612, loss: 2.9612 2023-12-02 16:10:45,485 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 6:37:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.9713, loss: 2.9713 2023-12-02 16:11:08,456 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 6:37:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.9641, loss: 2.9641 2023-12-02 16:11:31,439 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 6:36:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 2.9584, loss: 2.9584 2023-12-02 16:11:54,338 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 6:36:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.9625, loss: 2.9625 2023-12-02 16:12:03,911 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-02 16:15:41,442 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 16:15:41,934 - pyskl - INFO - top1_acc 0.8678 top5_acc 0.9768 2023-12-02 16:15:41,938 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_124.pth was removed 2023-12-02 16:15:42,209 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2023-12-02 16:15:42,211 - pyskl - INFO - Best top1_acc is 0.8678 at 125 epoch. 2023-12-02 16:15:42,230 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8678, top5_acc: 0.9768 2023-12-02 16:16:28,094 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 6:35:55, time: 0.459, data_time: 0.229, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9381, loss: 2.9381 2023-12-02 16:16:51,076 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 6:35:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9314, loss: 2.9314 2023-12-02 16:17:14,005 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 6:35:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9298, loss: 2.9298 2023-12-02 16:17:37,065 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 6:34:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9469, loss: 2.9469 2023-12-02 16:18:00,083 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 6:34:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9259, loss: 2.9259 2023-12-02 16:18:23,043 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 6:33:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9298, loss: 2.9298 2023-12-02 16:18:45,981 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 6:33:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9285, loss: 2.9285 2023-12-02 16:19:08,926 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 6:33:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9322, loss: 2.9322 2023-12-02 16:19:31,846 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 6:32:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 2.9313, loss: 2.9313 2023-12-02 16:19:54,863 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 6:32:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9410, loss: 2.9410 2023-12-02 16:20:17,832 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 6:31:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9337, loss: 2.9337 2023-12-02 16:20:40,832 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 6:31:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 2.9332, loss: 2.9332 2023-12-02 16:21:03,775 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 6:31:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9441, loss: 2.9441 2023-12-02 16:21:26,681 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 6:30:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 2.9378, loss: 2.9378 2023-12-02 16:21:49,555 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:30:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9386, loss: 2.9386 2023-12-02 16:22:12,439 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:29:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9317, loss: 2.9317 2023-12-02 16:22:35,319 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:29:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9314, loss: 2.9314 2023-12-02 16:22:58,237 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:29:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9319, loss: 2.9319 2023-12-02 16:23:21,167 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:28:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9311, loss: 2.9311 2023-12-02 16:23:44,115 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:28:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 2.9269, loss: 2.9269 2023-12-02 16:24:07,067 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:27:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9322, loss: 2.9322 2023-12-02 16:24:29,933 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:27:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9284, loss: 2.9284 2023-12-02 16:24:52,877 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:26:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9352, loss: 2.9352 2023-12-02 16:25:15,927 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:26:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9427, loss: 2.9427 2023-12-02 16:25:38,937 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:26:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9454, loss: 2.9454 2023-12-02 16:26:01,866 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:25:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 2.9471, loss: 2.9471 2023-12-02 16:26:24,787 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:25:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9447, loss: 2.9447 2023-12-02 16:26:47,786 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:24:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9414, loss: 2.9414 2023-12-02 16:27:10,672 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:24:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9496, loss: 2.9496 2023-12-02 16:27:33,541 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:24:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.9598, loss: 2.9598 2023-12-02 16:27:56,497 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:23:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9524, loss: 2.9524 2023-12-02 16:28:19,556 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:23:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 2.9426, loss: 2.9426 2023-12-02 16:28:42,551 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:22:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 2.9276, loss: 2.9276 2023-12-02 16:29:05,475 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:22:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9409, loss: 2.9409 2023-12-02 16:29:28,495 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 6:22:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 2.9490, loss: 2.9490 2023-12-02 16:29:51,439 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 6:21:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 2.9435, loss: 2.9435 2023-12-02 16:30:14,376 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 6:21:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9330, loss: 2.9330 2023-12-02 16:30:37,303 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 6:20:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 2.9322, loss: 2.9322 2023-12-02 16:31:00,270 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 6:20:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9443, loss: 2.9443 2023-12-02 16:31:09,936 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-02 16:34:47,929 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 16:34:48,429 - pyskl - INFO - top1_acc 0.8659 top5_acc 0.9734 2023-12-02 16:34:48,452 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8659, top5_acc: 0.9734 2023-12-02 16:35:34,075 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 6:19:57, time: 0.456, data_time: 0.228, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 2.9344, loss: 2.9344 2023-12-02 16:35:56,917 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 6:19:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9246, loss: 2.9246 2023-12-02 16:36:19,811 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 6:19:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9230, loss: 2.9230 2023-12-02 16:36:42,795 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 6:18:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9189, loss: 2.9189 2023-12-02 16:37:05,786 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 6:18:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9221, loss: 2.9221 2023-12-02 16:37:28,819 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 6:17:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9266, loss: 2.9266 2023-12-02 16:37:51,682 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 6:17:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9245, loss: 2.9245 2023-12-02 16:38:14,587 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 6:17:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9399, loss: 2.9399 2023-12-02 16:38:37,468 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 6:16:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 2.9306, loss: 2.9306 2023-12-02 16:39:00,342 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 6:16:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9168, loss: 2.9168 2023-12-02 16:39:23,330 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 6:15:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9254, loss: 2.9254 2023-12-02 16:39:46,330 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 6:15:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9211, loss: 2.9211 2023-12-02 16:40:09,373 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 6:15:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9197, loss: 2.9197 2023-12-02 16:40:32,475 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 6:14:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9206, loss: 2.9206 2023-12-02 16:40:55,491 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 6:14:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9273, loss: 2.9273 2023-12-02 16:41:18,503 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 6:13:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9241, loss: 2.9241 2023-12-02 16:41:41,492 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 6:13:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9270, loss: 2.9270 2023-12-02 16:42:04,406 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 6:13:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9385, loss: 2.9385 2023-12-02 16:42:27,340 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 6:12:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 2.9389, loss: 2.9389 2023-12-02 16:42:50,258 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 6:12:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9381, loss: 2.9381 2023-12-02 16:43:13,180 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 6:11:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9292, loss: 2.9292 2023-12-02 16:43:36,041 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 6:11:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 2.9235, loss: 2.9235 2023-12-02 16:43:58,987 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 6:11:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9297, loss: 2.9297 2023-12-02 16:44:21,879 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 6:10:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 2.9342, loss: 2.9342 2023-12-02 16:44:44,806 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 6:10:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 2.9266, loss: 2.9266 2023-12-02 16:45:07,801 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 6:09:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9229, loss: 2.9229 2023-12-02 16:45:30,795 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 6:09:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9406, loss: 2.9406 2023-12-02 16:45:53,791 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 6:09:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9406, loss: 2.9406 2023-12-02 16:46:16,780 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 6:08:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9345, loss: 2.9345 2023-12-02 16:46:39,819 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 6:08:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9270, loss: 2.9270 2023-12-02 16:47:02,799 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 6:07:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9331, loss: 2.9331 2023-12-02 16:47:25,806 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 6:07:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9349, loss: 2.9349 2023-12-02 16:47:48,750 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 6:06:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.9429, loss: 2.9429 2023-12-02 16:48:11,728 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 6:06:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9388, loss: 2.9388 2023-12-02 16:48:34,650 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 6:06:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9391, loss: 2.9391 2023-12-02 16:48:57,624 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 6:05:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 2.9432, loss: 2.9432 2023-12-02 16:49:20,688 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 6:05:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9275, loss: 2.9275 2023-12-02 16:49:43,576 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 6:04:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9370, loss: 2.9370 2023-12-02 16:50:06,540 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 6:04:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9429, loss: 2.9429 2023-12-02 16:50:16,246 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-02 16:53:53,923 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 16:53:54,412 - pyskl - INFO - top1_acc 0.8657 top5_acc 0.9753 2023-12-02 16:53:54,436 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8657, top5_acc: 0.9753 2023-12-02 16:54:40,276 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 6:04:00, time: 0.458, data_time: 0.230, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9280, loss: 2.9280 2023-12-02 16:55:03,145 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 6:03:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9203, loss: 2.9203 2023-12-02 16:55:25,990 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 6:03:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9253, loss: 2.9253 2023-12-02 16:55:48,975 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 6:02:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9284, loss: 2.9284 2023-12-02 16:56:12,009 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 6:02:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9305, loss: 2.9305 2023-12-02 16:56:35,104 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 6:01:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9236, loss: 2.9236 2023-12-02 16:56:58,108 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 6:01:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9143, loss: 2.9143 2023-12-02 16:57:21,089 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 6:01:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9185, loss: 2.9185 2023-12-02 16:57:44,117 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 6:00:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9185, loss: 2.9185 2023-12-02 16:58:07,092 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 6:00:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9135, loss: 2.9135 2023-12-02 16:58:29,975 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 5:59:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 2.9251, loss: 2.9251 2023-12-02 16:58:52,854 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 5:59:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9246, loss: 2.9246 2023-12-02 16:59:15,805 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 5:59:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9337, loss: 2.9337 2023-12-02 16:59:38,899 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 5:58:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9264, loss: 2.9264 2023-12-02 17:00:01,950 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 5:58:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9185, loss: 2.9185 2023-12-02 17:00:24,980 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 5:57:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9175, loss: 2.9175 2023-12-02 17:00:47,946 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 5:57:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9198, loss: 2.9198 2023-12-02 17:01:10,898 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 5:57:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9166, loss: 2.9166 2023-12-02 17:01:33,800 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 5:56:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9292, loss: 2.9292 2023-12-02 17:01:56,806 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 5:56:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9298, loss: 2.9298 2023-12-02 17:02:19,750 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 5:55:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9245, loss: 2.9245 2023-12-02 17:02:42,716 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 5:55:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9241, loss: 2.9241 2023-12-02 17:03:05,682 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 5:55:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9312, loss: 2.9312 2023-12-02 17:03:28,629 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 5:54:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 2.9331, loss: 2.9331 2023-12-02 17:03:51,668 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 5:54:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9184, loss: 2.9184 2023-12-02 17:04:14,654 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 5:53:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9258, loss: 2.9258 2023-12-02 17:04:37,564 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 5:53:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9210, loss: 2.9210 2023-12-02 17:05:00,506 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 