2023-12-23 13:17:08,083 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] CUDA available: True GPU 0: NVIDIA GeForce RTX 3080 CUDA_HOME: /usr NVCC: Cuda compilation tools, release 10.1, V10.1.24 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 PyTorch: 1.11.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.2 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.12.0 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 11.3 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-23 13:17:08,899 - pyskl - INFO - Config: modality = 'jm' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xset/jm' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_2', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_2', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xset_train'), val=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xset_val'), test=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xset_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-23 13:17:08,899 - pyskl - INFO - Set random seed to 672687017, deterministic: False 2023-12-23 13:17:20,915 - pyskl - INFO - 54468 videos remain after valid thresholding 2023-12-23 13:17:37,596 - pyskl - INFO - 59477 videos remain after valid thresholding 2023-12-23 13:17:37,622 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm 2023-12-23 13:17:37,623 - pyskl - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-12-23 13:17:37,623 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-23 13:17:37,623 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm by HardDiskBackend. 2023-12-23 13:18:33,216 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 6:51:03, time: 0.556, data_time: 0.286, memory: 5251, top1_acc: 0.0169, top5_acc: 0.0862, loss_cls: 6.7355, loss: 6.7355 2023-12-23 13:18:58,047 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 9:01:29, time: 0.248, data_time: 0.000, memory: 5251, top1_acc: 0.0394, top5_acc: 0.1600, loss_cls: 6.2540, loss: 6.2540 2023-12-23 13:19:22,824 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 2 days, 1:43:09, time: 0.248, data_time: 0.000, memory: 5251, top1_acc: 0.0494, top5_acc: 0.1769, loss_cls: 6.1080, loss: 6.1080 2023-12-23 13:19:48,185 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 22:16:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.0475, top5_acc: 0.1931, loss_cls: 6.0265, loss: 6.0265 2023-12-23 13:20:13,539 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 20:11:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.0575, top5_acc: 0.2375, loss_cls: 5.9336, loss: 5.9336 2023-12-23 13:20:38,993 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 18:50:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.0469, top5_acc: 0.2225, loss_cls: 6.0088, loss: 6.0088 2023-12-23 13:21:04,581 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 17:53:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.0844, top5_acc: 0.2950, loss_cls: 6.2477, loss: 6.2477 2023-12-23 13:21:30,033 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 17:09:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.0862, top5_acc: 0.3244, loss_cls: 6.5700, loss: 6.5700 2023-12-23 13:21:55,443 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 16:34:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.1062, top5_acc: 0.3450, loss_cls: 6.6208, loss: 6.6208 2023-12-23 13:22:20,751 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 16:05:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.1313, top5_acc: 0.3950, loss_cls: 6.4422, loss: 6.4422 2023-12-23 13:22:46,304 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 15:43:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.1456, top5_acc: 0.4250, loss_cls: 6.2190, loss: 6.2190 2023-12-23 13:23:11,616 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 15:23:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.1506, top5_acc: 0.4400, loss_cls: 5.9927, loss: 5.9927 2023-12-23 13:23:37,142 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 15:08:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.1575, top5_acc: 0.4444, loss_cls: 5.8649, loss: 5.8649 2023-12-23 13:24:02,738 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 14:55:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.1888, top5_acc: 0.4569, loss_cls: 5.6558, loss: 5.6558 2023-12-23 13:24:28,070 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 14:42:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.1825, top5_acc: 0.4850, loss_cls: 5.4619, loss: 5.4619 2023-12-23 13:24:53,199 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 14:30:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.1850, top5_acc: 0.4981, loss_cls: 5.3212, loss: 5.3212 2023-12-23 13:25:18,826 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 14:21:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.2156, top5_acc: 0.5219, loss_cls: 5.1190, loss: 5.1190 2023-12-23 13:25:44,421 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 14:13:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.2156, top5_acc: 0.5419, loss_cls: 5.0531, loss: 5.0531 2023-12-23 13:26:10,594 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 14:09:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.2225, top5_acc: 0.5481, loss_cls: 4.9685, loss: 4.9685 2023-12-23 13:26:36,687 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 14:05:19, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.2419, top5_acc: 0.5756, loss_cls: 4.8322, loss: 4.8322 2023-12-23 13:27:02,248 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 13:59:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.2637, top5_acc: 0.5806, loss_cls: 4.7693, loss: 4.7693 2023-12-23 13:27:27,769 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 13:53:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.2594, top5_acc: 0.5938, loss_cls: 4.7007, loss: 4.7007 2023-12-23 13:27:52,715 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 13:46:10, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.2600, top5_acc: 0.5844, loss_cls: 4.7425, loss: 4.7425 2023-12-23 13:28:17,647 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 13:39:20, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.2956, top5_acc: 0.6238, loss_cls: 4.5975, loss: 4.5975 2023-12-23 13:28:42,566 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 13:32:57, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.2825, top5_acc: 0.6250, loss_cls: 4.5575, loss: 4.5575 2023-12-23 13:29:07,596 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 13:27:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.2881, top5_acc: 0.6388, loss_cls: 4.5275, loss: 4.5275 2023-12-23 13:29:32,867 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 13:23:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.3169, top5_acc: 0.6694, loss_cls: 4.4009, loss: 4.4009 2023-12-23 13:29:57,793 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 13:17:49, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.3013, top5_acc: 0.6512, loss_cls: 4.4941, loss: 4.4941 2023-12-23 13:30:22,744 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 13:13:03, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.3237, top5_acc: 0.6719, loss_cls: 4.3595, loss: 4.3595 2023-12-23 13:30:48,264 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 13:10:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.3187, top5_acc: 0.6950, loss_cls: 4.3495, loss: 4.3495 2023-12-23 13:31:13,683 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 13:07:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3506, top5_acc: 0.7037, loss_cls: 4.2618, loss: 4.2618 2023-12-23 13:31:39,347 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 13:05:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.3381, top5_acc: 0.6875, loss_cls: 4.3341, loss: 4.3341 2023-12-23 13:32:05,522 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 13:04:14, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.3650, top5_acc: 0.7069, loss_cls: 4.2205, loss: 4.2205 2023-12-23 13:32:31,113 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 13:02:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.3506, top5_acc: 0.7019, loss_cls: 4.2571, loss: 4.2571 2023-12-23 13:32:33,093 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-23 13:36:58,400 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:36:59,022 - pyskl - INFO - top1_acc 0.1101 top5_acc 0.2530 2023-12-23 13:36:59,242 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-23 13:36:59,243 - pyskl - INFO - Best top1_acc is 0.1101 at 1 epoch. 2023-12-23 13:36:59,270 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.1101, top5_acc: 0.2530 2023-12-23 13:37:51,523 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 14:01:02, time: 0.522, data_time: 0.269, memory: 5251, top1_acc: 0.3569, top5_acc: 0.7113, loss_cls: 4.2195, loss: 4.2195 2023-12-23 13:38:16,535 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 13:55:58, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.3456, top5_acc: 0.7156, loss_cls: 4.2271, loss: 4.2271 2023-12-23 13:38:41,584 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 13:51:13, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.3581, top5_acc: 0.7275, loss_cls: 4.1522, loss: 4.1522 2023-12-23 13:39:07,104 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 13:47:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.3981, top5_acc: 0.7394, loss_cls: 4.1074, loss: 4.1074 2023-12-23 13:39:32,242 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 13:43:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.3819, top5_acc: 0.7231, loss_cls: 4.1243, loss: 4.1243 2023-12-23 13:39:57,411 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 13:39:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.3837, top5_acc: 0.7306, loss_cls: 4.1021, loss: 4.1021 2023-12-23 13:40:22,813 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 13:36:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.3912, top5_acc: 0.7412, loss_cls: 4.0687, loss: 4.0687 2023-12-23 13:40:48,176 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 13:33:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4131, top5_acc: 0.7438, loss_cls: 4.0248, loss: 4.0248 2023-12-23 13:41:13,325 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 13:29:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.3775, top5_acc: 0.7238, loss_cls: 4.1163, loss: 4.1163 2023-12-23 13:41:39,215 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 13:27:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.3994, top5_acc: 0.7581, loss_cls: 4.0154, loss: 4.0154 2023-12-23 13:42:05,356 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 13:26:35, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.4037, top5_acc: 0.7569, loss_cls: 3.9974, loss: 3.9974 2023-12-23 13:42:30,366 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 13:23:11, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.4169, top5_acc: 0.7438, loss_cls: 3.9886, loss: 3.9886 2023-12-23 13:42:55,758 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 13:20:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.4000, top5_acc: 0.7556, loss_cls: 3.9937, loss: 3.9937 2023-12-23 13:43:21,214 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 13:18:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4044, top5_acc: 0.7606, loss_cls: 3.9823, loss: 3.9823 2023-12-23 13:43:46,808 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 13:16:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4125, top5_acc: 0.7594, loss_cls: 3.9648, loss: 3.9648 2023-12-23 13:44:11,780 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 13:13:03, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.4250, top5_acc: 0.7594, loss_cls: 3.9703, loss: 3.9703 2023-12-23 13:44:36,800 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 13:10:11, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.4244, top5_acc: 0.7606, loss_cls: 3.9285, loss: 3.9285 2023-12-23 13:45:01,919 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 13:07:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.4425, top5_acc: 0.7775, loss_cls: 3.8597, loss: 3.8597 2023-12-23 13:45:27,100 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 13:05:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4475, top5_acc: 0.7812, loss_cls: 3.8591, loss: 3.8591 2023-12-23 13:45:53,127 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 13:04:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.4325, top5_acc: 0.7825, loss_cls: 3.8899, loss: 3.8899 2023-12-23 13:46:18,353 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 13:01:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4738, top5_acc: 0.8013, loss_cls: 3.7739, loss: 3.7739 2023-12-23 13:46:43,473 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 12:59:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.4487, top5_acc: 0.7744, loss_cls: 3.8370, loss: 3.8370 2023-12-23 13:47:08,609 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 12:57:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.4719, top5_acc: 0.8037, loss_cls: 3.7796, loss: 3.7796 2023-12-23 13:47:33,886 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 12:55:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4537, top5_acc: 0.8006, loss_cls: 3.7937, loss: 3.7937 2023-12-23 13:47:59,152 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 12:53:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4594, top5_acc: 0.7875, loss_cls: 3.8284, loss: 3.8284 2023-12-23 13:48:25,217 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 12:52:32, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.4800, top5_acc: 0.7919, loss_cls: 3.7795, loss: 3.7795 2023-12-23 13:48:51,180 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 12:51:38, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.4938, top5_acc: 0.8106, loss_cls: 3.7320, loss: 3.7320 2023-12-23 13:49:16,853 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 12:50:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.4656, top5_acc: 0.7856, loss_cls: 3.7928, loss: 3.7928 2023-12-23 13:49:42,529 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 12:49:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.4875, top5_acc: 0.8056, loss_cls: 3.7016, loss: 3.7016 2023-12-23 13:50:08,116 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 12:47:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.4806, top5_acc: 0.8044, loss_cls: 3.7497, loss: 3.7497 2023-12-23 13:50:33,572 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 12:46:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.4456, top5_acc: 0.7987, loss_cls: 3.7939, loss: 3.7939 2023-12-23 13:50:58,761 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 12:44:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4738, top5_acc: 0.7850, loss_cls: 3.8165, loss: 3.8165 2023-12-23 13:51:23,914 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 12:42:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4744, top5_acc: 0.8094, loss_cls: 3.7374, loss: 3.7374 2023-12-23 13:51:49,019 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 12:40:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.4719, top5_acc: 0.8013, loss_cls: 3.7832, loss: 3.7832 2023-12-23 13:51:51,028 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-23 13:56:15,985 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:56:16,588 - pyskl - INFO - top1_acc 0.1460 top5_acc 0.3240 2023-12-23 13:56:16,596 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_1.pth was removed 2023-12-23 13:56:16,821 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-23 13:56:16,823 - pyskl - INFO - Best top1_acc is 0.1460 at 2 epoch. 2023-12-23 13:56:16,847 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.1460, top5_acc: 0.3240 2023-12-23 13:57:09,568 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 13:11:02, time: 0.527, data_time: 0.274, memory: 5251, top1_acc: 0.4925, top5_acc: 0.8250, loss_cls: 3.6660, loss: 3.6660 2023-12-23 13:57:34,737 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 13:08:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4931, top5_acc: 0.8256, loss_cls: 3.6264, loss: 3.6264 2023-12-23 13:57:59,866 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 13:06:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.4900, top5_acc: 0.8131, loss_cls: 3.6680, loss: 3.6680 2023-12-23 13:58:25,203 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 13:04:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5231, top5_acc: 0.8231, loss_cls: 3.5999, loss: 3.5999 2023-12-23 13:58:50,369 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 13:02:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4875, top5_acc: 0.8294, loss_cls: 3.6467, loss: 3.6467 2023-12-23 13:59:15,392 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 13:00:52, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.4894, top5_acc: 0.8194, loss_cls: 3.6654, loss: 3.6654 2023-12-23 13:59:40,428 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 12:58:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.5044, top5_acc: 0.8244, loss_cls: 3.6657, loss: 3.6657 2023-12-23 14:00:05,472 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 12:56:50, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.5081, top5_acc: 0.8331, loss_cls: 3.6159, loss: 3.6159 2023-12-23 14:00:30,426 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 12:54:46, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.5106, top5_acc: 0.8194, loss_cls: 3.6073, loss: 3.6073 2023-12-23 14:00:55,656 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 12:53:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.4994, top5_acc: 0.8300, loss_cls: 3.6403, loss: 3.6403 2023-12-23 14:01:20,917 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 12:51:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.4969, top5_acc: 0.8081, loss_cls: 3.6451, loss: 3.6451 2023-12-23 14:01:45,912 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 12:49:31, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.4981, top5_acc: 0.8206, loss_cls: 3.6371, loss: 3.6371 2023-12-23 14:02:11,176 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 12:47:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5169, top5_acc: 0.8263, loss_cls: 3.6016, loss: 3.6016 2023-12-23 14:02:36,351 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 12:46:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5231, top5_acc: 0.8281, loss_cls: 3.5595, loss: 3.5595 2023-12-23 14:03:01,527 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 12:44:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5425, top5_acc: 0.8494, loss_cls: 3.5112, loss: 3.5112 2023-12-23 14:03:26,658 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 12:43:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5325, top5_acc: 0.8494, loss_cls: 3.5423, loss: 3.5423 2023-12-23 14:03:51,861 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 12:41:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5331, top5_acc: 0.8344, loss_cls: 3.5202, loss: 3.5202 2023-12-23 14:04:17,237 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 12:40:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5494, top5_acc: 0.8506, loss_cls: 3.4909, loss: 3.4909 2023-12-23 14:04:42,379 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 12:38:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5256, top5_acc: 0.8481, loss_cls: 3.5206, loss: 3.5206 2023-12-23 14:05:07,741 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 12:37:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5250, top5_acc: 0.8375, loss_cls: 3.5775, loss: 3.5775 2023-12-23 14:05:32,895 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 12:35:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5294, top5_acc: 0.8363, loss_cls: 3.5700, loss: 3.5700 2023-12-23 14:05:58,110 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 12:34:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5369, top5_acc: 0.8450, loss_cls: 3.5294, loss: 3.5294 2023-12-23 14:06:23,282 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 12:33:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5587, top5_acc: 0.8481, loss_cls: 3.4430, loss: 3.4430 2023-12-23 14:06:48,603 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 12:31:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5494, top5_acc: 0.8519, loss_cls: 3.4503, loss: 3.4503 2023-12-23 14:07:14,041 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 12:30:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5600, top5_acc: 0.8550, loss_cls: 3.4500, loss: 3.4500 2023-12-23 14:07:39,232 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 12:29:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5337, top5_acc: 0.8538, loss_cls: 3.4957, loss: 3.4957 2023-12-23 14:08:05,175 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 12:28:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.5525, top5_acc: 0.8581, loss_cls: 3.4324, loss: 3.4324 2023-12-23 14:08:30,265 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 12:27:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5294, top5_acc: 0.8519, loss_cls: 3.4953, loss: 3.4953 2023-12-23 14:08:55,272 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 12:25:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.5312, top5_acc: 0.8431, loss_cls: 3.5007, loss: 3.5007 2023-12-23 14:09:20,717 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 12:24:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5581, top5_acc: 0.8494, loss_cls: 3.4600, loss: 3.4600 2023-12-23 14:09:46,148 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 12:23:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5344, top5_acc: 0.8619, loss_cls: 3.4624, loss: 3.4624 2023-12-23 14:10:11,498 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 12:22:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5519, top5_acc: 0.8531, loss_cls: 3.4312, loss: 3.4312 2023-12-23 14:10:37,327 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 12:21:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.5244, top5_acc: 0.8525, loss_cls: 3.5287, loss: 3.5287 2023-12-23 14:11:02,730 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 12:20:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5337, top5_acc: 0.8506, loss_cls: 3.4628, loss: 3.4628 2023-12-23 14:11:05,049 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-23 14:15:30,471 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:15:31,086 - pyskl - INFO - top1_acc 0.1956 top5_acc 0.4323 2023-12-23 14:15:31,091 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_2.pth was removed 2023-12-23 14:15:31,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-23 14:15:31,301 - pyskl - INFO - Best top1_acc is 0.1956 at 3 epoch. 