5:53:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9209, loss: 2.9209 2023-12-02 17:05:23,359 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 5:52:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9221, loss: 2.9221 2023-12-02 17:05:46,224 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 5:52:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9179, loss: 2.9179 2023-12-02 17:06:09,168 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 5:51:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9183, loss: 2.9183 2023-12-02 17:06:32,177 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 5:51:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9235, loss: 2.9235 2023-12-02 17:06:55,015 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 5:51:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9264, loss: 2.9264 2023-12-02 17:07:17,953 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 5:50:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9219, loss: 2.9219 2023-12-02 17:07:40,877 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 5:50:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9206, loss: 2.9206 2023-12-02 17:08:03,816 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 5:49:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 2.9140, loss: 2.9140 2023-12-02 17:08:26,721 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 5:49:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9178, loss: 2.9178 2023-12-02 17:08:49,609 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 5:49:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 2.9155, loss: 2.9155 2023-12-02 17:09:12,527 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 5:48:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9207, loss: 2.9207 2023-12-02 17:09:22,130 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-02 17:12:59,616 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 17:13:00,100 - pyskl - INFO - top1_acc 0.8660 top5_acc 0.9746 2023-12-02 17:13:00,118 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8660, top5_acc: 0.9746 2023-12-02 17:13:46,881 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 5:48:04, time: 0.468, data_time: 0.239, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9170, loss: 2.9170 2023-12-02 17:14:09,694 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 5:47:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9078, loss: 2.9078 2023-12-02 17:14:32,610 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 5:47:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9156, loss: 2.9156 2023-12-02 17:14:55,581 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 5:46:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9084, loss: 2.9084 2023-12-02 17:15:18,585 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 5:46:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9066, loss: 2.9066 2023-12-02 17:15:41,464 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 5:46:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9195, loss: 2.9195 2023-12-02 17:16:04,401 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 5:45:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 2.9124, loss: 2.9124 2023-12-02 17:16:27,300 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 5:45:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9146, loss: 2.9146 2023-12-02 17:16:50,279 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 5:44:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9080, loss: 2.9080 2023-12-02 17:17:13,173 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 5:44:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9051, loss: 2.9051 2023-12-02 17:17:35,977 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 5:44:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9074, loss: 2.9074 2023-12-02 17:17:58,856 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 5:43:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9143, loss: 2.9143 2023-12-02 17:18:21,857 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 5:43:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9097, loss: 2.9097 2023-12-02 17:18:44,798 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 5:42:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9082, loss: 2.9082 2023-12-02 17:19:07,690 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 5:42:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9143, loss: 2.9143 2023-12-02 17:19:30,620 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 5:41:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9137, loss: 2.9137 2023-12-02 17:19:53,514 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 5:41:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9171, loss: 2.9171 2023-12-02 17:20:16,374 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 5:41:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9158, loss: 2.9158 2023-12-02 17:20:39,326 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 5:40:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 2.9155, loss: 2.9155 2023-12-02 17:21:02,295 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 5:40:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9149, loss: 2.9149 2023-12-02 17:21:25,221 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 5:39:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9123, loss: 2.9123 2023-12-02 17:21:48,140 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 5:39:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9142, loss: 2.9142 2023-12-02 17:22:11,110 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 5:39:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9146, loss: 2.9146 2023-12-02 17:22:34,025 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 5:38:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9126, loss: 2.9126 2023-12-02 17:22:56,908 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 5:38:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9163, loss: 2.9163 2023-12-02 17:23:19,946 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 5:37:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9118, loss: 2.9118 2023-12-02 17:23:42,876 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 5:37:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9162, loss: 2.9162 2023-12-02 17:24:05,755 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 5:37:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9148, loss: 2.9148 2023-12-02 17:24:28,687 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 5:36:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9218, loss: 2.9218 2023-12-02 17:24:51,669 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 5:36:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9218, loss: 2.9218 2023-12-02 17:25:14,585 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 5:35:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9169, loss: 2.9169 2023-12-02 17:25:37,592 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 5:35:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9101, loss: 2.9101 2023-12-02 17:26:00,607 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 5:35:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9094, loss: 2.9094 2023-12-02 17:26:23,616 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 5:34:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9105, loss: 2.9105 2023-12-02 17:26:46,612 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:34:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9168, loss: 2.9168 2023-12-02 17:27:09,663 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:33:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9194, loss: 2.9194 2023-12-02 17:27:32,586 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:33:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9163, loss: 2.9163 2023-12-02 17:27:55,639 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:33:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9137, loss: 2.9137 2023-12-02 17:28:18,501 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:32:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9052, loss: 2.9052 2023-12-02 17:28:28,139 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-02 17:32:06,030 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 17:32:06,538 - pyskl - INFO - top1_acc 0.8633 top5_acc 0.9748 2023-12-02 17:32:06,566 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8633, top5_acc: 0.9748 2023-12-02 17:32:52,536 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:32:08, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9321, loss: 2.9321 2023-12-02 17:33:15,398 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:31:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9210, loss: 2.9210 2023-12-02 17:33:38,253 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:31:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9155, loss: 2.9155 2023-12-02 17:34:01,162 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:30:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9105, loss: 2.9105 2023-12-02 17:34:24,021 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:30:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9093, loss: 2.9093 2023-12-02 17:34:46,843 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:30:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9175, loss: 2.9175 2023-12-02 17:35:09,702 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:29:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9166, loss: 2.9166 2023-12-02 17:35:32,586 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:29:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9121, loss: 2.9121 2023-12-02 17:35:55,530 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:28:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9085, loss: 2.9085 2023-12-02 17:36:18,421 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:28:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9108, loss: 2.9108 2023-12-02 17:36:41,345 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:28:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9000, loss: 2.9000 2023-12-02 17:37:04,263 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:27:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9018, loss: 2.9018 2023-12-02 17:37:27,209 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:27:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9029, loss: 2.9029 2023-12-02 17:37:50,161 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:26:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 2.9046, loss: 2.9046 2023-12-02 17:38:13,107 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:26:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9057, loss: 2.9057 2023-12-02 17:38:36,031 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:26:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9075, loss: 2.9075 2023-12-02 17:38:58,960 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:25:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9019, loss: 2.9019 2023-12-02 17:39:21,852 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:25:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9024, loss: 2.9024 2023-12-02 17:39:44,881 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:24:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9048, loss: 2.9048 2023-12-02 17:40:07,804 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:24:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9066, loss: 2.9066 2023-12-02 17:40:30,778 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:24:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9156, loss: 2.9156 2023-12-02 17:40:53,704 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:23:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9107, loss: 2.9107 2023-12-02 17:41:16,611 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:23:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9056, loss: 2.9056 2023-12-02 17:41:39,603 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:22:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9125, loss: 2.9125 2023-12-02 17:42:02,561 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:22:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9055, loss: 2.9055 2023-12-02 17:42:25,536 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:22:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9056, loss: 2.9056 2023-12-02 17:42:48,522 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:21:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9099, loss: 2.9099 2023-12-02 17:43:11,485 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:21:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9172, loss: 2.9172 2023-12-02 17:43:34,395 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:20:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9050, loss: 2.9050 2023-12-02 17:43:57,451 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:20:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9112, loss: 2.9112 2023-12-02 17:44:20,459 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:19:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9134, loss: 2.9134 2023-12-02 17:44:43,372 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:19:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9083, loss: 2.9083 2023-12-02 17:45:06,391 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:19:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9097, loss: 2.9097 2023-12-02 17:45:29,418 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:18:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9089, loss: 2.9089 2023-12-02 17:45:52,454 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 5:18:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9102, loss: 2.9102 2023-12-02 17:46:15,373 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 5:17:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9175, loss: 2.9175 2023-12-02 17:46:38,328 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 5:17:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9088, loss: 2.9088 2023-12-02 17:47:01,337 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 5:17:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 2.9132, loss: 2.9132 2023-12-02 17:47:24,436 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 5:16:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9179, loss: 2.9179 2023-12-02 17:47:34,009 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-02 17:51:12,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 17:51:12,522 - pyskl - INFO - top1_acc 0.8654 top5_acc 0.9732 2023-12-02 17:51:12,543 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8654, top5_acc: 0.9732 2023-12-02 17:51:58,567 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 5:16:13, time: 0.460, data_time: 0.232, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9063, loss: 2.9063 2023-12-02 17:52:21,564 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 5:15:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9029, loss: 2.9029 2023-12-02 17:52:44,530 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 5:15:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9109, loss: 2.9109 2023-12-02 17:53:07,529 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 5:15:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9016, loss: 2.9016 2023-12-02 17:53:30,528 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 5:14:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9109, loss: 2.9109 2023-12-02 17:53:53,483 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 5:14:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9070, loss: 2.9070 2023-12-02 17:54:16,461 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 5:13:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9044, loss: 2.9044 2023-12-02 17:54:39,389 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 5:13:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9025, loss: 2.9025 2023-12-02 17:55:02,286 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 5:12:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8994, loss: 2.8994 2023-12-02 17:55:25,217 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 5:12:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9060, loss: 2.9060 2023-12-02 17:55:48,119 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 5:12:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9017, loss: 2.9017 2023-12-02 17:56:11,164 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 5:11:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9017, loss: 2.9017 2023-12-02 17:56:34,143 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 5:11:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9096, loss: 2.9096 2023-12-02 17:56:57,287 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 5:10:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9050, loss: 2.9050 2023-12-02 17:57:20,245 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 5:10:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9006, loss: 2.9006 2023-12-02 17:57:43,289 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 5:10:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9046, loss: 2.9046 2023-12-02 17:58:06,264 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 5:09:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9042, loss: 2.9042 2023-12-02 17:58:29,288 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 5:09:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8989, loss: 2.8989 2023-12-02 17:58:52,328 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 5:08:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9006, loss: 2.9006 2023-12-02 17:59:15,285 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 5:08:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9092, loss: 2.9092 2023-12-02 17:59:38,231 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 5:08:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 2.9186, loss: 2.9186 2023-12-02 18:00:01,271 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 5:07:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9043, loss: 2.9043 2023-12-02 18:00:24,192 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 5:07:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9165, loss: 2.9165 2023-12-02 18:00:47,226 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 5:06:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9064, loss: 2.9064 2023-12-02 18:01:10,116 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 5:06:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9076, loss: 2.9076 2023-12-02 18:01:33,185 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 5:06:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9083, loss: 2.9083 2023-12-02 18:01:56,252 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 5:05:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9138, loss: 2.9138 2023-12-02 18:02:19,242 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 5:05:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9083, loss: 2.9083 2023-12-02 18:02:42,356 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 5:04:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9066, loss: 2.9066 2023-12-02 18:03:05,349 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 5:04:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9050, loss: 2.9050 2023-12-02 18:03:28,333 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 5:04:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9029, loss: 2.9029 2023-12-02 18:03:51,340 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 5:03:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9110, loss: 2.9110 2023-12-02 18:04:14,289 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 5:03:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9025, loss: 2.9025 2023-12-02 18:04:37,247 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 5:02:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9026, loss: 2.9026 2023-12-02 18:05:00,385 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 5:02:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8993, loss: 2.8993 2023-12-02 18:05:23,391 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 5:02:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9010, loss: 2.9010 2023-12-02 18:05:46,278 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 5:01:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9018, loss: 2.9018 2023-12-02 18:06:09,243 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 5:01:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8992, loss: 2.8992 2023-12-02 18:06:32,217 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 5:00:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9004, loss: 2.9004 2023-12-02 18:06:41,895 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-02 18:10:19,864 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 18:10:20,348 - pyskl - INFO - top1_acc 0.8723 top5_acc 0.9766 2023-12-02 18:10:20,352 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_125.pth was removed 2023-12-02 18:10:20,496 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2023-12-02 18:10:20,498 - pyskl - INFO - Best top1_acc is 0.8723 at 131 epoch. 2023-12-02 18:10:20,517 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8723, top5_acc: 0.9766 2023-12-02 18:11:06,523 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 5:00:19, time: 0.460, data_time: 0.230, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8994, loss: 2.8994 2023-12-02 18:11:29,566 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 4:59:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8959, loss: 2.8959 2023-12-02 18:11:52,618 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 4:59:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9011, loss: 2.9011 2023-12-02 18:12:15,682 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 4:59:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8991, loss: 2.8991 2023-12-02 18:12:38,635 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 4:58:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8962, loss: 2.8962 2023-12-02 18:13:01,705 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 4:58:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9018, loss: 2.9018 2023-12-02 18:13:24,813 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 4:57:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8982, loss: 2.8982 2023-12-02 18:13:47,849 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 4:57:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8973, loss: 2.8973 2023-12-02 18:14:10,902 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 4:57:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8993, loss: 2.8993 2023-12-02 18:14:33,934 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 4:56:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9043, loss: 2.9043 2023-12-02 18:14:56,888 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 4:56:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8989, loss: 2.8989 2023-12-02 18:15:19,990 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 4:55:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9013, loss: 2.9013 2023-12-02 18:15:43,014 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 4:55:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-02 18:16:06,027 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 4:55:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8988, loss: 2.8988 2023-12-02 18:16:29,105 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 4:54:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8979, loss: 2.8979 2023-12-02 18:16:52,154 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 4:54:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.8998, loss: 2.8998 2023-12-02 18:17:15,157 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 4:53:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8973, loss: 2.8973 2023-12-02 18:17:38,191 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 4:53:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9030, loss: 2.9030 2023-12-02 18:18:01,259 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 4:53:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9024, loss: 2.9024 2023-12-02 18:18:24,343 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 4:52:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8999, loss: 2.8999 2023-12-02 18:18:47,424 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 4:52:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8991, loss: 2.8991 2023-12-02 18:19:10,385 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 4:51:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8969, loss: 2.8969 2023-12-02 18:19:33,379 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 4:51:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8964, loss: 2.8964 2023-12-02 18:19:56,339 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 4:51:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9003, loss: 2.9003 2023-12-02 18:20:19,377 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 4:50:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8984, loss: 2.8984 2023-12-02 18:20:42,410 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 4:50:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8979, loss: 2.8979 2023-12-02 18:21:05,422 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 4:49:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8994, loss: 2.8994 2023-12-02 18:21:28,539 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 4:49:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8964, loss: 2.8964 2023-12-02 18:21:51,528 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 4:49:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8959, loss: 2.8959 2023-12-02 18:22:14,535 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 4:48:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8963, loss: 2.8963 2023-12-02 18:22:37,559 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 4:48:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8963, loss: 2.8963 2023-12-02 18:23:00,566 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 4:47:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8970, loss: 2.8970 2023-12-02 18:23:23,511 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 4:47:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8951, loss: 2.8951 2023-12-02 18:23:46,529 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 4:46:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8976, loss: 2.8976 2023-12-02 18:24:09,713 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 4:46:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.8999, loss: 2.8999 2023-12-02 18:24:32,670 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 4:46:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8997, loss: 2.8997 2023-12-02 18:24:55,680 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 4:45:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8987, loss: 2.8987 2023-12-02 18:25:18,809 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 4:45:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9029, loss: 2.9029 2023-12-02 18:25:41,954 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 4:44:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9020, loss: 2.9020 2023-12-02 18:25:51,615 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-02 18:29:29,459 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 18:29:29,944 - pyskl - INFO - top1_acc 0.8786 top5_acc 0.9775 2023-12-02 18:29:29,949 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_131.pth was removed 2023-12-02 18:29:30,099 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-02 18:29:30,101 - pyskl - INFO - Best top1_acc is 0.8786 at 132 epoch. 2023-12-02 18:29:30,120 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8786, top5_acc: 0.9775 2023-12-02 18:30:15,760 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 4:44:25, time: 0.456, data_time: 0.227, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9008, loss: 2.9008 2023-12-02 18:30:38,718 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 4:44:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9055, loss: 2.9055 2023-12-02 18:31:01,669 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 4:43:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8985, loss: 2.8985 2023-12-02 18:31:24,600 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 4:43:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8987, loss: 2.8987 2023-12-02 18:31:47,553 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 4:42:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8932, loss: 2.8932 2023-12-02 18:32:10,585 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 4:42:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8953, loss: 2.8953 2023-12-02 18:32:33,453 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 4:42:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8932, loss: 2.8932 2023-12-02 18:32:56,480 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 4:41:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8962, loss: 2.8962 2023-12-02 18:33:19,417 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 4:41:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8976, loss: 2.8976 2023-12-02 18:33:42,324 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 4:40:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8947, loss: 2.8947 2023-12-02 18:34:05,314 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 4:40:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8969, loss: 2.8969 2023-12-02 18:34:28,330 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 4:39:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8956, loss: 2.8956 2023-12-02 18:34:51,346 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 4:39:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9024, loss: 2.9024 2023-12-02 18:35:14,402 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 4:39:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9007, loss: 2.9007 2023-12-02 18:35:37,381 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 4:38:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9029, loss: 2.9029 2023-12-02 18:36:00,350 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:38:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-02 18:36:23,378 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:37:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8955, loss: 2.8955 2023-12-02 18:36:46,270 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:37:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8988, loss: 2.8988 2023-12-02 18:37:09,301 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:37:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8981, loss: 2.8981 2023-12-02 18:37:32,228 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:36:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8961, loss: 2.8961 2023-12-02 18:37:55,374 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:36:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9037, loss: 2.9037 2023-12-02 18:38:18,387 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:35:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9027, loss: 2.9027 2023-12-02 18:38:41,391 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:35:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8953, loss: 2.8953 2023-12-02 18:39:04,382 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:35:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9012, loss: 2.9012 2023-12-02 18:39:27,380 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:34:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8991, loss: 2.8991 2023-12-02 18:39:50,393 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:34:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-02 18:40:13,402 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:33:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8960, loss: 2.8960 2023-12-02 18:40:36,465 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:33:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8998, loss: 2.8998 2023-12-02 18:40:59,430 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:33:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8963, loss: 2.8963 2023-12-02 18:41:22,377 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:32:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8961, loss: 2.8961 2023-12-02 18:41:45,391 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:32:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8991, loss: 2.8991 2023-12-02 18:42:08,355 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:31:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8970, loss: 2.8970 2023-12-02 18:42:31,330 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:31:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-02 18:42:54,379 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:31:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8950, loss: 2.8950 2023-12-02 18:43:17,386 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:30:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8987, loss: 2.8987 2023-12-02 18:43:40,302 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:30:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8962, loss: 2.8962 2023-12-02 18:44:03,181 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:29:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.8979, loss: 2.8979 2023-12-02 18:44:26,218 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:29:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8987, loss: 2.8987 2023-12-02 18:44:49,188 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:29:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8954, loss: 2.8954 2023-12-02 18:44:58,767 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-02 18:48:36,269 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 18:48:36,760 - pyskl - INFO - top1_acc 0.8812 top5_acc 0.9778 2023-12-02 18:48:36,764 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_132.pth was removed 2023-12-02 18:48:36,927 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-02 18:48:36,930 - pyskl - INFO - Best top1_acc is 0.8812 at 133 epoch. 