2023-12-23 14:15:31,325 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.1956, top5_acc: 0.4323 2023-12-23 14:16:23,745 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 12:40:30, time: 0.524, data_time: 0.272, memory: 5251, top1_acc: 0.5938, top5_acc: 0.8712, loss_cls: 3.3233, loss: 3.3233 2023-12-23 14:16:49,151 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 12:39:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5687, top5_acc: 0.8688, loss_cls: 3.3824, loss: 3.3824 2023-12-23 14:17:14,515 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 12:38:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5519, top5_acc: 0.8475, loss_cls: 3.4522, loss: 3.4522 2023-12-23 14:17:39,939 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 12:36:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5531, top5_acc: 0.8612, loss_cls: 3.4177, loss: 3.4177 2023-12-23 14:18:05,375 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 12:35:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5431, top5_acc: 0.8325, loss_cls: 3.4731, loss: 3.4731 2023-12-23 14:18:30,656 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 12:34:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5887, top5_acc: 0.8806, loss_cls: 3.2607, loss: 3.2607 2023-12-23 14:18:55,744 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 12:33:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5681, top5_acc: 0.8581, loss_cls: 3.4077, loss: 3.4077 2023-12-23 14:19:20,723 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 12:31:36, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.5600, top5_acc: 0.8594, loss_cls: 3.3899, loss: 3.3899 2023-12-23 14:19:45,837 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 12:30:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5619, top5_acc: 0.8669, loss_cls: 3.3731, loss: 3.3731 2023-12-23 14:20:11,040 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 12:29:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5756, top5_acc: 0.8625, loss_cls: 3.3723, loss: 3.3723 2023-12-23 14:20:36,285 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 12:27:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5637, top5_acc: 0.8594, loss_cls: 3.4059, loss: 3.4059 2023-12-23 14:21:01,219 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 12:26:22, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.5675, top5_acc: 0.8681, loss_cls: 3.3538, loss: 3.3538 2023-12-23 14:21:26,104 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 12:24:56, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.5675, top5_acc: 0.8662, loss_cls: 3.3548, loss: 3.3548 2023-12-23 14:21:50,985 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 12:23:31, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.5731, top5_acc: 0.8631, loss_cls: 3.3461, loss: 3.3461 2023-12-23 14:22:15,860 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 12:22:06, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.5575, top5_acc: 0.8594, loss_cls: 3.3794, loss: 3.3794 2023-12-23 14:22:40,775 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 12:20:44, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.5319, top5_acc: 0.8444, loss_cls: 3.4867, loss: 3.4867 2023-12-23 14:23:05,727 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 12:19:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.5719, top5_acc: 0.8631, loss_cls: 3.3723, loss: 3.3723 2023-12-23 14:23:30,608 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 12:18:03, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.5913, top5_acc: 0.8788, loss_cls: 3.2949, loss: 3.2949 2023-12-23 14:23:55,732 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 12:16:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6025, top5_acc: 0.8806, loss_cls: 3.2852, loss: 3.2852 2023-12-23 14:24:20,981 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 12:15:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5800, top5_acc: 0.8638, loss_cls: 3.3483, loss: 3.3483 2023-12-23 14:24:46,362 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 12:14:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5500, top5_acc: 0.8562, loss_cls: 3.4125, loss: 3.4125 2023-12-23 14:25:11,903 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 12:13:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5744, top5_acc: 0.8600, loss_cls: 3.3507, loss: 3.3507 2023-12-23 14:25:37,166 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 12:12:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5969, top5_acc: 0.8794, loss_cls: 3.2639, loss: 3.2639 2023-12-23 14:26:02,236 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 12:11:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6075, top5_acc: 0.8756, loss_cls: 3.2502, loss: 3.2502 2023-12-23 14:26:27,443 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 12:10:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5850, top5_acc: 0.8819, loss_cls: 3.2913, loss: 3.2913 2023-12-23 14:26:53,008 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 12:09:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5825, top5_acc: 0.8794, loss_cls: 3.2918, loss: 3.2918 2023-12-23 14:27:18,573 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 12:09:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5706, top5_acc: 0.8662, loss_cls: 3.3271, loss: 3.3271 2023-12-23 14:27:44,015 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 12:08:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5731, top5_acc: 0.8612, loss_cls: 3.3327, loss: 3.3327 2023-12-23 14:28:09,340 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 12:07:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5944, top5_acc: 0.8744, loss_cls: 3.2215, loss: 3.2215 2023-12-23 14:28:35,092 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 12:06:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.5837, top5_acc: 0.8819, loss_cls: 3.1871, loss: 3.1871 2023-12-23 14:29:00,584 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 12:05:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5819, top5_acc: 0.8831, loss_cls: 3.0981, loss: 3.0981 2023-12-23 14:29:26,063 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 12:04:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5700, top5_acc: 0.8575, loss_cls: 3.0691, loss: 3.0691 2023-12-23 14:29:51,559 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 12:04:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5906, top5_acc: 0.8825, loss_cls: 2.8549, loss: 2.8549 2023-12-23 14:30:17,320 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 12:03:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.5837, top5_acc: 0.8838, loss_cls: 2.8081, loss: 2.8081 2023-12-23 14:30:19,256 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-23 14:34:43,095 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:34:43,697 - pyskl - INFO - top1_acc 0.3871 top5_acc 0.6907 2023-12-23 14:34:43,703 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_3.pth was removed 2023-12-23 14:34:43,911 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-23 14:34:43,913 - pyskl - INFO - Best top1_acc is 0.3871 at 4 epoch. 2023-12-23 14:34:43,938 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.3871, top5_acc: 0.6907 2023-12-23 14:35:36,091 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 12:17:54, time: 0.521, data_time: 0.266, memory: 5251, top1_acc: 0.6200, top5_acc: 0.8850, loss_cls: 2.6257, loss: 2.6257 2023-12-23 14:36:01,428 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 12:16:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6031, top5_acc: 0.8881, loss_cls: 2.5899, loss: 2.5899 2023-12-23 14:36:26,962 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 12:16:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5944, top5_acc: 0.8800, loss_cls: 2.6709, loss: 2.6709 2023-12-23 14:36:52,255 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 12:14:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6006, top5_acc: 0.8856, loss_cls: 2.6170, loss: 2.6170 2023-12-23 14:37:17,571 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 12:13:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5800, top5_acc: 0.8656, loss_cls: 2.7358, loss: 2.7358 2023-12-23 14:37:42,836 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 12:12:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5944, top5_acc: 0.8694, loss_cls: 2.6634, loss: 2.6634 2023-12-23 14:38:08,200 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 12:12:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6025, top5_acc: 0.8806, loss_cls: 2.6122, loss: 2.6122 2023-12-23 14:38:33,442 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 12:10:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5913, top5_acc: 0.8756, loss_cls: 2.6815, loss: 2.6815 2023-12-23 14:38:59,109 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 12:10:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.5887, top5_acc: 0.8812, loss_cls: 2.6542, loss: 2.6542 2023-12-23 14:39:24,506 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 12:09:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5850, top5_acc: 0.8725, loss_cls: 2.7010, loss: 2.7010 2023-12-23 14:39:49,973 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 12:08:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6125, top5_acc: 0.8888, loss_cls: 2.5874, loss: 2.5874 2023-12-23 14:40:15,281 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 12:07:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6056, top5_acc: 0.8894, loss_cls: 2.6294, loss: 2.6294 2023-12-23 14:40:40,475 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 12:06:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.5981, top5_acc: 0.8762, loss_cls: 2.6737, loss: 2.6737 2023-12-23 14:41:05,768 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 12:05:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5881, top5_acc: 0.8912, loss_cls: 2.6637, loss: 2.6637 2023-12-23 14:41:31,135 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 12:04:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6356, top5_acc: 0.8919, loss_cls: 2.4880, loss: 2.4880 2023-12-23 14:41:56,281 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 12:03:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5944, top5_acc: 0.8931, loss_cls: 2.6449, loss: 2.6449 2023-12-23 14:42:21,394 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 12:02:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.5931, top5_acc: 0.8738, loss_cls: 2.6713, loss: 2.6713 2023-12-23 14:42:46,813 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 12:01:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5875, top5_acc: 0.8756, loss_cls: 2.6774, loss: 2.6774 2023-12-23 14:43:12,898 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 12:01:16, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.5831, top5_acc: 0.8700, loss_cls: 2.7160, loss: 2.7160 2023-12-23 14:43:38,413 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 12:00:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.5781, top5_acc: 0.8881, loss_cls: 2.6785, loss: 2.6785 2023-12-23 14:44:03,556 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 11:59:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.8775, loss_cls: 2.5571, loss: 2.5571 2023-12-23 14:44:28,644 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 11:58:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8869, loss_cls: 2.5365, loss: 2.5365 2023-12-23 14:44:54,607 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 11:57:57, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6188, top5_acc: 0.8962, loss_cls: 2.5209, loss: 2.5209 2023-12-23 14:45:21,106 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 11:57:41, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.5944, top5_acc: 0.8862, loss_cls: 2.6142, loss: 2.6142 2023-12-23 14:45:47,589 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 11:57:24, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6256, top5_acc: 0.9006, loss_cls: 2.5048, loss: 2.5048 2023-12-23 14:46:13,987 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 11:57:05, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.5737, top5_acc: 0.8738, loss_cls: 2.7014, loss: 2.7014 2023-12-23 14:46:39,436 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 11:56:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5962, top5_acc: 0.8881, loss_cls: 2.6176, loss: 2.6176 2023-12-23 14:47:04,833 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 11:55:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6012, top5_acc: 0.8900, loss_cls: 2.6178, loss: 2.6178 2023-12-23 14:47:30,197 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 11:54:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6031, top5_acc: 0.8762, loss_cls: 2.6293, loss: 2.6293 2023-12-23 14:47:55,639 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 11:53:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.5962, top5_acc: 0.8894, loss_cls: 2.6031, loss: 2.6031 2023-12-23 14:48:21,247 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 11:53:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.5894, top5_acc: 0.8756, loss_cls: 2.6688, loss: 2.6688 2023-12-23 14:48:46,749 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 11:52:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6025, top5_acc: 0.8831, loss_cls: 2.6195, loss: 2.6195 2023-12-23 14:49:12,003 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 11:51:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.5988, top5_acc: 0.8838, loss_cls: 2.6403, loss: 2.6403 2023-12-23 14:49:37,442 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 11:50:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6138, top5_acc: 0.8912, loss_cls: 2.5366, loss: 2.5366 2023-12-23 14:49:39,419 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-23 14:54:04,556 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:54:05,161 - pyskl - INFO - top1_acc 0.5348 top5_acc 0.8462 2023-12-23 14:54:05,171 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_4.pth was removed 2023-12-23 14:54:05,381 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-23 14:54:05,382 - pyskl - INFO - Best top1_acc is 0.5348 at 5 epoch. 2023-12-23 14:54:05,407 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5348, top5_acc: 0.8462 2023-12-23 14:54:57,929 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 12:02:19, time: 0.525, data_time: 0.270, memory: 5251, top1_acc: 0.6144, top5_acc: 0.8762, loss_cls: 2.5752, loss: 2.5752 2023-12-23 14:55:24,024 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 12:01:47, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6281, top5_acc: 0.8925, loss_cls: 2.4714, loss: 2.4714 2023-12-23 14:55:49,654 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 12:01:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6300, top5_acc: 0.9000, loss_cls: 2.4701, loss: 2.4701 2023-12-23 14:56:15,385 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 12:00:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6138, top5_acc: 0.8962, loss_cls: 2.5584, loss: 2.5584 2023-12-23 14:56:41,017 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 11:59:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6150, top5_acc: 0.8969, loss_cls: 2.5173, loss: 2.5173 2023-12-23 14:57:06,659 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 11:58:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6119, top5_acc: 0.8900, loss_cls: 2.5691, loss: 2.5691 2023-12-23 14:57:32,330 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 11:58:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6212, top5_acc: 0.8931, loss_cls: 2.5041, loss: 2.5041 2023-12-23 14:57:58,255 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 11:57:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6119, top5_acc: 0.9094, loss_cls: 2.5172, loss: 2.5172 2023-12-23 14:58:23,803 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 11:56:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6312, top5_acc: 0.9050, loss_cls: 2.4786, loss: 2.4786 2023-12-23 14:58:49,395 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 11:56:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6269, top5_acc: 0.8981, loss_cls: 2.4759, loss: 2.4759 2023-12-23 14:59:14,720 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 11:55:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6325, top5_acc: 0.8950, loss_cls: 2.4647, loss: 2.4647 2023-12-23 14:59:39,956 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 11:54:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6225, top5_acc: 0.8875, loss_cls: 2.5451, loss: 2.5451 2023-12-23 15:00:05,246 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 11:53:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6125, top5_acc: 0.8994, loss_cls: 2.5067, loss: 2.5067 2023-12-23 15:00:31,047 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 11:52:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6331, top5_acc: 0.8988, loss_cls: 2.4623, loss: 2.4623 2023-12-23 15:00:56,405 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 11:51:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6256, top5_acc: 0.8881, loss_cls: 2.5082, loss: 2.5082 2023-12-23 15:01:21,826 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 11:51:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6306, top5_acc: 0.9025, loss_cls: 2.4833, loss: 2.4833 2023-12-23 15:01:47,175 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 11:50:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.9062, loss_cls: 2.4415, loss: 2.4415 2023-12-23 15:02:12,596 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 11:49:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6431, top5_acc: 0.9019, loss_cls: 2.3928, loss: 2.3928 2023-12-23 15:02:38,114 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 11:48:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6144, top5_acc: 0.8962, loss_cls: 2.5108, loss: 2.5108 2023-12-23 15:03:03,693 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 11:48:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6256, top5_acc: 0.8869, loss_cls: 2.5191, loss: 2.5191 2023-12-23 15:03:29,422 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 11:47:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6325, top5_acc: 0.9075, loss_cls: 2.4031, loss: 2.4031 2023-12-23 15:03:54,804 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 11:46:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6175, top5_acc: 0.9031, loss_cls: 2.5072, loss: 2.5072 2023-12-23 15:04:20,070 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 11:45:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.8900, loss_cls: 2.5107, loss: 2.5107 2023-12-23 15:04:45,436 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 11:45:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.9025, loss_cls: 2.4775, loss: 2.4775 2023-12-23 15:05:10,740 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 11:44:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6188, top5_acc: 0.9019, loss_cls: 2.4899, loss: 2.4899 2023-12-23 15:05:36,346 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 11:43:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6156, top5_acc: 0.8875, loss_cls: 2.5096, loss: 2.5096 2023-12-23 15:06:02,292 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 11:43:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6175, top5_acc: 0.8950, loss_cls: 2.5501, loss: 2.5501 2023-12-23 15:06:28,229 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 11:42:30, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6288, top5_acc: 0.8981, loss_cls: 2.4659, loss: 2.4659 2023-12-23 15:06:53,413 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 11:41:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6331, top5_acc: 0.8988, loss_cls: 2.4831, loss: 2.4831 2023-12-23 15:07:19,101 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 11:41:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6344, top5_acc: 0.9075, loss_cls: 2.4675, loss: 2.4675 2023-12-23 15:07:44,631 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 11:40:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6231, top5_acc: 0.9000, loss_cls: 2.4733, loss: 2.4733 2023-12-23 15:08:10,153 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 11:39:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6200, top5_acc: 0.9069, loss_cls: 2.4492, loss: 2.4492 2023-12-23 15:08:36,545 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 11:39:16, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.6438, top5_acc: 0.9050, loss_cls: 2.4480, loss: 2.4480 2023-12-23 15:09:03,137 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 11:39:00, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.6519, top5_acc: 0.9019, loss_cls: 2.3717, loss: 2.3717 2023-12-23 15:09:05,118 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-23 15:13:29,773 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:13:30,380 - pyskl - INFO - top1_acc 0.5881 top5_acc 0.8810 2023-12-23 15:13:30,385 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_5.pth was removed 2023-12-23 15:13:30,596 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-23 15:13:30,598 - pyskl - INFO - Best top1_acc is 0.5881 at 6 epoch. 