2023-12-02 18:48:36,951 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8812, top5_acc: 0.9778 2023-12-02 18:49:22,713 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:28:32, time: 0.458, data_time: 0.228, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9041, loss: 2.9041 2023-12-02 18:49:45,636 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:28:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8912, loss: 2.8912 2023-12-02 18:50:08,489 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:27:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8932, loss: 2.8932 2023-12-02 18:50:31,378 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:27:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-02 18:50:54,283 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:26:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8959, loss: 2.8959 2023-12-02 18:51:17,162 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:26:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8963, loss: 2.8963 2023-12-02 18:51:40,072 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:26:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8990, loss: 2.8990 2023-12-02 18:52:02,990 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:25:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-02 18:52:25,930 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:25:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8944, loss: 2.8944 2023-12-02 18:52:48,874 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:24:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8979, loss: 2.8979 2023-12-02 18:53:11,830 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:24:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8973, loss: 2.8973 2023-12-02 18:53:34,730 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:24:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8950, loss: 2.8950 2023-12-02 18:53:57,665 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:23:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8957, loss: 2.8957 2023-12-02 18:54:20,700 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:23:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8963, loss: 2.8963 2023-12-02 18:54:43,615 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:22:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8922, loss: 2.8922 2023-12-02 18:55:06,533 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:22:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 18:55:29,451 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:22:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8966, loss: 2.8966 2023-12-02 18:55:52,414 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:21:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8932, loss: 2.8932 2023-12-02 18:56:15,258 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:21:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8937, loss: 2.8937 2023-12-02 18:56:38,141 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:20:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8934, loss: 2.8934 2023-12-02 18:57:00,992 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:20:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.9012, loss: 2.9012 2023-12-02 18:57:23,810 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:20:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8915, loss: 2.8915 2023-12-02 18:57:46,797 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:19:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8943, loss: 2.8943 2023-12-02 18:58:09,800 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:19:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8954, loss: 2.8954 2023-12-02 18:58:32,794 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:18:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8939, loss: 2.8939 2023-12-02 18:58:55,709 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:18:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8944, loss: 2.8944 2023-12-02 18:59:18,718 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:18:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8941, loss: 2.8941 2023-12-02 18:59:41,630 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:17:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8919, loss: 2.8919 2023-12-02 19:00:04,548 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:17:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8937, loss: 2.8937 2023-12-02 19:00:27,471 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:16:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8919, loss: 2.8919 2023-12-02 19:00:50,392 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:16:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8918, loss: 2.8918 2023-12-02 19:01:13,251 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:16:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8947, loss: 2.8947 2023-12-02 19:01:36,176 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:15:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 19:01:59,094 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:15:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8943, loss: 2.8943 2023-12-02 19:02:22,009 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:14:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-02 19:02:44,992 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 4:14:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8946, loss: 2.8946 2023-12-02 19:03:07,906 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 4:14:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8977, loss: 2.8977 2023-12-02 19:03:30,878 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 4:13:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-02 19:03:53,754 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 4:13:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8984, loss: 2.8984 2023-12-02 19:04:03,440 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-02 19:07:43,142 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 19:07:43,655 - pyskl - INFO - top1_acc 0.8810 top5_acc 0.9771 2023-12-02 19:07:43,679 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8810, top5_acc: 0.9771 2023-12-02 19:08:30,016 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 4:12:39, time: 0.463, data_time: 0.234, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8953, loss: 2.8953 2023-12-02 19:08:52,974 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 4:12:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8926, loss: 2.8926 2023-12-02 19:09:15,965 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 4:11:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8932, loss: 2.8932 2023-12-02 19:09:38,913 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 4:11:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8921, loss: 2.8921 2023-12-02 19:10:01,942 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 4:11:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8942, loss: 2.8942 2023-12-02 19:10:24,810 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 4:10:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-02 19:10:47,723 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 4:10:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-02 19:11:10,602 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 4:09:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-02 19:11:33,526 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 4:09:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8950, loss: 2.8950 2023-12-02 19:11:56,493 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 4:09:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-02 19:12:19,513 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 4:08:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8927, loss: 2.8927 2023-12-02 19:12:42,422 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 4:08:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8953, loss: 2.8953 2023-12-02 19:13:05,417 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 4:07:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8948, loss: 2.8948 2023-12-02 19:13:28,385 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 4:07:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-02 19:13:51,312 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 4:07:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8925, loss: 2.8925 2023-12-02 19:14:14,362 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 4:06:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8934, loss: 2.8934 2023-12-02 19:14:37,314 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 4:06:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-02 19:15:00,238 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 4:05:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8952, loss: 2.8952 2023-12-02 19:15:23,160 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 4:05:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8943, loss: 2.8943 2023-12-02 19:15:46,141 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 4:04:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-02 19:16:09,209 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 4:04:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-02 19:16:32,236 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 4:04:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8924, loss: 2.8924 2023-12-02 19:16:55,239 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 4:03:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 19:17:18,298 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 4:03:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8918, loss: 2.8918 2023-12-02 19:17:41,277 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 4:02:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8919, loss: 2.8919 2023-12-02 19:18:04,314 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 4:02:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8935, loss: 2.8935 2023-12-02 19:18:27,387 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 4:02:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8952, loss: 2.8952 2023-12-02 19:18:50,329 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 4:01:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.8978, loss: 2.8978 2023-12-02 19:19:13,274 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 4:01:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8958, loss: 2.8958 2023-12-02 19:19:36,213 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 4:00:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8932, loss: 2.8932 2023-12-02 19:19:59,156 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 4:00:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-02 19:20:22,069 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 4:00:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8975, loss: 2.8975 2023-12-02 19:20:44,975 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 3:59:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8924, loss: 2.8924 2023-12-02 19:21:07,942 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 3:59:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8948, loss: 2.8948 2023-12-02 19:21:30,890 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 3:58:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8944, loss: 2.8944 2023-12-02 19:21:53,868 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 3:58:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8896, loss: 2.8896 2023-12-02 19:22:16,855 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 3:58:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8928, loss: 2.8928 2023-12-02 19:22:39,895 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 3:57:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8922, loss: 2.8922 2023-12-02 19:23:03,030 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 3:57:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8926, loss: 2.8926 2023-12-02 19:23:12,637 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-02 19:26:49,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 19:26:50,431 - pyskl - INFO - top1_acc 0.8826 top5_acc 0.9777 2023-12-02 19:26:50,436 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_133.pth was removed 2023-12-02 19:26:50,581 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-02 19:26:50,583 - pyskl - INFO - Best top1_acc is 0.8826 at 135 epoch. 2023-12-02 19:26:50,606 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8826, top5_acc: 0.9777 2023-12-02 19:27:36,510 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 3:56:47, time: 0.459, data_time: 0.231, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-02 19:27:59,480 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 3:56:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 19:28:22,396 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 3:55:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 19:28:45,274 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 3:55:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 19:29:08,194 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 3:55:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-02 19:29:31,119 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 3:54:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8959, loss: 2.8959 2023-12-02 19:29:54,073 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 3:54:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8944, loss: 2.8944 2023-12-02 19:30:17,042 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 3:53:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8956, loss: 2.8956 2023-12-02 19:30:40,013 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 3:53:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8954, loss: 2.8954 2023-12-02 19:31:02,888 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 3:53:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8914, loss: 2.8914 2023-12-02 19:31:25,798 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 3:52:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-02 19:31:48,665 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 3:52:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-02 19:32:11,573 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 3:51:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-02 19:32:34,485 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 3:51:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 19:32:57,515 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 3:51:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 19:33:20,431 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 3:50:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-02 19:33:43,386 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 3:50:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-02 19:34:06,369 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 3:49:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8896, loss: 2.8896 2023-12-02 19:34:29,311 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 3:49:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8925, loss: 2.8925 2023-12-02 19:34:52,225 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 3:49:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8932, loss: 2.8932 2023-12-02 19:35:15,099 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 3:48:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8911, loss: 2.8911 2023-12-02 19:35:37,895 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 3:48:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-02 19:36:00,732 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 3:47:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8933, loss: 2.8933 2023-12-02 19:36:23,527 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 3:47:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8921, loss: 2.8921 2023-12-02 19:36:46,409 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 3:47:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8907, loss: 2.8907 2023-12-02 19:37:09,351 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 3:46:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8956, loss: 2.8956 2023-12-02 19:37:32,296 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 3:46:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 19:37:55,139 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 3:45:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8917, loss: 2.8917 2023-12-02 19:38:18,010 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 3:45:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8942, loss: 2.8942 2023-12-02 19:38:40,897 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 3:45:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-02 19:39:03,744 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 3:44:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8942, loss: 2.8942 2023-12-02 19:39:26,615 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 3:44:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8917, loss: 2.8917 2023-12-02 19:39:49,460 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 3:43:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 19:40:12,377 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 3:43:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-02 19:40:35,307 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 3:43:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-02 19:40:58,143 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 3:42:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 19:41:21,129 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:42:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8937, loss: 2.8937 2023-12-02 19:41:44,051 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:41:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-02 19:42:07,050 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:41:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-02 19:42:16,755 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-02 19:45:53,917 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 19:45:54,419 - pyskl - INFO - top1_acc 0.8818 top5_acc 0.9787 2023-12-02 19:45:54,443 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8818, top5_acc: 0.9787 2023-12-02 19:46:40,565 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:40:55, time: 0.461, data_time: 0.231, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 19:47:03,558 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:40:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8899, loss: 2.8899 2023-12-02 19:47:26,537 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:40:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-02 19:47:49,453 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:39:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8922, loss: 2.8922 2023-12-02 19:48:12,481 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:39:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-02 19:48:35,441 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:38:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 19:48:58,327 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:38:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-02 19:49:21,325 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:38:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 19:49:44,314 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:37:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 19:50:07,242 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:37:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8896, loss: 2.8896 2023-12-02 19:50:30,211 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:36:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 19:50:53,252 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:36:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-02 19:51:16,207 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:36:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-02 19:51:39,135 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:35:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 19:52:02,107 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:35:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-02 19:52:24,983 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:34:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 19:52:48,044 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:34:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 19:53:11,032 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:34:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-02 19:53:34,032 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:33:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-02 19:53:56,966 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:33:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8911, loss: 2.8911 2023-12-02 19:54:19,992 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:32:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-02 19:54:43,064 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:32:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-02 19:55:06,018 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:32:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-02 19:55:29,045 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:31:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8941, loss: 2.8941 2023-12-02 19:55:52,061 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:31:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-02 19:56:15,020 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:30:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 19:56:38,047 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:30:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 19:57:00,941 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:30:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 19:57:23,874 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:29:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 19:57:46,830 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:29:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8912, loss: 2.8912 2023-12-02 19:58:09,718 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:28:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-02 19:58:32,586 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:28:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8925, loss: 2.8925 2023-12-02 19:58:55,450 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:28:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-02 19:59:18,429 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:27:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8921, loss: 2.8921 2023-12-02 19:59:41,448 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:27:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-02 20:00:04,438 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:26:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8914, loss: 2.8914 2023-12-02 20:00:27,426 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:26:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8935, loss: 2.8935 2023-12-02 20:00:50,346 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:26:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8924, loss: 2.8924 2023-12-02 20:01:13,337 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:25:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:01:23,020 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-02 20:05:00,119 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 20:05:00,618 - pyskl - INFO - top1_acc 0.8814 top5_acc 0.9781 2023-12-02 20:05:00,639 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8814, top5_acc: 0.9781 2023-12-02 20:05:46,380 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:25:03, time: 0.457, data_time: 0.228, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8921, loss: 2.8921 2023-12-02 20:06:09,196 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:24:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-02 20:06:32,095 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:24:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 20:06:55,099 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:23:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-02 20:07:18,080 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:23:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:07:41,095 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:23:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 20:08:04,110 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:22:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8899, loss: 2.8899 2023-12-02 20:08:27,133 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:22:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:08:50,034 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:21:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8919, loss: 2.8919 2023-12-02 20:09:12,930 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:21:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8899, loss: 2.8899 2023-12-02 20:09:35,945 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:21:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 20:09:58,910 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:20:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 20:10:21,890 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:20:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 20:10:44,768 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:19:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 20:11:07,673 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:19:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-02 20:11:30,548 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:19:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 20:11:53,481 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:18:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 20:12:16,370 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:18:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-02 20:12:39,338 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:17:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 20:13:02,181 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:17:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 20:13:25,058 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:17:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-02 20:13:47,998 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:16:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-02 20:14:10,883 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:16:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8906, loss: 2.8906 2023-12-02 20:14:33,729 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:15:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 20:14:56,641 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:15:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-02 20:15:19,689 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:14:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-02 20:15:42,546 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:14:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8922, loss: 2.8922 2023-12-02 20:16:05,450 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:14:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 20:16:28,480 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:13:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 20:16:51,419 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:13:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-02 20:17:14,297 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:12:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-02 20:17:37,144 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:12:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 20:18:00,053 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:12:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:18:22,958 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:11:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 20:18:45,783 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:11:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-02 20:19:08,756 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:10:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 20:19:31,764 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 3:10:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 20:19:54,798 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 3:10:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 20:20:17,743 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 3:09:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 20:20:27,379 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-02 20:24:05,085 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 20:24:05,582 - pyskl - INFO - top1_acc 0.8837 top5_acc 0.9782 2023-12-02 20:24:05,586 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_135.pth was removed 2023-12-02 20:24:05,868 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2023-12-02 20:24:05,870 - pyskl - INFO - Best top1_acc is 0.8837 at 138 epoch. 2023-12-02 20:24:05,896 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8837, top5_acc: 0.9782 2023-12-02 20:24:51,930 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 3:09:12, time: 0.460, data_time: 0.231, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-02 20:25:14,900 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 3:08:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 20:25:37,895 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 3:08:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-02 20:26:00,981 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 3:08:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-02 20:26:24,019 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 3:07:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 20:26:47,018 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 3:07:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 20:27:10,050 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 3:06:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 20:27:33,081 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 3:06:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 20:27:55,988 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 3:05:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 20:28:18,945 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 3:05:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 20:28:41,887 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 3:05:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 20:29:04,856 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 3:04:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-02 20:29:27,857 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 3:04:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 20:29:50,820 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 3:03:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 20:30:13,822 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 3:03:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 20:30:36,844 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 3:03:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 20:30:59,844 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 3:02:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:31:22,795 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 3:02:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 20:31:45,764 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 3:01:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:32:08,726 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 3:01:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-02 20:32:31,784 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 3:01:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8906, loss: 2.8906 2023-12-02 20:32:54,807 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 3:00:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 20:33:17,850 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 3:00:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-02 20:33:40,996 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 2:59:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-02 20:34:04,112 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 2:59:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 20:34:27,105 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 2:59:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-02 20:34:50,016 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 2:58:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 20:35:12,926 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 2:58:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 20:35:35,801 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 2:57:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 20:35:58,697 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 2:57:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 20:36:21,617 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 2:57:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8916, loss: 2.8916 2023-12-02 20:36:44,633 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 2:56:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-02 20:37:07,609 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 2:56:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-02 20:37:30,607 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 2:55:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-02 20:37:53,686 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 2:55:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-02 20:38:16,739 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 2:55:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 20:38:39,777 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 2:54:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-02 20:39:02,765 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 2:54:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 20:39:25,761 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 2:53:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:39:35,427 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-02 20:43:12,935 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 20:43:13,434 - pyskl - INFO - top1_acc 0.8860 top5_acc 0.9788 2023-12-02 20:43:13,440 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_138.pth was removed 2023-12-02 20:43:13,588 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-02 20:43:13,590 - pyskl - INFO - Best top1_acc is 0.8860 at 139 epoch. 2023-12-02 20:43:13,611 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8860, top5_acc: 0.9788 2023-12-02 20:43:59,856 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 2:53:22, time: 0.462, data_time: 0.233, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 20:44:22,758 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 2:52:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 20:44:45,696 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 2:52:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 20:45:08,672 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 2:52:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 20:45:31,630 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 2:51:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 20:45:54,493 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 2:51:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-02 20:46:17,455 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 2:50:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 20:46:40,365 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 2:50:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-02 20:47:03,351 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 2:50:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-02 20:47:26,196 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 2:49:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 20:47:49,062 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 2:49:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 20:48:11,948 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 2:48:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-02 20:48:34,839 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 2:48:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 20:48:57,742 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 2:48:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 20:49:20,687 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 2:47:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 20:49:43,715 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 2:47:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 20:50:06,656 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 2:46:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 20:50:29,631 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:46:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 20:50:52,585 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:46:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 20:51:15,605 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:45:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8850, loss: 2.8850 2023-12-02 20:51:38,651 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:45:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-02 20:52:01,575 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:44:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 20:52:24,557 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:44:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 20:52:47,496 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:44:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 20:53:10,421 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:43:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 20:53:33,323 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:43:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 20:53:56,259 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:42:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 20:54:19,262 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:42:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 