2023-12-23 15:13:30,623 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.5881, top5_acc: 0.8810 2023-12-23 15:14:24,346 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 11:48:59, time: 0.537, data_time: 0.276, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9163, loss_cls: 2.3212, loss: 2.3212 2023-12-23 15:14:49,575 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 11:48:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9156, loss_cls: 2.3476, loss: 2.3476 2023-12-23 15:15:14,832 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 11:47:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9325, loss_cls: 2.3165, loss: 2.3165 2023-12-23 15:15:40,002 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 11:46:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6388, top5_acc: 0.9069, loss_cls: 2.4193, loss: 2.4193 2023-12-23 15:16:05,068 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 11:45:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6519, top5_acc: 0.9106, loss_cls: 2.3836, loss: 2.3836 2023-12-23 15:16:30,349 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 11:44:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6381, top5_acc: 0.9150, loss_cls: 2.3854, loss: 2.3854 2023-12-23 15:16:56,493 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 11:44:09, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6481, top5_acc: 0.9000, loss_cls: 2.3780, loss: 2.3780 2023-12-23 15:17:21,736 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 11:43:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6325, top5_acc: 0.9069, loss_cls: 2.4400, loss: 2.4400 2023-12-23 15:17:47,375 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 11:42:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6456, top5_acc: 0.8881, loss_cls: 2.4613, loss: 2.4613 2023-12-23 15:18:12,476 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 11:41:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6500, top5_acc: 0.8994, loss_cls: 2.4088, loss: 2.4088 2023-12-23 15:18:37,538 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 11:40:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6306, top5_acc: 0.9050, loss_cls: 2.4408, loss: 2.4408 2023-12-23 15:19:02,771 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 11:40:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6444, top5_acc: 0.9081, loss_cls: 2.3843, loss: 2.3843 2023-12-23 15:19:28,244 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 11:39:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9113, loss_cls: 2.3470, loss: 2.3470 2023-12-23 15:19:53,797 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 11:38:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6687, top5_acc: 0.9119, loss_cls: 2.3304, loss: 2.3304 2023-12-23 15:20:18,922 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 11:37:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.8938, loss_cls: 2.4813, loss: 2.4813 2023-12-23 15:20:44,307 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 11:37:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6444, top5_acc: 0.8956, loss_cls: 2.4094, loss: 2.4094 2023-12-23 15:21:09,742 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 11:36:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6338, top5_acc: 0.9075, loss_cls: 2.4109, loss: 2.4109 2023-12-23 15:21:35,641 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 11:35:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9106, loss_cls: 2.3518, loss: 2.3518 2023-12-23 15:22:00,825 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 11:34:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.8956, loss_cls: 2.4159, loss: 2.4159 2023-12-23 15:22:25,985 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 11:34:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9019, loss_cls: 2.3588, loss: 2.3588 2023-12-23 15:22:51,840 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 11:33:30, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6362, top5_acc: 0.9125, loss_cls: 2.3769, loss: 2.3769 2023-12-23 15:23:17,187 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 11:32:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6412, top5_acc: 0.9106, loss_cls: 2.3893, loss: 2.3893 2023-12-23 15:23:42,770 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 11:32:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.8994, loss_cls: 2.3918, loss: 2.3918 2023-12-23 15:24:09,261 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 11:31:45, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6431, top5_acc: 0.9069, loss_cls: 2.3975, loss: 2.3975 2023-12-23 15:24:35,484 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 11:31:19, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.6400, top5_acc: 0.9119, loss_cls: 2.3554, loss: 2.3554 2023-12-23 15:25:00,793 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 11:30:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9075, loss_cls: 2.3070, loss: 2.3070 2023-12-23 15:25:25,988 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 11:29:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6369, top5_acc: 0.9094, loss_cls: 2.4017, loss: 2.4017 2023-12-23 15:25:50,934 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 11:28:53, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6200, top5_acc: 0.9019, loss_cls: 2.5102, loss: 2.5102 2023-12-23 15:26:16,025 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 11:28:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6300, top5_acc: 0.9100, loss_cls: 2.4120, loss: 2.4120 2023-12-23 15:26:41,591 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 11:27:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6538, top5_acc: 0.9075, loss_cls: 2.3308, loss: 2.3308 2023-12-23 15:27:07,731 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 11:26:57, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6475, top5_acc: 0.9113, loss_cls: 2.3532, loss: 2.3532 2023-12-23 15:27:33,513 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 11:26:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6506, top5_acc: 0.8988, loss_cls: 2.3621, loss: 2.3621 2023-12-23 15:27:58,988 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 11:25:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6212, top5_acc: 0.9075, loss_cls: 2.4500, loss: 2.4500 2023-12-23 15:28:24,236 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 11:24:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6438, top5_acc: 0.9038, loss_cls: 2.3953, loss: 2.3953 2023-12-23 15:28:26,346 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-23 15:32:51,459 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:32:52,070 - pyskl - INFO - top1_acc 0.5992 top5_acc 0.8820 2023-12-23 15:32:52,075 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_6.pth was removed 2023-12-23 15:32:52,284 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-23 15:32:52,286 - pyskl - INFO - Best top1_acc is 0.5992 at 7 epoch. 2023-12-23 15:32:52,311 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.5992, top5_acc: 0.8820 2023-12-23 15:33:45,621 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 11:33:14, time: 0.533, data_time: 0.276, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9069, loss_cls: 2.3128, loss: 2.3128 2023-12-23 15:34:10,814 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 11:32:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6400, top5_acc: 0.9087, loss_cls: 2.3875, loss: 2.3875 2023-12-23 15:34:36,003 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 11:31:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9150, loss_cls: 2.2841, loss: 2.2841 2023-12-23 15:35:01,233 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 11:30:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9106, loss_cls: 2.3538, loss: 2.3538 2023-12-23 15:35:26,334 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 11:29:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6406, top5_acc: 0.9175, loss_cls: 2.3626, loss: 2.3626 2023-12-23 15:35:51,299 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 11:29:07, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.9006, loss_cls: 2.3874, loss: 2.3874 2023-12-23 15:36:16,515 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 11:28:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9038, loss_cls: 2.3797, loss: 2.3797 2023-12-23 15:36:41,856 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 11:27:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9200, loss_cls: 2.2954, loss: 2.2954 2023-12-23 15:37:07,135 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 11:26:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9137, loss_cls: 2.3076, loss: 2.3076 2023-12-23 15:37:32,439 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 11:26:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9156, loss_cls: 2.3591, loss: 2.3591 2023-12-23 15:37:57,607 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 11:25:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9025, loss_cls: 2.3562, loss: 2.3562 2023-12-23 15:38:22,613 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 11:24:27, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6644, top5_acc: 0.9094, loss_cls: 2.3438, loss: 2.3438 2023-12-23 15:38:47,667 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 11:23:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9131, loss_cls: 2.3388, loss: 2.3388 2023-12-23 15:39:12,812 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 11:22:51, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6575, top5_acc: 0.9181, loss_cls: 2.3103, loss: 2.3103 2023-12-23 15:39:37,938 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 11:22:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6331, top5_acc: 0.9031, loss_cls: 2.4122, loss: 2.4122 2023-12-23 15:40:03,135 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 11:21:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9213, loss_cls: 2.3119, loss: 2.3119 2023-12-23 15:40:28,474 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 11:20:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9100, loss_cls: 2.3483, loss: 2.3483 2023-12-23 15:40:53,660 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 11:19:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9200, loss_cls: 2.2925, loss: 2.2925 2023-12-23 15:41:18,791 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 11:19:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9006, loss_cls: 2.2949, loss: 2.2949 2023-12-23 15:41:43,911 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 11:18:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9131, loss_cls: 2.3589, loss: 2.3589 2023-12-23 15:42:09,205 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 11:17:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.9069, loss_cls: 2.3705, loss: 2.3705 2023-12-23 15:42:34,367 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 11:16:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6394, top5_acc: 0.9144, loss_cls: 2.3701, loss: 2.3701 2023-12-23 15:42:59,685 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 11:16:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9163, loss_cls: 2.2460, loss: 2.2460 2023-12-23 15:43:24,647 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 11:15:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6575, top5_acc: 0.9163, loss_cls: 2.3306, loss: 2.3306 2023-12-23 15:43:49,606 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 11:14:25, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9050, loss_cls: 2.3746, loss: 2.3746 2023-12-23 15:44:15,049 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 11:13:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6550, top5_acc: 0.9175, loss_cls: 2.3100, loss: 2.3100 2023-12-23 15:44:40,570 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 11:13:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9062, loss_cls: 2.3459, loss: 2.3459 2023-12-23 15:45:05,915 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 11:12:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9156, loss_cls: 2.3143, loss: 2.3143 2023-12-23 15:45:31,136 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 11:11:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9256, loss_cls: 2.2604, loss: 2.2604 2023-12-23 15:45:56,780 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 11:11:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9100, loss_cls: 2.3539, loss: 2.3539 2023-12-23 15:46:22,284 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 11:10:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9075, loss_cls: 2.3159, loss: 2.3159 2023-12-23 15:46:48,192 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 11:09:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9087, loss_cls: 2.3566, loss: 2.3566 2023-12-23 15:47:13,946 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 11:09:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9175, loss_cls: 2.2768, loss: 2.2768 2023-12-23 15:47:39,658 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 11:08:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9213, loss_cls: 2.2543, loss: 2.2543 2023-12-23 15:47:41,671 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-23 15:52:06,383 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:52:06,991 - pyskl - INFO - top1_acc 0.6355 top5_acc 0.8970 2023-12-23 15:52:06,996 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_7.pth was removed 2023-12-23 15:52:07,230 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2023-12-23 15:52:07,232 - pyskl - INFO - Best top1_acc is 0.6355 at 8 epoch. 2023-12-23 15:52:07,257 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6355, top5_acc: 0.8970 2023-12-23 15:53:00,361 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 11:15:54, time: 0.531, data_time: 0.276, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9131, loss_cls: 2.3134, loss: 2.3134 2023-12-23 15:53:25,453 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 11:15:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 2.2378, loss: 2.2378 2023-12-23 15:53:50,418 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 11:14:18, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9194, loss_cls: 2.2719, loss: 2.2719 2023-12-23 15:54:15,563 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 11:13:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9206, loss_cls: 2.2886, loss: 2.2886 2023-12-23 15:54:40,548 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 11:12:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9225, loss_cls: 2.2368, loss: 2.2368 2023-12-23 15:55:05,492 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 11:11:56, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9100, loss_cls: 2.3494, loss: 2.3494 2023-12-23 15:55:30,407 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 11:11:07, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9175, loss_cls: 2.2134, loss: 2.2134 2023-12-23 15:55:55,320 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 11:10:18, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9106, loss_cls: 2.3410, loss: 2.3410 2023-12-23 15:56:20,251 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 11:09:29, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6687, top5_acc: 0.9175, loss_cls: 2.2795, loss: 2.2795 2023-12-23 15:56:45,182 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 11:08:41, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 2.3236, loss: 2.3236 2023-12-23 15:57:10,135 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 11:07:53, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9119, loss_cls: 2.3145, loss: 2.3145 2023-12-23 15:57:35,058 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 11:07:05, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9137, loss_cls: 2.2811, loss: 2.2811 2023-12-23 15:57:59,987 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 11:06:17, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9137, loss_cls: 2.2471, loss: 2.2471 2023-12-23 15:58:24,897 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 11:05:29, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9256, loss_cls: 2.2777, loss: 2.2777 2023-12-23 15:58:49,847 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 11:04:41, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9144, loss_cls: 2.3213, loss: 2.3213 2023-12-23 15:59:14,801 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 11:03:54, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9200, loss_cls: 2.2291, loss: 2.2291 2023-12-23 15:59:39,763 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 11:03:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9194, loss_cls: 2.3013, loss: 2.3013 2023-12-23 16:00:04,687 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 11:02:20, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9213, loss_cls: 2.2940, loss: 2.2940 2023-12-23 16:00:29,632 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 11:01:34, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9062, loss_cls: 2.3143, loss: 2.3143 2023-12-23 16:00:54,544 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 11:00:47, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9062, loss_cls: 2.3020, loss: 2.3020 2023-12-23 16:01:19,495 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 11:00:00, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9106, loss_cls: 2.3066, loss: 2.3066 2023-12-23 16:01:44,442 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 10:59:14, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9062, loss_cls: 2.3014, loss: 2.3014 2023-12-23 16:02:09,371 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 10:58:28, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9150, loss_cls: 2.2957, loss: 2.2957 2023-12-23 16:02:34,303 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 10:57:42, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9075, loss_cls: 2.3166, loss: 2.3166 2023-12-23 16:02:59,249 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 10:56:56, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9237, loss_cls: 2.3318, loss: 2.3318 2023-12-23 16:03:24,781 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 10:56:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9237, loss_cls: 2.2606, loss: 2.2606 2023-12-23 16:03:50,669 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 10:55:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6406, top5_acc: 0.9169, loss_cls: 2.3433, loss: 2.3433 2023-12-23 16:04:16,064 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 10:55:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6631, top5_acc: 0.9187, loss_cls: 2.2887, loss: 2.2887 2023-12-23 16:04:41,417 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 10:54:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9156, loss_cls: 2.2504, loss: 2.2504 2023-12-23 16:05:06,983 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 10:53:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6400, top5_acc: 0.9062, loss_cls: 2.3826, loss: 2.3826 2023-12-23 16:05:32,500 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 10:53:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9206, loss_cls: 2.2480, loss: 2.2480 2023-12-23 16:05:57,933 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 10:52:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9144, loss_cls: 2.3273, loss: 2.3273 2023-12-23 16:06:23,540 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 10:52:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9213, loss_cls: 2.2677, loss: 2.2677 2023-12-23 16:06:48,971 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 10:51:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9094, loss_cls: 2.3241, loss: 2.3241 2023-12-23 16:06:50,850 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-23 16:11:17,138 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:11:17,755 - pyskl - INFO - top1_acc 0.5843 top5_acc 0.8701 2023-12-23 16:11:17,785 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.5843, top5_acc: 0.8701 2023-12-23 16:12:09,790 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 10:57:27, time: 0.520, data_time: 0.267, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9263, loss_cls: 2.1566, loss: 2.1566 2023-12-23 16:12:35,268 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 10:56:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9263, loss_cls: 2.2077, loss: 2.2077 2023-12-23 16:13:00,766 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 10:56:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9150, loss_cls: 2.2871, loss: 2.2871 2023-12-23 16:13:26,165 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 10:55:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9225, loss_cls: 2.2175, loss: 2.2175 2023-12-23 16:13:51,625 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 10:54:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9263, loss_cls: 2.2288, loss: 2.2288 2023-12-23 16:14:16,974 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 10:54:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6550, top5_acc: 0.9163, loss_cls: 2.3000, loss: 2.3000 2023-12-23 16:14:42,122 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 10:53:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9225, loss_cls: 2.2572, loss: 2.2572 2023-12-23 16:15:07,501 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 10:52:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9163, loss_cls: 2.2539, loss: 2.2539 2023-12-23 16:15:32,453 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 10:52:10, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9287, loss_cls: 2.2613, loss: 2.2613 2023-12-23 16:15:57,420 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 10:51:25, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9169, loss_cls: 2.2279, loss: 2.2279 2023-12-23 16:16:22,366 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 10:50:40, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9038, loss_cls: 2.3415, loss: 2.3415 2023-12-23 16:16:47,309 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 10:49:55, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9156, loss_cls: 2.2982, loss: 2.2982 2023-12-23 16:17:12,312 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 10:49:11, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9225, loss_cls: 2.2907, loss: 2.2907 2023-12-23 16:17:37,262 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 10:48:26, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9237, loss_cls: 2.2505, loss: 2.2505 2023-12-23 16:18:02,199 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 10:47:42, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6619, top5_acc: 0.9113, loss_cls: 2.2986, loss: 2.2986 2023-12-23 16:18:27,129 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 10:46:57, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9225, loss_cls: 2.2538, loss: 2.2538 2023-12-23 16:18:52,069 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 10:46:13, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9125, loss_cls: 2.2736, loss: 2.2736 2023-12-23 16:19:17,035 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 10:45:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9225, loss_cls: 2.2293, loss: 2.2293 2023-12-23 16:19:42,181 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 10:44:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9181, loss_cls: 2.2319, loss: 2.2319 2023-12-23 16:20:07,418 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 10:44:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9119, loss_cls: 2.2262, loss: 2.2262 2023-12-23 16:20:32,682 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 10:43:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9244, loss_cls: 2.1656, loss: 2.1656 2023-12-23 16:20:58,211 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 10:42:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9175, loss_cls: 2.2831, loss: 2.2831 2023-12-23 16:21:23,378 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 10:42:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6600, top5_acc: 0.9200, loss_cls: 2.3151, loss: 2.3151 2023-12-23 16:21:48,547 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 10:41:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9250, loss_cls: 2.2515, loss: 2.2515 2023-12-23 