20:54:42,266 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:42:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 20:55:05,243 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:41:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 20:55:28,197 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:41:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-02 20:55:51,122 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:40:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 20:56:14,093 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:40:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-02 20:56:37,074 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:40:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 20:57:00,091 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:39:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-02 20:57:23,067 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:39:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-02 20:57:46,011 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:38:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-02 20:58:08,978 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:38:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 20:58:31,967 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:38:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8899, loss: 2.8899 2023-12-02 20:58:41,510 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-02 21:02:19,312 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 21:02:19,797 - pyskl - INFO - top1_acc 0.8829 top5_acc 0.9784 2023-12-02 21:02:19,816 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8829, top5_acc: 0.9784 2023-12-02 21:03:05,965 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:37:32, time: 0.461, data_time: 0.232, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-02 21:03:28,883 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:37:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 21:03:51,875 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:36:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 21:04:14,922 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:36:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 21:04:37,913 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:35:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-02 21:05:00,897 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:35:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-02 21:05:23,895 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:35:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-02 21:05:46,887 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:34:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-02 21:06:09,773 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:34:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 21:06:32,785 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:33:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 21:06:55,811 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:33:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-02 21:07:18,822 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:33:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 21:07:41,709 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:32:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 21:08:04,638 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:32:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 21:08:27,590 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:31:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 21:08:50,509 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:31:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 21:09:13,414 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:31:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 21:09:36,342 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:30:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 21:09:59,188 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:30:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 21:10:22,049 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:29:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-02 21:10:45,123 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:29:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 21:11:08,112 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:29:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 21:11:31,150 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:28:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 21:11:54,125 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:28:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 21:12:17,081 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:27:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 21:12:40,127 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:27:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 21:13:03,028 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:27:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-02 21:13:26,034 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:26:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 21:13:48,992 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:26:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 21:14:11,922 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:25:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 21:14:34,928 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:25:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-02 21:14:58,040 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:25:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 21:15:21,013 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:24:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 21:15:44,017 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:24:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 21:16:07,060 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:23:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 21:16:30,037 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:23:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 21:16:52,959 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:23:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-02 21:17:15,965 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:22:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 21:17:39,017 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:22:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-02 21:17:48,680 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-02 21:21:26,538 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 21:21:27,046 - pyskl - INFO - top1_acc 0.8860 top5_acc 0.9788 2023-12-02 21:21:27,068 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8860, top5_acc: 0.9788 2023-12-02 21:22:13,674 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:21:43, time: 0.466, data_time: 0.236, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 21:22:36,555 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:21:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 21:22:59,588 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:20:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 21:23:22,673 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:20:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 21:23:45,753 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:20:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 21:24:08,755 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:19:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 21:24:31,747 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:19:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 21:24:54,733 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:18:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 21:25:17,706 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:18:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-02 21:25:40,571 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:18:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 21:26:03,551 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:17:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 21:26:26,535 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:17:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 21:26:49,518 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:16:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 21:27:12,427 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:16:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 21:27:35,382 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:16:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 21:27:58,329 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:15:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 21:28:21,222 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:15:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-02 21:28:44,129 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:14:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 21:29:06,971 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:14:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 21:29:29,889 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:14:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 21:29:52,767 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:13:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-02 21:30:15,670 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:13:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-02 21:30:38,642 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:12:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 21:31:01,714 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:12:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-02 21:31:24,689 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:12:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 21:31:47,589 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:11:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 21:32:10,531 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:11:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 21:32:33,513 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:10:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 21:32:56,431 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:10:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 21:33:19,414 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:10:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 21:33:42,411 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:09:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 21:34:05,331 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:09:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 21:34:28,295 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:08:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 21:34:51,278 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:08:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 21:35:14,188 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:08:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-02 21:35:37,134 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:07:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-02 21:36:00,015 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:07:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 21:36:23,031 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 2:06:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 21:36:45,984 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 2:06:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 21:36:55,630 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-02 21:40:32,870 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 21:40:33,364 - pyskl - INFO - top1_acc 0.8848 top5_acc 0.9784 2023-12-02 21:40:33,383 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8848, top5_acc: 0.9784 2023-12-02 21:41:19,217 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 2:05:54, time: 0.458, data_time: 0.231, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 21:41:42,080 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 2:05:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 21:42:05,030 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 2:05:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8845, loss: 2.8845 2023-12-02 21:42:28,062 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 2:04:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 21:42:50,977 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 2:04:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 21:43:14,029 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 2:03:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 21:43:37,163 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 2:03:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 21:44:00,210 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 2:03:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 21:44:23,200 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 2:02:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 21:44:46,295 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 2:02:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 21:45:09,320 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 2:01:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 21:45:32,226 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 2:01:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-02 21:45:55,130 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 2:01:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 21:46:18,015 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 2:00:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 21:46:40,895 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 2:00:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 21:47:03,852 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 1:59:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 21:47:26,656 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 1:59:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 21:47:49,562 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 1:59:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 21:48:12,475 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 1:58:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 21:48:35,410 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 1:58:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 21:48:58,292 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 1:57:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-02 21:49:21,178 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 1:57:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 21:49:44,108 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 1:57:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-02 21:50:07,055 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 1:56:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8846, loss: 2.8846 2023-12-02 21:50:29,981 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 1:56:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 21:50:52,929 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 1:55:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-02 21:51:15,920 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 1:55:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 21:51:38,869 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 1:55:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 21:52:01,870 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 1:54:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 21:52:24,897 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 1:54:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-02 21:52:47,826 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 1:53:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 21:53:10,791 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 1:53:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 21:53:33,736 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 1:53:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-02 21:53:56,683 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 1:52:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 21:54:19,621 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 1:52:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-02 21:54:42,705 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 1:51:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 21:55:05,633 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 1:51:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 21:55:28,599 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:51:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 21:55:51,462 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:50:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 21:56:00,965 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-02 21:59:38,832 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 21:59:39,349 - pyskl - INFO - top1_acc 0.8825 top5_acc 0.9786 2023-12-02 21:59:39,371 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8825, top5_acc: 0.9786 2023-12-02 22:00:25,598 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:50:05, time: 0.462, data_time: 0.232, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-02 22:00:48,517 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:49:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-02 22:01:11,496 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:49:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 22:01:34,468 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:48:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 22:01:57,383 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:48:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 22:02:20,304 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:48:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 22:02:43,269 