16:22:13,940 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 10:40:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9206, loss_cls: 2.2731, loss: 2.2731 2023-12-23 16:22:39,559 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 10:40:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9231, loss_cls: 2.1710, loss: 2.1710 2023-12-23 16:23:04,769 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 10:39:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9044, loss_cls: 2.3324, loss: 2.3324 2023-12-23 16:23:29,933 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 10:39:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.9219, loss_cls: 2.3067, loss: 2.3067 2023-12-23 16:23:55,309 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 10:38:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6512, top5_acc: 0.9094, loss_cls: 2.3538, loss: 2.3538 2023-12-23 16:24:20,899 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 10:37:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9137, loss_cls: 2.2928, loss: 2.2928 2023-12-23 16:24:46,164 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 10:37:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9319, loss_cls: 2.2544, loss: 2.2544 2023-12-23 16:25:11,725 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 10:36:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9100, loss_cls: 2.3130, loss: 2.3130 2023-12-23 16:25:37,438 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 10:36:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9275, loss_cls: 2.2576, loss: 2.2576 2023-12-23 16:26:02,701 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 10:35:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9175, loss_cls: 2.3357, loss: 2.3357 2023-12-23 16:26:04,601 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-23 16:30:29,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:30:30,456 - pyskl - INFO - top1_acc 0.4208 top5_acc 0.7510 2023-12-23 16:30:30,482 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.4208, top5_acc: 0.7510 2023-12-23 16:31:23,594 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 10:41:00, time: 0.531, data_time: 0.270, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9187, loss_cls: 2.2381, loss: 2.2381 2023-12-23 16:31:49,304 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 10:40:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9275, loss_cls: 2.0799, loss: 2.0799 2023-12-23 16:32:14,733 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 10:39:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9237, loss_cls: 2.2086, loss: 2.2086 2023-12-23 16:32:39,961 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 10:39:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9175, loss_cls: 2.2548, loss: 2.2548 2023-12-23 16:33:05,055 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 10:38:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 2.1185, loss: 2.1185 2023-12-23 16:33:30,229 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 10:37:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 2.1860, loss: 2.1860 2023-12-23 16:33:55,358 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 10:37:09, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.9075, loss_cls: 2.3281, loss: 2.3281 2023-12-23 16:34:20,572 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 10:36:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9250, loss_cls: 2.1920, loss: 2.1920 2023-12-23 16:34:45,670 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 10:35:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9256, loss_cls: 2.1750, loss: 2.1750 2023-12-23 16:35:10,880 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 10:35:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9213, loss_cls: 2.2287, loss: 2.2287 2023-12-23 16:35:36,057 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 10:34:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 2.2178, loss: 2.2178 2023-12-23 16:36:01,048 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 10:33:47, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 2.1860, loss: 2.1860 2023-12-23 16:36:26,167 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 10:33:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9256, loss_cls: 2.1704, loss: 2.1704 2023-12-23 16:36:51,228 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 10:32:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 2.1263, loss: 2.1263 2023-12-23 16:37:16,159 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 10:31:43, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9237, loss_cls: 2.2782, loss: 2.2782 2023-12-23 16:37:41,103 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 10:31:01, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9206, loss_cls: 2.2383, loss: 2.2383 2023-12-23 16:38:06,052 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 10:30:19, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9219, loss_cls: 2.2452, loss: 2.2452 2023-12-23 16:38:30,996 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 10:29:37, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9219, loss_cls: 2.2195, loss: 2.2195 2023-12-23 16:38:55,910 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 10:28:54, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9131, loss_cls: 2.3387, loss: 2.3387 2023-12-23 16:39:20,843 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 10:28:12, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9181, loss_cls: 2.3069, loss: 2.3069 2023-12-23 16:39:45,766 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 10:27:30, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9200, loss_cls: 2.2164, loss: 2.2164 2023-12-23 16:40:10,695 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 10:26:48, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9131, loss_cls: 2.2685, loss: 2.2685 2023-12-23 16:40:35,628 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 10:26:06, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9200, loss_cls: 2.2636, loss: 2.2636 2023-12-23 16:41:00,573 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 10:25:25, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9194, loss_cls: 2.2572, loss: 2.2572 2023-12-23 16:41:25,494 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 10:24:43, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6444, top5_acc: 0.9094, loss_cls: 2.3407, loss: 2.3407 2023-12-23 16:41:50,556 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 10:24:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9175, loss_cls: 2.2730, loss: 2.2730 2023-12-23 16:42:16,314 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 10:23:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9287, loss_cls: 2.1790, loss: 2.1790 2023-12-23 16:42:41,580 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 10:22:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 2.2111, loss: 2.2111 2023-12-23 16:43:06,954 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 10:22:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6356, top5_acc: 0.9144, loss_cls: 2.3834, loss: 2.3834 2023-12-23 16:43:32,699 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 10:21:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9287, loss_cls: 2.2122, loss: 2.2122 2023-12-23 16:43:58,340 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 10:21:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9213, loss_cls: 2.2545, loss: 2.2545 2023-12-23 16:44:23,728 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 10:20:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9137, loss_cls: 2.2463, loss: 2.2463 2023-12-23 16:44:49,072 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 10:20:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9163, loss_cls: 2.3425, loss: 2.3425 2023-12-23 16:45:14,728 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 10:19:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9319, loss_cls: 2.1903, loss: 2.1903 2023-12-23 16:45:16,770 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-23 16:49:41,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:49:42,492 - pyskl - INFO - top1_acc 0.6342 top5_acc 0.8933 2023-12-23 16:49:42,517 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6342, top5_acc: 0.8933 2023-12-23 16:50:34,444 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 10:24:14, time: 0.519, data_time: 0.265, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9263, loss_cls: 2.1978, loss: 2.1978 2023-12-23 16:50:59,653 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 10:23:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9056, loss_cls: 2.3024, loss: 2.3024 2023-12-23 16:51:25,080 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 10:23:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9287, loss_cls: 2.1082, loss: 2.1082 2023-12-23 16:51:51,050 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 10:22:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9225, loss_cls: 2.2067, loss: 2.2067 2023-12-23 16:52:17,096 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 10:22:04, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9294, loss_cls: 2.1945, loss: 2.1945 2023-12-23 16:52:42,857 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 10:21:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9225, loss_cls: 2.1918, loss: 2.1918 2023-12-23 16:53:08,330 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 10:20:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9300, loss_cls: 2.1394, loss: 2.1394 2023-12-23 16:53:33,488 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 10:20:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6575, top5_acc: 0.9250, loss_cls: 2.2764, loss: 2.2764 2023-12-23 16:53:58,820 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 10:19:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9163, loss_cls: 2.2714, loss: 2.2714 2023-12-23 16:54:24,127 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 10:19:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9119, loss_cls: 2.2597, loss: 2.2597 2023-12-23 16:54:49,148 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 10:18:26, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9256, loss_cls: 2.1792, loss: 2.1792 2023-12-23 16:55:14,104 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 10:17:46, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9331, loss_cls: 2.1547, loss: 2.1547 2023-12-23 16:55:39,063 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 10:17:05, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9275, loss_cls: 2.2315, loss: 2.2315 2023-12-23 16:56:03,992 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 10:16:24, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9081, loss_cls: 2.3015, loss: 2.3015 2023-12-23 16:56:28,944 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 10:15:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9394, loss_cls: 2.0723, loss: 2.0723 2023-12-23 16:56:53,951 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 10:15:03, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9306, loss_cls: 2.1794, loss: 2.1794 2023-12-23 16:57:19,069 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 10:14:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9175, loss_cls: 2.2338, loss: 2.2338 2023-12-23 16:57:44,582 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 10:13:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9256, loss_cls: 2.2280, loss: 2.2280 2023-12-23 16:58:11,083 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 10:13:30, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9119, loss_cls: 2.2861, loss: 2.2861 2023-12-23 16:58:36,460 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 10:12:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9250, loss_cls: 2.2389, loss: 2.2389 2023-12-23 16:59:01,725 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 10:12:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 2.1179, loss: 2.1179 2023-12-23 16:59:26,916 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 10:11:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 2.1942, loss: 2.1942 2023-12-23 16:59:51,961 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 10:11:01, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9187, loss_cls: 2.1961, loss: 2.1961 2023-12-23 17:00:17,450 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 10:10:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9225, loss_cls: 2.1975, loss: 2.1975 2023-12-23 17:00:43,269 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 10:09:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9231, loss_cls: 2.1844, loss: 2.1844 2023-12-23 17:01:09,136 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 10:09:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9175, loss_cls: 2.2308, loss: 2.2308 2023-12-23 17:01:34,450 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 10:08:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9181, loss_cls: 2.2507, loss: 2.2507 2023-12-23 17:01:59,731 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 10:08:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9144, loss_cls: 2.2558, loss: 2.2558 2023-12-23 17:02:25,016 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 10:07:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9131, loss_cls: 2.2213, loss: 2.2213 2023-12-23 17:02:50,680 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 10:07:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9194, loss_cls: 2.2417, loss: 2.2417 2023-12-23 17:03:16,123 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 10:06:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9213, loss_cls: 2.2560, loss: 2.2560 2023-12-23 17:03:41,122 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 10:05:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9256, loss_cls: 2.2367, loss: 2.2367 2023-12-23 17:04:06,222 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 10:05:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9156, loss_cls: 2.2452, loss: 2.2452 2023-12-23 17:04:31,800 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 10:04:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9325, loss_cls: 2.1983, loss: 2.1983 2023-12-23 17:04:33,767 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-23 17:08:59,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:09:00,113 - pyskl - INFO - top1_acc 0.6183 top5_acc 0.8825 2023-12-23 17:09:00,141 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6183, top5_acc: 0.8825 2023-12-23 17:09:53,775 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 10:09:20, time: 0.536, data_time: 0.281, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9256, loss_cls: 2.2071, loss: 2.2071 2023-12-23 17:10:19,466 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 10:08:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9275, loss_cls: 2.2009, loss: 2.2009 2023-12-23 17:10:44,959 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 10:08:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9313, loss_cls: 2.1589, loss: 2.1589 2023-12-23 17:11:10,526 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 10:07:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9275, loss_cls: 2.2464, loss: 2.2464 2023-12-23 17:11:35,759 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 10:07:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9225, loss_cls: 2.1886, loss: 2.1886 2023-12-23 17:12:01,026 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 10:06:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9256, loss_cls: 2.1976, loss: 2.1976 2023-12-23 17:12:26,127 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 10:05:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9250, loss_cls: 2.1828, loss: 2.1828 2023-12-23 17:12:51,422 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 10:05:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9244, loss_cls: 2.2124, loss: 2.2124 2023-12-23 17:13:16,612 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 10:04:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9287, loss_cls: 2.1535, loss: 2.1535 2023-12-23 17:13:41,843 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 10:04:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9200, loss_cls: 2.3013, loss: 2.3013 2023-12-23 17:14:07,106 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 10:03:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9075, loss_cls: 2.2563, loss: 2.2563 2023-12-23 17:14:32,945 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 10:02:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9313, loss_cls: 2.1221, loss: 2.1221 2023-12-23 17:14:58,349 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 10:02:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9187, loss_cls: 2.2392, loss: 2.2392 2023-12-23 17:15:23,902 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 10:01:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9194, loss_cls: 2.1938, loss: 2.1938 2023-12-23 17:15:49,111 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 10:01:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9281, loss_cls: 2.1634, loss: 2.1634 2023-12-23 17:16:14,278 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 10:00:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9250, loss_cls: 2.1773, loss: 2.1773 2023-12-23 17:16:39,589 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 9:59:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9263, loss_cls: 2.1983, loss: 2.1983 2023-12-23 17:17:04,791 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 9:59:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9313, loss_cls: 2.1500, loss: 2.1500 2023-12-23 17:17:29,783 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 9:58:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9319, loss_cls: 2.2129, loss: 2.2129 2023-12-23 17:17:54,774 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 9:58:05, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 2.1932, loss: 2.1932 2023-12-23 17:18:20,079 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 9:57:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9244, loss_cls: 2.2307, loss: 2.2307 2023-12-23 17:18:45,192 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 9:56:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9175, loss_cls: 2.1779, loss: 2.1779 2023-12-23 17:19:10,169 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 9:56:14, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9256, loss_cls: 2.1886, loss: 2.1886 2023-12-23 17:19:35,240 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 9:55:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9300, loss_cls: 2.1368, loss: 2.1368 2023-12-23 17:20:00,847 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 9:55:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9287, loss_cls: 2.2365, loss: 2.2365 2023-12-23 17:20:26,199 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 9:54:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9269, loss_cls: 2.1690, loss: 2.1690 2023-12-23 17:20:51,605 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 9:53:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9213, loss_cls: 2.1934, loss: 2.1934 2023-12-23 17:21:17,568 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 9:53:28, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9163, loss_cls: 2.2037, loss: 2.2037 2023-12-23 17:21:42,909 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 9:52:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9250, loss_cls: 2.1030, loss: 2.1030 2023-12-23 17:22:08,307 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 9:52:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9263, loss_cls: 2.1868, loss: 2.1868 2023-12-23 17:22:33,702 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 9:51:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9263, loss_cls: 2.2544, loss: 2.2544 2023-12-23 17:22:58,847 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 9:51:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6512, top5_acc: 0.9137, loss_cls: 2.3071, loss: 2.3071 2023-12-23 17:23:24,040 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 9:50:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 2.0982, loss: 2.0982 2023-12-23 17:23:49,346 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 9:49:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9263, loss_cls: 2.0703, loss: 2.0703 2023-12-23 17:23:51,349 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-23 17:28:16,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:28:17,244 - pyskl - INFO - top1_acc 0.6583 top5_acc 0.9052 2023-12-23 17:28:17,249 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_8.pth was removed 2023-12-23 17:28:17,456 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-23 17:28:17,457 - pyskl - INFO - Best top1_acc is 0.6583 at 13 epoch. 2023-12-23 17:28:17,483 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6583, top5_acc: 0.9052 2023-12-23 17:29:09,811 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 9:53:54, time: 0.523, data_time: 0.270, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 2.0873, loss: 2.0873 2023-12-23 17:29:35,341 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 9:53:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9256, loss_cls: 2.1883, loss: 2.1883 2023-12-23 17:30:01,215 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 9:52:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9381, loss_cls: 2.1052, loss: 2.1052 2023-12-23 17:30:27,033 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 9:52:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9400, loss_cls: 2.1347, loss: 2.1347 2023-12-23 17:30:52,739 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 9:51:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9350, loss_cls: 2.1481, loss: 2.1481 2023-12-23 17:31:18,479 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 9:51:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9263, loss_cls: 2.2429, loss: 2.2429 2023-12-23 17:31:44,308 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 9:50:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9263, loss_cls: 2.2117, loss: 2.2117 2023-12-23 17:32:10,596 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 9:50:26, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9194, loss_cls: 2.2301, loss: 2.2301 2023-12-23 17:32:37,107 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 9:50:03, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9319, loss_cls: 2.1527, loss: 2.1527 2023-12-23 17:33:03,585 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 9:49:40, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9163, loss_cls: 2.2373, loss: 2.2373 2023-12-23 17:33:30,040 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 9:49:17, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 2.2030, loss: 2.2030 2023-12-23 17:33:56,494 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 9:48:54, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9231, loss_cls: 2.1641, loss: 2.1641 2023-12-23 17:34:22,965 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 9:48:31, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9269, loss_cls: 2.1763, loss: 2.1763 2023-12-23 17:34:49,430 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 9:48:08, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9244, loss_cls: 2.1798, loss: 2.1798 2023-12-23 17:35:15,906 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 9:47:45, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9256, loss_cls: 2.1459, loss: 2.1459 2023-12-23 17:35:41,641 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 9:47:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9250, loss_cls: 2.1675, loss: 2.1675 2023-12-23 17:36:06,789 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 9:46:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9187, loss_cls: 2.2241, loss: 2.2241 2023-12-23 17:36:31,975 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 9:46:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 2.1179, loss: 2.1179 2023-12-23 17:36:57,241 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 9:45:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9150, loss_cls: 2.2469, loss: 2.2469 2023-12-23 17:37:22,582 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 9:44:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9169, loss_cls: 2.2835, loss: 2.2835 2023-12-23 17:37:47,865 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 9:44:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9381, loss_cls: 2.0937, loss: 2.0937 2023-12-23 17:38:13,201 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 9:43:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9287, loss_cls: 2.2068, loss: 2.2068 2023-12-23 17:38:38,502 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 9:43:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9156, loss_cls: 2.2748, loss: 2.2748 2023-12-23 17:39:03,676 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 9:42:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9281, loss_cls: 2.2014, loss: 2.2014 2023-12-23 17:39:29,650 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 9:42:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9194, loss_cls: 2.1408, loss: 2.1408 2023-12-23 17:39:55,772 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 9:41:38, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9381, loss_cls: 2.1203, loss: 2.1203 2023-12-23 17:40:21,707 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 9:41:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9244, loss_cls: 2.1717, loss: 2.1717 2023-12-23 17:40:46,977 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 9:40:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9331, loss_cls: 2.1556, loss: 2.1556 2023-12-23 17:41:12,425 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 9:40:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9244, loss_cls: 2.2223, loss: 2.2223 2023-12-23 17:41:38,253 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 9:39:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9113, loss_cls: 2.2339, loss: 2.2339 2023-12-23 17:42:03,565 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 9:38:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9269, loss_cls: 2.2230, loss: 2.2230 2023-12-23 17:42:29,060 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 9:38:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9225, loss_cls: 2.2005, loss: 2.2005 2023-12-23 17:42:54,155 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 9:37:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9400, loss_cls: 2.1197, loss: 2.1197 2023-12-23 17:43:19,706 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 9:37:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9287, loss_cls: 2.1229, loss: 2.1229 2023-12-23 17:43:21,632 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-23 17:47:46,419 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:47:47,023 - pyskl - INFO - top1_acc 0.6678 top5_acc 0.9137 2023-12-23 17:47:47,028 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_13.pth was removed 2023-12-23 17:47:47,238 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2023-12-23 17:47:47,240 - pyskl - INFO - Best top1_acc is 0.6678 at 14 epoch. 2023-12-23 17:47:47,266 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6678, top5_acc: 0.9137 2023-12-23 17:48:39,780 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 9:40:53, time: 0.525, data_time: 0.269, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9394, loss_cls: 2.1064, loss: 2.1064 2023-12-23 17:49:05,257 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 9:40:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9313, loss_cls: 2.1596, loss: 2.1596 2023-12-23 17:49:30,456 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 9:39:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9406, loss_cls: 2.0546, loss: 2.0546 2023-12-23 17:49:55,774 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 9:39:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9387, loss_cls: 2.0379, loss: 2.0379 2023-12-23 17:50:20,951 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 9:38:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9306, loss_cls: 2.1266, loss: 2.1266 2023-12-23 17:50:46,035 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 9:37:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9294, loss_cls: 2.2059, loss: 2.2059 2023-12-23 17:51:11,009 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 9:37:20, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9263, loss_cls: 2.1269, loss: 2.1269 2023-12-23 17:51:36,048 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 9:36:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9306, loss_cls: 2.2078, loss: 2.2078 2023-12-23 17:52:01,173 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 9:36:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9456, loss_cls: 2.0906, loss: 2.0906 2023-12-23 17:52:26,428 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 9:35:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9319, loss_cls: 2.1642, loss: 2.1642 2023-12-23 17:52:51,764 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 9:34:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9300, loss_cls: 2.1943, loss: 2.1943 2023-12-23 17:53:17,031 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 9:34:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9219, loss_cls: 2.2096, loss: 2.2096 2023-12-23 17:53:42,262 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 9:33:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9325, loss_cls: 2.1651, loss: 2.1651 2023-12-23 17:54:07,209 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 9:33:10, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9219, loss_cls: 2.1178, loss: 2.1178 2023-12-23 17:54:32,250 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 9:32:33, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9363, loss_cls: 2.0971, loss: 2.0971 2023-12-23 17:54:57,416 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 9:31:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 2.1138, loss: 2.1138 2023-12-23 17:55:22,644 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 9:31:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9169, loss_cls: 2.1852, loss: 2.1852 2023-12-23 17:55:47,821 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 9:30:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9187, loss_cls: 2.2161, loss: 2.2161 2023-12-23 17:56:12,903 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 9:30:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9187, loss_cls: 2.1635, loss: 2.1635 2023-12-23 17:56:38,040 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 9:29:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9275, loss_cls: 2.1931, loss: 2.1931 2023-12-23 17:57:03,186 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 9:29:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9206, loss_cls: 2.1129, loss: 2.1129 2023-12-23 17:57:28,272 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 9:28:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9313, loss_cls: 2.1122, loss: 2.1122 2023-12-23 17:57:53,319 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 9:27:48, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 2.1740, loss: 2.1740 2023-12-23 17:58:18,276 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 9:27:11, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9106, loss_cls: 2.2087, loss: 2.2087 2023-12-23 17:58:43,574 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 9:26:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9331, loss_cls: 2.1612, loss: 2.1612 2023-12-23 17:59:09,166 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 9:26:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9156, loss_cls: 2.2085, loss: 2.2085 2023-12-23 17:59:34,302 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 9:25:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 2.1021, loss: 2.1021 2023-12-23 17:59:59,362 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 9:24:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9281, loss_cls: 2.1564, loss: 2.1564 2023-12-23 18:00:24,574 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 9:24:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6875, top5_acc: 0.9300, loss_cls: 2.1832, loss: 2.1832 2023-12-23 18:00:50,399 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 9:23:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9250, loss_cls: 2.2267, loss: 2.2267 2023-12-23 18:01:15,716 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 9:23:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9256, loss_cls: 2.1424, loss: 2.1424 2023-12-23 18:01:41,049 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 9:22:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9200, loss_cls: 2.1782, loss: 2.1782 2023-12-23 18:02:07,346 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 9:22:20, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9237, loss_cls: 2.1936, loss: 2.1936 2023-12-23 18:02:33,501 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 9:21:54, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9344, loss_cls: 2.0945, loss: 2.0945 2023-12-23 18:02:35,490 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-23 18:07:01,712 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:07:02,362 - pyskl - INFO - top1_acc 0.6574 top5_acc 0.9068 2023-12-23 18:07:02,389 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6574, top5_acc: 0.9068 2023-12-23 18:07:54,863 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 9:25:11, time: 0.525, data_time: 0.273, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 2.1441, loss: 2.1441 2023-12-23 18:08:20,543 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 9:24:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9406, loss_cls: 2.0211, loss: 2.0211 2023-12-23 18:08:45,984 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 9:24:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9263, loss_cls: 2.1659, loss: 2.1659 2023-12-23 18:09:11,539 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 9:23:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9250, loss_cls: 2.1134, loss: 2.1134 2023-12-23 18:09:36,716 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 9:23:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9356, loss_cls: 2.1184, loss: 2.1184 2023-12-23 18:10:01,850 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 9:22:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9369, loss_cls: 2.0957, loss: 2.0957 2023-12-23 18:10:27,050 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 9:21:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9213, loss_cls: 2.1957, loss: 2.1957 2023-12-23 18:10:52,335 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 9:21:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 2.1054, loss: 2.1054 2023-12-23 18:11:17,553 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 9:20:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 2.0032, loss: 2.0032 2023-12-23 18:11:42,684 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 9:20:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9225, loss_cls: 2.1659, loss: 2.1659 2023-12-23 18:12:07,936 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 9:19:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6706, top5_acc: 0.9087, loss_cls: 2.2831, loss: 2.2831 2023-12-23 18:12:33,258 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 9:18:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 2.0886, loss: 2.0886 2023-12-23 18:12:58,367 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 9:18:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9187, loss_cls: 2.2331, loss: 2.2331 2023-12-23 18:13:23,428 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 9:17:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9213, loss_cls: 2.1929, loss: 2.1929 2023-12-23 18:13:48,752 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 9:17:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9219, loss_cls: 2.1139, loss: 2.1139 2023-12-23 18:14:13,980 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 9:16:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9300, loss_cls: 2.1490, loss: 2.1490 2023-12-23 18:14:39,174 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 9:16:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9187, loss_cls: 2.2238, loss: 2.2238 2023-12-23 18:15:04,355 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 9:15:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 2.0219, loss: 2.0219 2023-12-23 18:15:29,718 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 9:14:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9269, loss_cls: 2.2247, loss: 2.2247 2023-12-23 18:15:54,945 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 9:14:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9306, loss_cls: 2.1220, loss: 2.1220 2023-12-23 18:16:20,371 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 9:13:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9275, loss_cls: 2.0747, loss: 2.0747 2023-12-23 18:16:45,655 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 9:13:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9206, loss_cls: 2.1262, loss: 2.1262 2023-12-23 18:17:10,843 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 9:12:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 2.0581, loss: 2.0581 2023-12-23 18:17:36,976 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 9:12:18, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9263, loss_cls: 2.1793, loss: 2.1793 2023-12-23 18:18:02,860 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 9:11:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9213, loss_cls: 2.1960, loss: 2.1960 2023-12-23 18:18:28,277 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 9:11:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 2.1749, loss: 2.1749 2023-12-23 18:18:54,360 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 9:10:51, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9325, loss_cls: 2.1254, loss: 2.1254 2023-12-23 18:19:19,645 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 9:10:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9344, loss_cls: 2.1499, loss: 2.1499 2023-12-23 18:19:44,819 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 9:09:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9081, loss_cls: 2.2532, loss: 2.2532 2023-12-23 18:20:10,339 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 9:09:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9194, loss_cls: 2.0863, loss: 2.0863 2023-12-23 18:20:35,674 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 9:08:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 2.1258, loss: 2.1258 2023-12-23 18:21:01,117 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 9:08:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 2.1650, loss: 2.1650 2023-12-23 18:21:26,556 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 9:07:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9287, loss_cls: 2.1035, loss: 2.1035 2023-12-23 18:21:51,979 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 9:07:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9263, loss_cls: 2.1725, loss: 2.1725 2023-12-23 18:21:53,894 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-23 18:26:19,343 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:26:19,981 - pyskl - INFO - top1_acc 0.6431 top5_acc 0.8958 2023-12-23 18:26:20,017 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6431, top5_acc: 0.8958 2023-12-23 18:27:15,693 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 9:10:31, time: 0.557, data_time: 0.302, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9206, loss_cls: 2.2051, loss: 2.2051 2023-12-23 18:27:41,385 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 9:10:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 2.1022, loss: 2.1022 2023-12-23 18:28:07,330 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 9:09:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9287, loss_cls: 2.1017, loss: 2.1017 2023-12-23 18:28:33,204 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 9:09:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9250, loss_cls: 2.1141, loss: 2.1141 2023-12-23 18:28:58,643 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 9:08:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9263, loss_cls: 2.0623, loss: 2.0623 2023-12-23 18:29:24,696 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 9:08:05, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9181, loss_cls: 2.2157, loss: 2.2157 2023-12-23 18:29:49,692 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 9:07:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9375, loss_cls: 2.1040, loss: 2.1040 2023-12-23 18:30:14,866 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 9:06:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 2.0580, loss: 2.0580 2023-12-23 18:30:40,680 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 9:06:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9269, loss_cls: 2.1974, loss: 2.1974 2023-12-23 18:31:06,046 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 9:05:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 2.0891, loss: 2.0891 2023-12-23 18:31:31,241 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 9:05:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 2.0637, loss: 2.0637 2023-12-23 18:31:56,314 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 9:04:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9356, loss_cls: 2.0889, loss: 2.0889 2023-12-23 18:32:21,433 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 9:04:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9206, loss_cls: 2.1537, loss: 2.1537 2023-12-23 18:32:46,487 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 9:03:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9287, loss_cls: 2.1784, loss: 2.1784 2023-12-23 18:33:11,450 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 9:02:57, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9275, loss_cls: 2.2087, loss: 2.2087 2023-12-23 18:33:36,411 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 9:02:21, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9319, loss_cls: 2.1510, loss: 2.1510 2023-12-23 18:34:01,569 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 9:01:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9387, loss_cls: 2.0901, loss: 2.0901 2023-12-23 18:34:27,051 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 9:01:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9237, loss_cls: 2.1751, loss: 2.1751 2023-12-23 18:34:53,410 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 9:00:51, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9319, loss_cls: 2.1258, loss: 2.1258 2023-12-23 18:35:18,837 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 9:00:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9225, loss_cls: 2.1136, loss: 2.1136 2023-12-23 18:35:44,059 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 8:59:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 2.0614, loss: 2.0614 2023-12-23 18:36:09,129 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 8:59:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 2.0608, loss: 2.0608 2023-12-23 18:36:34,278 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 8:58:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9300, loss_cls: 2.1290, loss: 2.1290 2023-12-23 18:36:59,541 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 8:58:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9300, loss_cls: 2.1763, loss: 2.1763 2023-12-23 18:37:25,349 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 8:57:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9269, loss_cls: 2.0886, loss: 2.0886 2023-12-23 18:37:50,560 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 8:57:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9194, loss_cls: 2.1087, loss: 2.1087 2023-12-23 18:38:15,845 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 8:56:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9300, loss_cls: 2.0907, loss: 2.0907 2023-12-23 18:38:41,057 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 8:55:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9256, loss_cls: 2.1620, loss: 2.1620 2023-12-23 18:39:06,593 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 8:55:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9419, loss_cls: 2.0514, loss: 2.0514 2023-12-23 18:39:32,384 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 8:54:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 2.1314, loss: 2.1314 2023-12-23 18:39:57,762 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 8:54:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9294, loss_cls: 2.0849, loss: 2.0849 2023-12-23 18:40:23,158 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 8:53:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 2.2043, loss: 2.2043 2023-12-23 18:40:48,464 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 8:53:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 2.1388, loss: 2.1388 2023-12-23 18:41:13,578 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 8:52:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9100, loss_cls: 