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:47:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8849, loss: 2.8849 2023-12-02 22:03:06,226 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:47:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 22:03:29,178 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:46:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 22:03:52,235 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:46:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 22:04:15,123 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:46:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 22:04:38,058 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:45:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 22:05:01,103 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:45:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 22:05:24,066 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:44:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 22:05:47,144 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:44:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 22:06:10,090 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:44:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 22:06:33,006 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:43:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 22:06:55,945 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:43:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 22:07:18,920 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:42:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 22:07:41,910 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:42:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-02 22:08:04,939 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:42:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 22:08:28,116 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:41:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:08:51,038 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:41:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 22:09:14,001 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:40:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 22:09:36,997 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:40:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 22:09:59,903 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:40:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 22:10:22,942 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:39:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-02 22:10:45,894 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:39:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 22:11:08,868 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:38:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 22:11:31,821 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:38:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 22:11:54,688 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:38:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-02 22:12:17,564 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:37:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 22:12:40,472 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:37:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-02 22:13:03,419 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:36:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 22:13:26,460 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:36:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 22:13:49,498 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:36:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 22:14:12,457 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:35:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 22:14:35,394 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:35:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 22:14:58,349 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:34:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 22:15:07,953 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-02 22:18:45,385 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 22:18:45,874 - pyskl - INFO - top1_acc 0.8858 top5_acc 0.9786 2023-12-02 22:18:45,893 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8858, top5_acc: 0.9786 2023-12-02 22:19:32,280 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:34:17, time: 0.464, data_time: 0.235, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 22:19:55,148 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:33:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-02 22:20:18,014 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:33:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-02 22:20:41,055 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:33:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-02 22:21:04,064 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:32:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 22:21:26,964 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:32:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 22:21:49,960 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:31:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 22:22:12,995 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:31:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 22:22:36,054 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:31:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 22:22:58,945 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:30:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 22:23:21,935 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:30:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 22:23:44,950 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:29:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 22:24:07,963 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:29:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 22:24:30,878 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:29:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 22:24:53,791 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:28:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 22:25:16,763 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:28:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:25:39,719 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:27:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 22:26:02,669 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:27:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 22:26:25,587 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:27:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 22:26:48,466 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:26:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 22:27:11,391 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:26:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 22:27:34,272 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:25:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 22:27:57,273 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:25:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 22:28:20,224 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:25:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 22:28:43,257 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:24:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-02 22:29:06,219 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:24:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 22:29:29,202 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:23:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-02 22:29:52,160 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:23:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-02 22:30:15,181 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:23:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 22:30:38,108 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:22:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 22:31:01,092 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:22:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 22:31:24,053 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:21:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 22:31:47,063 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:21:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:32:10,090 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:21:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-02 22:32:32,984 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:20:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 22:32:55,962 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:20:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 22:33:18,860 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:19:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-02 22:33:41,779 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:19:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 22:34:04,757 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:19:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 22:34:14,382 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-02 22:37:51,746 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 22:37:52,238 - pyskl - INFO - top1_acc 0.8825 top5_acc 0.9777 2023-12-02 22:37:52,260 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8825, top5_acc: 0.9777 2023-12-02 22:38:38,986 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:18:29, time: 0.467, data_time: 0.237, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 22:39:01,945 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:18:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:39:24,919 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:17:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 22:39:47,851 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:17:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 22:40:10,842 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:16:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 22:40:33,929 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:16:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 22:40:56,951 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:16:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 22:41:19,846 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:15:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 22:41:42,712 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:15:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-02 22:42:05,653 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:14:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 22:42:28,715 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:14:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8846, loss: 2.8846 2023-12-02 22:42:51,720 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:14:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 22:43:14,736 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:13:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8849, loss: 2.8849 2023-12-02 22:43:37,695 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:13:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:44:00,666 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:12:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 22:44:23,571 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:12:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 22:44:46,443 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:12:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 22:45:09,387 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:11:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 22:45:32,330 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:11:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 22:45:55,138 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:10:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 22:46:18,035 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:10:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 22:46:40,992 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:10:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-02 22:47:03,931 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:09:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 22:47:26,826 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:09:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-02 22:47:49,779 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:08:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 22:48:12,713 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:08:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 22:48:35,619 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:08:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 22:48:58,535 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:07:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 22:49:21,430 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:07:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 22:49:44,425 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:06:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 22:50:07,447 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:06:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:50:30,385 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:06:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 22:50:53,438 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:05:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 22:51:16,384 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:05:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8845, loss: 2.8845 2023-12-02 22:51:39,349 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:04:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 22:52:02,282 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:04:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-02 22:52:25,205 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:04:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:52:48,167 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:03:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 22:53:11,126 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:03:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-02 22:53:20,862 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-02 22:57:00,718 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 22:57:01,214 - pyskl - INFO - top1_acc 0.8850 top5_acc 0.9788 2023-12-02 22:57:01,239 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8850, top5_acc: 0.9788 2023-12-02 22:57:47,378 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:02:41, time: 0.461, data_time: 0.233, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 22:58:10,302 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:02:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 22:58:33,166 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:01:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-02 22:58:56,073 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:01:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 22:59:19,024 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:01:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 22:59:41,906 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:00:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 23:00:04,840 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:00:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 23:00:27,659 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 0:59:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-02 23:00:50,616 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 0:59:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 23:01:13,632 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 0:59:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 23:01:36,461 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 0:58:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-02 23:01:59,309 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 0:58:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 23:02:22,245 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 0:57:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-02 23:02:45,159 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 0:57:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8843, loss: 2.8843 2023-12-02 23:03:08,074 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 0:57:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 23:03:30,974 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 0:56:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 23:03:53,882 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 0:56:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8845, loss: 2.8845 2023-12-02 23:04:16,775 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 0:55:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-02 23:04:39,601 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:55:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 23:05:02,478 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:55:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 23:05:25,449 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:54:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 23:05:48,368 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:54:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-02 23:06:11,315 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:53:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 23:06:34,378 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:53:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 23:06:57,292 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:53:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 23:07:20,241 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:52:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 23:07:43,222 