2.1654, loss: 2.1654 2023-12-23 18:41:15,578 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-23 18:45:42,898 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:45:43,531 - pyskl - INFO - top1_acc 0.6415 top5_acc 0.9034 2023-12-23 18:45:43,557 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6415, top5_acc: 0.9034 2023-12-23 18:46:39,026 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 8:55:54, time: 0.555, data_time: 0.294, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 2.1261, loss: 2.1261 2023-12-23 18:47:04,848 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 8:55:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 2.0259, loss: 2.0259 2023-12-23 18:47:30,120 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 8:54:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 2.1534, loss: 2.1534 2023-12-23 18:47:55,784 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 8:54:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9294, loss_cls: 2.0567, loss: 2.0567 2023-12-23 18:48:22,008 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 8:53:56, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9269, loss_cls: 2.0647, loss: 2.0647 2023-12-23 18:48:47,183 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 8:53:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9369, loss_cls: 2.0162, loss: 2.0162 2023-12-23 18:49:13,638 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 8:52:58, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9275, loss_cls: 2.1538, loss: 2.1538 2023-12-23 18:49:40,093 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 8:52:34, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9381, loss_cls: 2.0855, loss: 2.0855 2023-12-23 18:50:06,551 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 8:52:10, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9375, loss_cls: 2.0992, loss: 2.0992 2023-12-23 18:50:33,013 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 8:51:46, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 2.0984, loss: 2.0984 2023-12-23 18:50:59,290 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 8:51:20, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9313, loss_cls: 2.2050, loss: 2.2050 2023-12-23 18:51:24,523 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 8:50:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9325, loss_cls: 2.1470, loss: 2.1470 2023-12-23 18:51:49,673 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 8:50:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9237, loss_cls: 2.1467, loss: 2.1467 2023-12-23 18:52:14,908 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 8:49:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9256, loss_cls: 2.1358, loss: 2.1358 2023-12-23 18:52:40,172 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 8:49:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9225, loss_cls: 2.1408, loss: 2.1408 2023-12-23 18:53:05,534 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 8:48:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9225, loss_cls: 2.1890, loss: 2.1890 2023-12-23 18:53:30,926 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 8:48:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9294, loss_cls: 2.1477, loss: 2.1477 2023-12-23 18:53:56,072 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 8:47:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9300, loss_cls: 2.1082, loss: 2.1082 2023-12-23 18:54:21,194 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 8:46:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9213, loss_cls: 2.1273, loss: 2.1273 2023-12-23 18:54:46,388 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 8:46:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 2.0721, loss: 2.0721 2023-12-23 18:55:11,563 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 8:45:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9169, loss_cls: 2.2043, loss: 2.2043 2023-12-23 18:55:36,723 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 8:45:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9313, loss_cls: 2.0686, loss: 2.0686 2023-12-23 18:56:01,870 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 8:44:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9387, loss_cls: 2.0698, loss: 2.0698 2023-12-23 18:56:27,187 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 8:44:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9394, loss_cls: 2.0773, loss: 2.0773 2023-12-23 18:56:52,635 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 8:43:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 2.0963, loss: 2.0963 2023-12-23 18:57:17,732 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 8:43:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9313, loss_cls: 2.1129, loss: 2.1129 2023-12-23 18:57:42,756 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 8:42:26, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9244, loss_cls: 2.0708, loss: 2.0708 2023-12-23 18:58:07,915 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 8:41:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9350, loss_cls: 2.0462, loss: 2.0462 2023-12-23 18:58:33,554 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 8:41:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9363, loss_cls: 2.1155, loss: 2.1155 2023-12-23 18:58:59,132 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 8:40:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9294, loss_cls: 2.1376, loss: 2.1376 2023-12-23 18:59:24,904 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 8:40:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9256, loss_cls: 2.1421, loss: 2.1421 2023-12-23 18:59:50,033 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 8:39:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9181, loss_cls: 2.2106, loss: 2.2106 2023-12-23 19:00:14,987 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 8:39:15, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9319, loss_cls: 2.1586, loss: 2.1586 2023-12-23 19:00:39,964 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 8:38:40, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9319, loss_cls: 2.1151, loss: 2.1151 2023-12-23 19:00:42,052 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-23 19:05:07,847 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:05:08,471 - pyskl - INFO - top1_acc 0.6685 top5_acc 0.9140 2023-12-23 19:05:08,476 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_14.pth was removed 2023-12-23 19:05:08,718 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2023-12-23 19:05:08,720 - pyskl - INFO - Best top1_acc is 0.6685 at 18 epoch. 2023-12-23 19:05:08,753 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6685, top5_acc: 0.9140 2023-12-23 19:06:02,901 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 8:41:28, time: 0.541, data_time: 0.279, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 2.0217, loss: 2.0217 2023-12-23 19:06:28,431 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 8:40:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 1.9989, loss: 1.9989 2023-12-23 19:06:53,575 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 8:40:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 2.0116, loss: 2.0116 2023-12-23 19:07:19,297 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 8:39:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9250, loss_cls: 2.0901, loss: 2.0901 2023-12-23 19:07:44,713 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 8:39:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 2.0569, loss: 2.0569 2023-12-23 19:08:09,840 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 8:38:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 2.0318, loss: 2.0318 2023-12-23 19:08:35,035 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 8:38:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9363, loss_cls: 2.1419, loss: 2.1419 2023-12-23 19:09:00,535 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 8:37:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9256, loss_cls: 2.1479, loss: 2.1479 2023-12-23 19:09:26,117 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 8:37:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9294, loss_cls: 2.1633, loss: 2.1633 2023-12-23 19:09:51,505 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 8:36:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 2.1260, loss: 2.1260 2023-12-23 19:10:16,431 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 8:36:06, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9337, loss_cls: 2.0874, loss: 2.0874 2023-12-23 19:10:41,360 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 8:35:31, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9344, loss_cls: 2.0748, loss: 2.0748 2023-12-23 19:11:06,429 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 8:34:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 2.0556, loss: 2.0556 2023-12-23 19:11:31,874 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 8:34:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9337, loss_cls: 2.0936, loss: 2.0936 2023-12-23 19:11:57,076 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 8:33:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 2.1321, loss: 2.1321 2023-12-23 19:12:22,206 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 8:33:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 2.1177, loss: 2.1177 2023-12-23 19:12:47,209 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 8:32:44, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 2.0760, loss: 2.0760 2023-12-23 19:13:12,142 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 8:32:09, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9244, loss_cls: 2.1099, loss: 2.1099 2023-12-23 19:13:37,064 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 8:31:34, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9306, loss_cls: 2.1715, loss: 2.1715 2023-12-23 19:14:01,954 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 8:30:59, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 2.0803, loss: 2.0803 2023-12-23 19:14:26,848 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 8:30:24, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 2.0846, loss: 2.0846 2023-12-23 19:14:51,809 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 8:29:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 2.1141, loss: 2.1141 2023-12-23 19:15:17,198 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 8:29:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9287, loss_cls: 2.1796, loss: 2.1796 2023-12-23 19:15:42,556 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 8:28:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 2.0852, loss: 2.0852 2023-12-23 19:16:08,045 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 8:28:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9425, loss_cls: 2.1010, loss: 2.1010 2023-12-23 19:16:33,483 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 8:27:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9375, loss_cls: 2.1345, loss: 2.1345 2023-12-23 19:16:59,009 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 8:27:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9369, loss_cls: 2.0718, loss: 2.0718 2023-12-23 19:17:25,149 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 8:26:47, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 2.1160, loss: 2.1160 2023-12-23 19:17:50,601 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 8:26:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9263, loss_cls: 2.1556, loss: 2.1556 2023-12-23 19:18:15,922 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 8:25:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 2.1042, loss: 2.1042 2023-12-23 19:18:41,377 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 8:25:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9356, loss_cls: 2.1397, loss: 2.1397 2023-12-23 19:19:06,592 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 8:24:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 2.0668, loss: 2.0668 2023-12-23 19:19:31,725 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 8:24:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9337, loss_cls: 2.1580, loss: 2.1580 2023-12-23 19:19:57,014 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 8:23:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9337, loss_cls: 2.1534, loss: 2.1534 2023-12-23 19:19:58,934 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-23 19:24:24,327 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:24:24,966 - pyskl - INFO - top1_acc 0.6710 top5_acc 0.9151 2023-12-23 19:24:24,972 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_18.pth was removed 2023-12-23 19:24:25,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2023-12-23 19:24:25,229 - pyskl - INFO - Best top1_acc is 0.6710 at 19 epoch. 2023-12-23 19:24:25,266 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6710, top5_acc: 0.9151 2023-12-23 19:25:20,618 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 8:26:20, time: 0.553, data_time: 0.293, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9431, loss_cls: 2.0759, loss: 2.0759 2023-12-23 19:25:45,985 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 8:25:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 1.9918, loss: 1.9918 2023-12-23 19:26:12,399 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 8:25:24, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9331, loss_cls: 2.1379, loss: 2.1379 2023-12-23 19:26:38,315 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 8:24:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 2.0543, loss: 2.0543 2023-12-23 19:27:04,195 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 8:24:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9437, loss_cls: 2.0826, loss: 2.0826 2023-12-23 19:27:29,939 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 8:23:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 2.1069, loss: 2.1069 2023-12-23 19:27:54,951 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 8:23:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9519, loss_cls: 1.9692, loss: 1.9692 2023-12-23 19:28:19,905 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 8:22:49, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9319, loss_cls: 2.0689, loss: 2.0689 2023-12-23 19:28:44,838 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 8:22:15, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9163, loss_cls: 2.2431, loss: 2.2431 2023-12-23 19:29:09,924 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 8:21:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 2.0021, loss: 2.0021 2023-12-23 19:29:35,327 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 8:21:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9325, loss_cls: 2.0816, loss: 2.0816 2023-12-23 19:30:00,519 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 8:20:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9306, loss_cls: 2.1499, loss: 2.1499 2023-12-23 19:30:25,577 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 8:20:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9306, loss_cls: 2.1082, loss: 2.1082 2023-12-23 19:30:50,740 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 8:19:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9269, loss_cls: 2.1916, loss: 2.1916 2023-12-23 19:31:16,029 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 8:18:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9363, loss_cls: 2.1105, loss: 2.1105 2023-12-23 19:31:41,729 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 8:18:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9319, loss_cls: 2.0392, loss: 2.0392 2023-12-23 19:32:06,784 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 8:17:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9337, loss_cls: 2.0920, loss: 2.0920 2023-12-23 19:32:31,883 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 8:17:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 2.0044, loss: 2.0044 2023-12-23 19:32:57,449 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 8:16:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9387, loss_cls: 2.0211, loss: 2.0211 2023-12-23 19:33:23,967 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 8:16:28, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 2.0355, loss: 2.0355 2023-12-23 19:33:50,147 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 8:16:02, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 2.0583, loss: 2.0583 2023-12-23 19:34:15,208 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 8:15:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9331, loss_cls: 2.0465, loss: 2.0465 2023-12-23 19:34:40,259 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 8:14:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9263, loss_cls: 2.1094, loss: 2.1094 2023-12-23 19:35:05,525 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 8:14:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9300, loss_cls: 2.1200, loss: 2.1200 2023-12-23 19:35:31,150 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 8:13:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9225, loss_cls: 2.1559, loss: 2.1559 2023-12-23 19:35:57,224 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 8:13:26, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 2.0644, loss: 2.0644 2023-12-23 19:36:22,537 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 8:12:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9250, loss_cls: 2.1004, loss: 2.1004 2023-12-23 19:36:47,801 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 8:12:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9250, loss_cls: 2.1592, loss: 2.1592 2023-12-23 19:37:13,083 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 8:11:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9325, loss_cls: 2.0644, loss: 2.0644 2023-12-23 19:37:38,389 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 8:11:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9287, loss_cls: 2.1047, loss: 2.1047 2023-12-23 19:38:03,540 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 8:10:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9263, loss_cls: 2.1302, loss: 2.1302 2023-12-23 19:38:28,758 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 8:10:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9375, loss_cls: 2.1490, loss: 2.1490 2023-12-23 19:38:53,965 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 8:09:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9263, loss_cls: 2.1109, loss: 2.1109 2023-12-23 19:39:19,877 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 8:09:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 2.0930, loss: 2.0930 2023-12-23 19:39:21,849 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-23 19:43:46,996 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:43:47,612 - pyskl - INFO - top1_acc 0.6396 top5_acc 0.8940 2023-12-23 19:43:47,638 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.6396, top5_acc: 0.8940 2023-12-23 19:44:41,500 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 8:11:38, time: 0.539, data_time: 0.278, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9344, loss_cls: 2.0655, loss: 2.0655 2023-12-23 19:45:07,233 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 8:11:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9469, loss_cls: 1.9943, loss: 1.9943 2023-12-23 19:45:32,589 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 8:10:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9256, loss_cls: 2.0974, loss: 2.0974 2023-12-23 19:45:57,842 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 8:10:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 2.0437, loss: 2.0437 2023-12-23 19:46:23,002 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 8:09:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 2.0110, loss: 2.0110 2023-12-23 19:46:48,387 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 8:09:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9269, loss_cls: 2.0885, loss: 2.0885 2023-12-23 19:47:13,304 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 8:08:26, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9425, loss_cls: 2.0666, loss: 2.0666 2023-12-23 19:47:38,249 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 8:07:52, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9356, loss_cls: 2.0919, loss: 2.0919 2023-12-23 19:48:03,467 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 8:07:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 2.1196, loss: 2.1196 2023-12-23 19:48:29,742 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 8:06:54, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 2.0375, loss: 2.0375 2023-12-23 19:48:56,250 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 8:06:30, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9256, loss_cls: 2.0830, loss: 2.0830 2023-12-23 19:49:22,739 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 8:06:06, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9181, loss_cls: 2.1358, loss: 2.1358 2023-12-23 19:49:49,280 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 8:05:42, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 2.0692, loss: 2.0692 2023-12-23 19:50:15,686 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 8:05:17, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9344, loss_cls: 2.0947, loss: 2.0947 2023-12-23 19:50:42,113 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 8:04:53, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 2.0636, loss: 2.0636 2023-12-23 19:51:08,601 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 8:04:29, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 2.0641, loss: 2.0641 2023-12-23 19:51:35,084 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 8:04:04, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9194, loss_cls: 2.0893, loss: 2.0893 2023-12-23 19:52:01,564 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 8:03:40, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 2.0867, loss: 2.0867 2023-12-23 19:52:28,036 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 8:03:16, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9463, loss_cls: 1.9947, loss: 1.9947 2023-12-23 19:52:54,501 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 8:02:51, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9344, loss_cls: 2.1199, loss: 2.1199 2023-12-23 19:53:20,980 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 8:02:27, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 2.0783, loss: 2.0783 2023-12-23 19:53:47,457 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 8:02:03, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 2.1564, loss: 2.1564 2023-12-23 19:54:13,967 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 8:01:38, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 2.0772, loss: 2.0772 2023-12-23 19:54:39,821 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 8:01:10, time: 0.259, data_time: 0.001, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 2.1018, loss: 2.1018 2023-12-23 19:55:05,948 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 8:00:44, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9313, loss_cls: 2.1039, loss: 2.1039 2023-12-23 19:55:30,886 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 8:00:10, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9269, loss_cls: 2.1461, loss: 2.1461 2023-12-23 19:55:56,042 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 7:59:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 2.0996, loss: 2.0996 2023-12-23 19:56:21,734 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 7:59:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9419, loss_cls: 2.0924, loss: 2.0924 2023-12-23 19:56:47,086 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 7:58:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 2.0795, loss: 2.0795 2023-12-23 19:57:12,255 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 7:58:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9256, loss_cls: 2.1817, loss: 2.1817 2023-12-23 19:57:37,360 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 7:57:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9331, loss_cls: 2.1519, loss: 2.1519 2023-12-23 19:58:02,317 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 7:56:58, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9356, loss_cls: 2.0850, loss: 2.0850 2023-12-23 19:58:27,287 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 7:56:24, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 2.0781, loss: 2.0781 2023-12-23 19:58:52,580 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 7:55:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 2.1273, loss: 2.1273 2023-12-23 19:58:54,508 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-23 20:03:18,978 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:03:19,584 - pyskl - INFO - top1_acc 0.6287 top5_acc 0.8988 2023-12-23 20:03:19,609 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6287, top5_acc: 0.8988 2023-12-23 20:04:12,413 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 7:58:00, time: 0.528, data_time: 0.273, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 2.0027, loss: 2.0027 2023-12-23 20:04:37,924 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 7:57:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 2.0129, loss: 2.0129 2023-12-23 20:05:03,361 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 7:56:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 2.0224, loss: 2.0224 2023-12-23 20:05:29,173 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 7:56:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9444, loss_cls: 2.0126, loss: 2.0126 2023-12-23 20:05:54,613 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 7:55:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 2.0301, loss: 2.0301 2023-12-23 20:06:21,050 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 7:55:35, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9263, loss_cls: 2.0919, loss: 2.0919 2023-12-23 20:06:46,758 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 7:55:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9306, loss_cls: 2.1029, loss: 2.1029 2023-12-23 20:07:11,761 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 7:54:32, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9431, loss_cls: 2.0312, loss: 2.0312 2023-12-23 20:07:36,760 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 7:53:59, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 1.9631, loss: 1.9631 2023-12-23 20:08:02,127 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 7:53:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9325, loss_cls: 2.1172, loss: 2.1172 2023-12-23 20:08:27,734 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 7:52:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9325, loss_cls: 2.1144, loss: 2.1144 2023-12-23 20:08:52,951 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 7:52:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9381, loss_cls: 2.0725, loss: 2.0725 2023-12-23 20:09:18,101 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 7:51:53, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9394, loss_cls: 2.0958, loss: 2.0958 2023-12-23 20:09:43,351 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 7:51:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 2.0562, loss: 2.0562 2023-12-23 20:10:08,687 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 7:50:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9263, loss_cls: 2.1929, loss: 2.1929 2023-12-23 20:10:34,163 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 7:50:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9263, loss_cls: 2.1139, loss: 2.1139 2023-12-23 20:10:59,785 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 7:49:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9394, loss_cls: 2.1090, loss: 2.1090 2023-12-23 20:11:25,544 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 7:49:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9331, loss_cls: 2.0851, loss: 2.0851 2023-12-23 20:11:51,823 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 7:48:55, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9263, loss_cls: 2.0903, loss: 2.0903 2023-12-23 20:12:17,199 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 7:48:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9450, loss_cls: 2.0581, loss: 2.0581 2023-12-23 20:12:43,026 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 7:47:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 2.0629, loss: 2.0629 2023-12-23 20:13:09,089 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 7:47:29, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 2.0541, loss: 2.0541 2023-12-23 20:13:35,640 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 7:47:05, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9294, loss_cls: 2.1083, loss: 2.1083 2023-12-23 20:14:00,894 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 7:46:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9181, loss_cls: 2.1735, loss: 2.1735 2023-12-23 20:14:26,061 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 7:46:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9456, loss_cls: 2.0289, loss: 2.0289 2023-12-23 20:14:51,480 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 7:45:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9387, loss_cls: 2.0474, loss: 2.0474 2023-12-23 20:15:17,022 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 7:45:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9281, loss_cls: 2.0913, loss: 2.0913 2023-12-23 20:15:42,987 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 7:44:33, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 2.0625, loss: 2.0625 2023-12-23 20:16:08,374 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 7:44:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9356, loss_cls: 2.1431, loss: 2.1431 2023-12-23 20:16:33,376 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 7:43:29, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 2.0454, loss: 2.0454 2023-12-23 20:16:58,365 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 7:42:56, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 2.0103, loss: 2.0103 2023-12-23 20:17:23,368 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 7:42:23, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 2.0236, loss: 2.0236 2023-12-23 20:17:48,361 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 7:41:50, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 2.0844, loss: 2.0844 2023-12-23 20:18:13,866 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 7:41:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9319, loss_cls: 2.0790, loss: 2.0790 2023-12-23 20:18:15,947 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-23 20:22:40,880 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:22:41,486 - pyskl - INFO - top1_acc 0.6681 top5_acc 0.9115 2023-12-23 20:22:41,514 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6681, top5_acc: 0.9115 2023-12-23 20:23:34,083 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 7:43:18, time: 0.526, data_time: 0.272, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9456, loss_cls: 2.0031, loss: 2.0031 2023-12-23 20:23:59,715 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 7:42:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9306, loss_cls: 2.1354, loss: 2.1354 2023-12-23 20:24:25,132 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 7:42:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 1.9804, loss: 1.9804 2023-12-23 20:24:50,809 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 7:41:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 2.0599, loss: 2.0599 2023-12-23 20:25:16,013 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 7:41:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9406, loss_cls: 2.0611, loss: 2.0611 2023-12-23 20:25:42,050 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 7:40:49, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 1.9485, loss: 1.9485 2023-12-23 20:26:08,484 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 7:40:24, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9250, loss_cls: 2.0938, loss: 2.0938 2023-12-23 20:26:34,925 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 7:39:59, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 2.1375, loss: 2.1375 2023-12-23 20:27:01,403 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 7:39:35, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 2.0415, loss: 2.0415 2023-12-23 20:27:27,422 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 7:39:07, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9513, loss_cls: 1.9193, loss: 1.9193 2023-12-23 20:27:52,559 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 7:38:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9294, loss_cls: 2.0446, loss: 2.0446 2023-12-23 20:28:17,756 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 7:38:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 1.9917, loss: 1.9917 2023-12-23 20:28:42,784 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 7:37:30, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 2.0426, loss: 2.0426 2023-12-23 20:29:07,977 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 7:36:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9269, loss_cls: 2.1122, loss: 2.1122 2023-12-23 20:29:33,130 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 7:36:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9463, loss_cls: 2.0374, loss: 2.0374 2023-12-23 20:29:58,237 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 7:35:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9406, loss_cls: 2.0803, loss: 2.0803 2023-12-23 20:30:23,434 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 7:35:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9313, loss_cls: 2.0390, loss: 2.0390 2023-12-23 20:30:48,585 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 7:34:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 2.1192, loss: 2.1192 2023-12-23 20:31:13,809 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 7:34:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9325, loss_cls: 2.1060, loss: 2.1060 2023-12-23 20:31:38,857 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 7:33:45, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9394, loss_cls: 2.0458, loss: 2.0458 2023-12-23 20:32:03,764 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 7:33:12, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9319, loss_cls: 2.0953, loss: 2.0953 2023-12-23 20:32:28,685 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 7:32:39, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9250, loss_cls: 2.1180, loss: 2.1180 2023-12-23 20:32:53,740 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 7:32:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9356, loss_cls: 2.1204, loss: 2.1204 2023-12-23 20:33:19,375 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 7:31:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9469, loss_cls: 2.0359, loss: 2.0359 2023-12-23 20:33:44,550 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 7:31:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 2.0578, loss: 2.0578 2023-12-23 20:34:09,601 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 7:30:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9225, loss_cls: 2.1278, loss: 2.1278 2023-12-23 20:34:34,824 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 7:30:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 1.9771, loss: 1.9771 2023-12-23 20:35:00,688 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 7:29:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 2.1047, loss: 2.1047 2023-12-23 20:35:26,153 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 7:29:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9406, loss_cls: 2.0502, loss: 2.0502 2023-12-23 20:35:51,626 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 7:28:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 2.0697, loss: 2.0697 2023-12-23 20:36:17,166 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 7:28:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9344, loss_cls: 2.0738, loss: 2.0738 2023-12-23 20:36:42,284 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 7:27:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 1.9755, loss: 1.9755 2023-12-23 20:37:07,948 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 7:27:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 2.0142, loss: 2.0142 2023-12-23 20:37:33,629 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 7:26:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 2.1049, loss: 2.1049 2023-12-23 20:37:35,501 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-23 20:42:00,240 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:42:00,869 - pyskl - INFO - top1_acc 0.6416 top5_acc 0.8979 2023-12-23 20:42:00,895 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.6416, top5_acc: 0.8979 2023-12-23 20:42:53,777 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 7:28:25, time: 0.529, data_time: 0.276, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 2.0667, loss: 2.0667 2023-12-23 20:43:19,457 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 7:27:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 1.9325, loss: 1.9325 2023-12-23 20:43:44,618 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 7:27:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 1.9865, loss: 1.9865 2023-12-23 20:44:10,193 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 7:26:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 1.9471, loss: 1.9471 2023-12-23 20:44:35,402 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 7:26:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9300, loss_cls: 1.9961, loss: 1.9961 2023-12-23 20:45:01,533 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 7:25:56, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9306, loss_cls: 2.0930, loss: 2.0930 2023-12-23 20:45:27,782 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 7:25:30, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 2.0275, loss: 2.0275 2023-12-23 20:45:53,785 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 7:25:03, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9387, loss_cls: 2.1056, loss: 2.1056 2023-12-23 20:46:19,061 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 7:24:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9356, loss_cls: 1.9674, loss: 1.9674 2023-12-23 20:46:44,175 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 7:24:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9319, loss_cls: 2.0855, loss: 2.0855 2023-12-23 20:47:09,313 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 7:23:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 2.0331, loss: 2.0331 2023-12-23 20:47:34,405 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 7:22:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9506, loss_cls: 2.0109, loss: 2.0109 2023-12-23 20:47:59,599 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 7:22:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9419, loss_cls: 2.0467, loss: 2.0467 2023-12-23 20:48:24,761 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 7:21:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 2.1309, loss: 2.1309 2023-12-23 20:48:50,017 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 7:21:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 2.0405, loss: 2.0405 2023-12-23 20:49:15,212 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 7:20:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 1.9961, loss: 1.9961 2023-12-23 20:49:40,514 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 7:20:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9406, loss_cls: 2.1067, loss: 2.1067 2023-12-23 20:50:05,820 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 7:19:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 1.9767, loss: 1.9767 2023-12-23 20:50:30,769 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 7:19:14, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9363, loss_cls: 2.1336, loss: 2.1336 2023-12-23 20:50:55,692 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 7:18:42, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9263, loss_cls: 2.1540, loss: 2.1540 2023-12-23 20:51:20,614 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 7:18:09, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9287, loss_cls: 2.1537, loss: 2.1537 2023-12-23 20:51:45,516 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 7:17:35, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9325, loss_cls: 2.0656, loss: 2.0656 2023-12-23 20:52:10,856 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 7:17:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 1.9722, loss: 1.9722 2023-12-23 20:52:36,473 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 7:16:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9287, loss_cls: 2.0201, loss: 2.0201 2023-12-23 20:53:02,379 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 7:16:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9319, loss_cls: 2.0740, loss: 2.0740 2023-12-23 20:53:28,870 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 7:15:43, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9187, loss_cls: 2.1287, loss: 2.1287 2023-12-23 20:53:55,047 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 7:15:17, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 2.0349, loss: 2.0349 2023-12-23 20:54:21,024 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 7:14:50, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9350, loss_cls: 2.1014, loss: 2.1014 2023-12-23 20:54:46,432 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 7:14:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9294, loss_cls: 2.1225, loss: 2.1225 2023-12-23 20:55:11,766 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 7:13:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9450, loss_cls: 2.0966, loss: 2.0966 2023-12-23 20:55:36,816 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 7:13:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 2.0258, loss: 2.0258 2023-12-23 20:56:02,076 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 7:12:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9331, loss_cls: 2.0361, loss: 2.0361 2023-12-23 20:56:27,507 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 7:12:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 1.9923, loss: 1.9923 2023-12-23 20:56:52,754 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 7:11:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 2.0250, loss: 2.0250 2023-12-23 20:56:54,642 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-23 21:01:19,779 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:01:20,402 - pyskl - INFO - top1_acc 0.6750 top5_acc 0.9233 2023-12-23 21:01:20,407 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_19.pth was removed 2023-12-23 21:01:20,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2023-12-23 21:01:20,623 - pyskl - INFO - Best top1_acc is 0.6750 at 24 epoch. 