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:52:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8846, loss: 2.8846 2023-12-02 23:08:06,339 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:51:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 23:08:29,366 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:51:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 23:08:52,355 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:51:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 23:09:15,258 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:50:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 23:09:38,163 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:50:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8850, loss: 2.8850 2023-12-02 23:10:01,060 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:49:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 23:10:23,958 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:49:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 23:10:46,836 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:49:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:11:09,702 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:48:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 23:11:32,522 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:48:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 23:11:55,405 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:47:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-02 23:12:18,279 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:47:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-02 23:12:27,910 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-02 23:16:05,810 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 23:16:06,302 - pyskl - INFO - top1_acc 0.8828 top5_acc 0.9779 2023-12-02 23:16:06,334 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8828, top5_acc: 0.9779 2023-12-02 23:16:52,182 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:46:54, time: 0.458, data_time: 0.230, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 23:17:15,061 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:46:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 23:17:37,920 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:46:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 23:18:00,918 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:45:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 23:18:23,853 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:45:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 23:18:46,749 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:44:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 23:19:09,842 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:44:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:19:32,813 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:44:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8847, loss: 2.8847 2023-12-02 23:19:55,896 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:43:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-02 23:20:18,774 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:43:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-02 23:20:41,667 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:42:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-02 23:21:04,711 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:42:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 23:21:27,649 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:42:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 23:21:50,540 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:41:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 23:22:13,548 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:41:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 23:22:36,438 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:40:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-02 23:22:59,412 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:40:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 23:23:22,353 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:40:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 23:23:45,299 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:39:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 23:24:08,330 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:39:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 23:24:31,395 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:38:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8857, loss: 2.8857 2023-12-02 23:24:54,330 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:38:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 23:25:17,322 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:38:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 23:25:40,179 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:37:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-02 23:26:03,049 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:37:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8849, loss: 2.8849 2023-12-02 23:26:25,873 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:36:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 23:26:48,815 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:36:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 23:27:11,748 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:36:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 23:27:34,662 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:35:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 23:27:57,570 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:35:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-02 23:28:20,496 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:34:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 23:28:43,372 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:34:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 23:29:06,285 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:34:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 23:29:29,187 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:33:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:29:52,013 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:33:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-02 23:30:15,038 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:32:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8849, loss: 2.8849 2023-12-02 23:30:38,051 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:32:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-02 23:31:00,939 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:32:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 23:31:23,962 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:31:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8849, loss: 2.8849 2023-12-02 23:31:33,613 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-02 23:35:11,532 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 23:35:12,037 - pyskl - INFO - top1_acc 0.8802 top5_acc 0.9774 2023-12-02 23:35:12,060 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8802, top5_acc: 0.9774 2023-12-02 23:35:58,053 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:31:08, time: 0.460, data_time: 0.229, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-02 23:36:21,221 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:30:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-02 23:36:44,382 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:30:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-02 23:37:07,509 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:29:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-02 23:37:30,648 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:29:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 23:37:53,768 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:29:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-02 23:38:17,019 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:28:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 23:38:40,217 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:28:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 23:39:03,449 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:27:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-02 23:39:26,668 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:27:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 23:39:49,832 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:27:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 23:40:12,998 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:26:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 23:40:36,212 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:26:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8849, loss: 2.8849 2023-12-02 23:40:59,352 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:25:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-02 23:41:22,452 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:25:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 23:41:45,584 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:25:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8848, loss: 2.8848 2023-12-02 23:42:08,798 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:24:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 23:42:31,982 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:24:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-02 23:42:55,169 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:23:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8850, loss: 2.8850 2023-12-02 23:43:18,361 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:23:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-02 23:43:41,510 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:23:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-02 23:44:04,712 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:22:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-02 23:44:27,863 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:22:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 23:44:50,943 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:21:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 23:45:14,104 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:21:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 23:45:37,318 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:21:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:46:00,455 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:20:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 23:46:23,644 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:20:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 23:46:46,811 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:19:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 23:47:10,085 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:19:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:47:33,373 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:19:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-02 23:47:56,521 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:18:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-02 23:48:19,610 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:18:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-02 23:48:42,720 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:17:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8846, loss: 2.8846 2023-12-02 23:49:05,812 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:17:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 23:49:29,027 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:17:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-02 23:49:52,115 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:16:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-02 23:50:15,206 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:16:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 23:50:38,299 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:15:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-02 23:50:48,022 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-02 23:54:24,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-02 23:54:25,335 - pyskl - INFO - top1_acc 0.8856 top5_acc 0.9786 2023-12-02 23:54:25,357 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8856, top5_acc: 0.9786 2023-12-02 23:55:11,414 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:15:21, time: 0.460, data_time: 0.233, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-02 23:55:34,286 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:14:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 23:55:57,204 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:14:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-02 23:56:20,201 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:14:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-02 23:56:43,127 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:13:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 23:57:05,945 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:13:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:57:28,743 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:12:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8849, loss: 2.8849 2023-12-02 23:57:51,639 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:12:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:58:14,577 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:12:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 23:58:37,480 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:11:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-02 23:59:00,500 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:11:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-02 23:59:23,406 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:10:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-02 23:59:46,372 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:10:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-03 00:00:09,407 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:10:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8838, loss: 2.8838 2023-12-03 00:00:32,361 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:09:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-03 00:00:55,284 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:09:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-03 00:01:18,330 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:08:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-03 00:01:41,313 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:08:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-03 00:02:04,278 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:08:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8851, loss: 2.8851 2023-12-03 00:02:27,243 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:07:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-03 00:02:50,238 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:07:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-03 00:03:13,186 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:06:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-03 00:03:36,184 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:06:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8855, loss: 2.8855 2023-12-03 00:03:59,176 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:06:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-03 00:04:22,139 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:05:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-03 00:04:45,093 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-03 00:05:07,929 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:04:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-03 00:05:30,911 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-03 00:05:53,862 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:04:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-03 00:06:16,719 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:03:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-03 00:06:39,704 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-03 00:07:02,570 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:02:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-03 00:07:25,588 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-03 00:07:48,553 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8852, loss: 2.8852 2023-12-03 00:08:11,510 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-03 00:08:34,324 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-03 00:08:57,257 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:00:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-03 00:09:20,273 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-03 00:09:43,201 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-03 00:09:52,743 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-03 00:13:31,855 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-03 00:13:32,345 - pyskl - INFO - top1_acc 0.8862 top5_acc 0.9788 2023-12-03 00:13:32,350 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_139.pth was removed 2023-12-03 00:13:32,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. 2023-12-03 00:13:32,494 - pyskl - INFO - Best top1_acc is 0.8862 at 150 epoch. 2023-12-03 00:13:32,522 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8862, top5_acc: 0.9788 2023-12-03 00:13:44,529 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-03 00:45:26,091 - pyskl - INFO - Testing results of the last checkpoint 2023-12-03 00:45:26,092 - pyskl - INFO - top1_acc: 0.8896 2023-12-03 00:45:26,092 - pyskl - INFO - top5_acc: 0.9795 2023-12-03 00:45:26,092 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/b_1/best_top1_acc_epoch_150.pth 2023-12-03 01:17:17,129 - pyskl - INFO - Testing results of the best checkpoint 2023-12-03 01:17:17,129 - pyskl - INFO - top1_acc: 0.8896 2023-12-03 01:17:17,129 - pyskl - INFO - top5_acc: 0.9795