2023-12-23 21:01:20,649 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.6750, top5_acc: 0.9233 2023-12-23 21:02:14,068 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 7:13:33, time: 0.534, data_time: 0.279, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 2.0224, loss: 2.0224 2023-12-23 21:02:39,970 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 7:13:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 2.0387, loss: 2.0387 2023-12-23 21:03:05,382 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 7:12:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.9324, loss: 1.9324 2023-12-23 21:03:30,743 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 7:12:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9331, loss_cls: 2.1001, loss: 2.1001 2023-12-23 21:03:56,211 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 7:11:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 2.0623, loss: 2.0623 2023-12-23 21:04:21,622 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 7:11:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.9824, loss: 1.9824 2023-12-23 21:04:46,964 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 7:10:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 2.0544, loss: 2.0544 2023-12-23 21:05:12,899 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 7:10:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 2.0043, loss: 2.0043 2023-12-23 21:05:38,281 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 7:09:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 2.0120, loss: 2.0120 2023-12-23 21:06:03,764 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 7:09:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 2.0181, loss: 2.0181 2023-12-23 21:06:29,275 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 7:08:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9287, loss_cls: 2.0427, loss: 2.0427 2023-12-23 21:06:55,158 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 7:08:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 2.0485, loss: 2.0485 2023-12-23 21:07:20,166 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 7:07:35, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.9375, loss: 1.9375 2023-12-23 21:07:45,057 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 7:07:02, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 1.9750, loss: 1.9750 2023-12-23 21:08:09,951 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 7:06:29, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 2.0151, loss: 2.0151 2023-12-23 21:08:34,853 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 7:05:57, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 2.0459, loss: 2.0459 2023-12-23 21:08:59,764 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 7:05:24, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 2.0360, loss: 2.0360 2023-12-23 21:09:24,657 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 7:04:51, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9225, loss_cls: 2.1616, loss: 2.1616 2023-12-23 21:09:49,535 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 7:04:18, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 2.0039, loss: 2.0039 2023-12-23 21:10:14,432 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 7:03:45, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9456, loss_cls: 2.0317, loss: 2.0317 2023-12-23 21:10:39,329 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 7:03:13, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 2.0381, loss: 2.0381 2023-12-23 21:11:04,222 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 7:02:40, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9350, loss_cls: 2.0100, loss: 2.0100 2023-12-23 21:11:29,805 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 7:02:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9356, loss_cls: 2.0718, loss: 2.0718 2023-12-23 21:11:55,405 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 7:01:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9387, loss_cls: 2.0841, loss: 2.0841 2023-12-23 21:12:20,855 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 7:01:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9350, loss_cls: 2.1127, loss: 2.1127 2023-12-23 21:12:46,340 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 7:00:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9287, loss_cls: 2.1008, loss: 2.1008 2023-12-23 21:13:11,724 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 7:00:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 2.1015, loss: 2.1015 2023-12-23 21:13:37,099 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 6:59:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 2.0478, loss: 2.0478 2023-12-23 21:14:02,397 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 6:59:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 2.0206, loss: 2.0206 2023-12-23 21:14:27,362 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 6:58:38, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9219, loss_cls: 2.1340, loss: 2.1340 2023-12-23 21:14:52,305 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 6:58:06, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9400, loss_cls: 1.9931, loss: 1.9931 2023-12-23 21:15:17,244 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 6:57:34, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9269, loss_cls: 2.0933, loss: 2.0933 2023-12-23 21:15:42,360 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 6:57:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9381, loss_cls: 2.0855, loss: 2.0855 2023-12-23 21:16:08,116 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 6:56:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9275, loss_cls: 2.1059, loss: 2.1059 2023-12-23 21:16:10,103 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-23 21:20:34,561 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:20:35,174 - pyskl - INFO - top1_acc 0.5737 top5_acc 0.8587 2023-12-23 21:20:35,200 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.5737, top5_acc: 0.8587 2023-12-23 21:21:27,939 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 6:58:13, time: 0.527, data_time: 0.272, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9375, loss_cls: 2.0755, loss: 2.0755 2023-12-23 21:21:53,317 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 6:57:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.9013, loss: 1.9013 2023-12-23 21:22:19,219 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 6:57:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.9423, loss: 1.9423 2023-12-23 21:22:44,675 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 6:56:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9406, loss_cls: 2.0108, loss: 2.0108 2023-12-23 21:23:09,984 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 6:56:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9456, loss_cls: 1.9981, loss: 1.9981 2023-12-23 21:23:35,767 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 6:55:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.9873, loss: 1.9873 2023-12-23 21:24:00,997 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 6:55:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9394, loss_cls: 2.0667, loss: 2.0667 2023-12-23 21:24:26,241 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 6:54:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 2.0284, loss: 2.0284 2023-12-23 21:24:51,717 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 6:54:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 1.9895, loss: 1.9895 2023-12-23 21:25:17,307 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 6:53:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9294, loss_cls: 2.0804, loss: 2.0804 2023-12-23 21:25:42,892 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 6:53:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 1.9828, loss: 1.9828 2023-12-23 21:26:07,977 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 6:52:44, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.9678, loss: 1.9678 2023-12-23 21:26:33,438 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 6:52:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9419, loss_cls: 2.0981, loss: 2.0981 2023-12-23 21:26:58,619 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 6:51:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9381, loss_cls: 2.0613, loss: 2.0613 2023-12-23 21:27:23,852 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 6:51:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6925, top5_acc: 0.9387, loss_cls: 2.1147, loss: 2.1147 2023-12-23 21:27:49,139 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 6:50:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9331, loss_cls: 2.0758, loss: 2.0758 2023-12-23 21:28:15,019 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 6:50:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 2.0685, loss: 2.0685 2023-12-23 21:28:40,138 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 6:49:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 2.0214, loss: 2.0214 2023-12-23 21:29:05,529 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 6:49:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9319, loss_cls: 1.9880, loss: 1.9880 2023-12-23 21:29:30,683 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 6:48:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 2.0044, loss: 2.0044 2023-12-23 21:29:55,892 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 6:48:10, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 2.0641, loss: 2.0641 2023-12-23 21:30:20,973 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 6:47:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9475, loss_cls: 1.9776, loss: 1.9776 2023-12-23 21:30:46,220 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 6:47:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9350, loss_cls: 2.0282, loss: 2.0282 2023-12-23 21:31:11,764 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 6:46:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 2.0757, loss: 2.0757 2023-12-23 21:31:37,097 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 6:46:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 2.0777, loss: 2.0777 2023-12-23 21:32:02,578 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 6:45:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9431, loss_cls: 2.0226, loss: 2.0226 2023-12-23 21:32:27,732 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 6:45:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 2.0833, loss: 2.0833 2023-12-23 21:32:53,137 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 6:44:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 2.0921, loss: 2.0921 2023-12-23 21:33:18,426 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 6:44:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9294, loss_cls: 2.0653, loss: 2.0653 2023-12-23 21:33:43,787 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 6:43:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9387, loss_cls: 2.0267, loss: 2.0267 2023-12-23 21:34:09,067 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 6:43:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9256, loss_cls: 2.0333, loss: 2.0333 2023-12-23 21:34:34,546 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 6:42:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 2.0025, loss: 2.0025 2023-12-23 21:34:59,808 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 6:42:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 2.0469, loss: 2.0469 2023-12-23 21:35:24,889 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 6:41:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9306, loss_cls: 2.0219, loss: 2.0219 2023-12-23 21:35:26,813 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-23 21:39:50,717 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:39:51,335 - pyskl - INFO - top1_acc 0.7092 top5_acc 0.9325 2023-12-23 21:39:51,340 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_24.pth was removed 2023-12-23 21:39:51,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2023-12-23 21:39:51,552 - pyskl - INFO - Best top1_acc is 0.7092 at 26 epoch. 2023-12-23 21:39:51,577 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7092, top5_acc: 0.9325 2023-12-23 21:40:44,029 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 6:43:07, time: 0.524, data_time: 0.270, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9425, loss_cls: 2.0673, loss: 2.0673 2023-12-23 21:41:09,761 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 6:42:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 1.9509, loss: 1.9509 2023-12-23 21:41:35,503 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 6:42:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 2.0135, loss: 2.0135 2023-12-23 21:42:01,104 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 6:41:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9337, loss_cls: 2.0181, loss: 2.0181 2023-12-23 21:42:26,387 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 6:41:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.9987, loss: 1.9987 2023-12-23 21:42:51,469 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 6:40:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 1.9940, loss: 1.9940 2023-12-23 21:43:16,516 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 6:40:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 1.9267, loss: 1.9267 2023-12-23 21:43:41,677 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 6:39:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9431, loss_cls: 2.0107, loss: 2.0107 2023-12-23 21:44:06,786 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 6:39:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 2.0649, loss: 2.0649 2023-12-23 21:44:32,062 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 6:38:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 1.9954, loss: 1.9954 2023-12-23 21:44:57,440 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 6:38:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9363, loss_cls: 2.1155, loss: 2.1155 2023-12-23 21:45:22,671 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 6:37:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 2.0884, loss: 2.0884 2023-12-23 21:45:47,920 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 6:37:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.9490, loss: 1.9490 2023-12-23 21:46:13,009 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 6:36:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9481, loss_cls: 2.0047, loss: 2.0047 2023-12-23 21:46:39,069 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 6:36:05, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 1.9889, loss: 1.9889 2023-12-23 21:47:04,141 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 6:35:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9444, loss_cls: 2.0531, loss: 2.0531 2023-12-23 21:47:29,684 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 6:35:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9300, loss_cls: 2.1018, loss: 2.1018 2023-12-23 21:47:54,894 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 6:34:34, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 1.9973, loss: 1.9973 2023-12-23 21:48:19,983 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 6:34:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 2.0380, loss: 2.0380 2023-12-23 21:48:45,238 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 6:33:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9375, loss_cls: 2.0300, loss: 2.0300 2023-12-23 21:49:10,541 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 6:33:02, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 2.0815, loss: 2.0815 2023-12-23 21:49:36,069 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 6:32:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9275, loss_cls: 2.0948, loss: 2.0948 2023-12-23 21:50:01,301 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 6:32:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 2.0217, loss: 2.0217 2023-12-23 21:50:26,694 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 6:31:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 2.0049, loss: 2.0049 2023-12-23 21:50:52,192 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 6:31:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 2.0276, loss: 2.0276 2023-12-23 21:51:17,822 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 6:30:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 2.0047, loss: 2.0047 2023-12-23 21:51:43,056 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 6:30:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9225, loss_cls: 2.0510, loss: 2.0510 2023-12-23 21:52:08,628 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 6:29:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9325, loss_cls: 2.1014, loss: 2.1014 2023-12-23 21:52:33,877 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 6:29:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 2.0412, loss: 2.0412 2023-12-23 21:52:58,962 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 6:28:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9337, loss_cls: 2.0245, loss: 2.0245 2023-12-23 21:53:23,968 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 6:28:02, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 2.0501, loss: 2.0501 2023-12-23 21:53:48,961 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 6:27:31, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9331, loss_cls: 2.0994, loss: 2.0994 2023-12-23 21:54:14,144 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 6:27:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 2.0412, loss: 2.0412 2023-12-23 21:54:39,441 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 6:26:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 2.0123, loss: 2.0123 2023-12-23 21:54:41,336 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-23 21:59:05,578 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:59:06,200 - pyskl - INFO - top1_acc 0.6817 top5_acc 0.9242 2023-12-23 21:59:06,226 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6817, top5_acc: 0.9242 2023-12-23 21:59:58,827 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 6:27:57, time: 0.526, data_time: 0.274, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9331, loss_cls: 1.9789, loss: 1.9789 2023-12-23 22:00:24,309 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 6:27:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 1.9807, loss: 1.9807 2023-12-23 22:00:50,278 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 6:27:00, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9387, loss_cls: 2.0247, loss: 2.0247 2023-12-23 22:01:16,136 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 6:26:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 2.0481, loss: 2.0481 2023-12-23 22:01:41,356 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 6:26:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.9363, loss: 1.9363 2023-12-23 22:02:06,663 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 6:25:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 1.9612, loss: 1.9612 2023-12-23 22:02:31,691 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 6:25:00, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 2.0459, loss: 2.0459 2023-12-23 22:02:56,640 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 6:24:28, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9331, loss_cls: 1.9995, loss: 1.9995 2023-12-23 22:03:21,607 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 6:23:56, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 2.0391, loss: 2.0391 2023-12-23 22:03:46,557 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 6:23:25, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 2.0540, loss: 2.0540 2023-12-23 22:04:11,496 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 6:22:53, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 1.9158, loss: 1.9158 2023-12-23 22:04:36,429 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 6:22:21, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9375, loss_cls: 2.0254, loss: 2.0254 2023-12-23 22:05:01,371 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 6:21:49, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.8923, loss: 1.8923 2023-12-23 22:05:26,327 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 6:21:18, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 2.0996, loss: 2.0996 2023-12-23 22:05:51,267 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 6:20:46, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 2.0541, loss: 2.0541 2023-12-23 22:06:16,201 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 6:20:14, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9463, loss_cls: 2.0498, loss: 2.0498 2023-12-23 22:06:41,155 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 6:19:43, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 2.0797, loss: 2.0797 2023-12-23 22:07:06,105 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 6:19:11, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9287, loss_cls: 2.1382, loss: 2.1382 2023-12-23 22:07:31,059 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 6:18:39, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9300, loss_cls: 2.0204, loss: 2.0204 2023-12-23 22:07:56,017 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 6:18:08, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 2.0151, loss: 2.0151 2023-12-23 22:08:20,970 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 6:17:36, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 2.0112, loss: 2.0112 2023-12-23 22:08:45,937 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 6:17:05, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 1.9144, loss: 1.9144 2023-12-23 22:09:11,062 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 6:16:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 2.0157, loss: 2.0157 2023-12-23 22:09:36,205 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 6:16:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9431, loss_cls: 2.0154, loss: 2.0154 2023-12-23 22:10:01,133 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 6:15:32, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.9587, loss: 1.9587 2023-12-23 22:10:26,069 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 6:15:00, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9375, loss_cls: 2.0987, loss: 2.0987 2023-12-23 22:10:50,996 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 6:14:28, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 2.0237, loss: 2.0237 2023-12-23 22:11:16,257 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 6:13:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9375, loss_cls: 2.0755, loss: 2.0755 2023-12-23 22:11:41,779 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 6:13:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9531, loss_cls: 2.0140, loss: 2.0140 2023-12-23 22:12:07,946 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 6:13:03, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 2.0363, loss: 2.0363 2023-12-23 22:12:33,712 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 6:12:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9444, loss_cls: 2.0269, loss: 2.0269 2023-12-23 22:12:59,411 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 6:12:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9275, loss_cls: 2.0826, loss: 2.0826 2023-12-23 22:13:24,973 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 6:11:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 1.9660, loss: 1.9660 2023-12-23 22:13:50,656 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 6:11:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9456, loss_cls: 1.9408, loss: 1.9408 2023-12-23 22:13:52,811 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-23 22:18:17,730 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:18:18,342 - pyskl - INFO - top1_acc 0.7170 top5_acc 0.9289 2023-12-23 22:18:18,347 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_26.pth was removed 2023-12-23 22:18:18,564 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2023-12-23 22:18:18,565 - pyskl - INFO - Best top1_acc is 0.7170 at 28 epoch. 2023-12-23 22:18:18,590 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7170, top5_acc: 0.9289 2023-12-23 22:19:12,733 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 6:12:39, time: 0.541, data_time: 0.288, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9531, loss_cls: 1.9019, loss: 1.9019 2023-12-23 22:19:38,112 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 6:12:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9387, loss_cls: 2.0184, loss: 2.0184 2023-12-23 22:20:03,721 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 6:11:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 1.9698, loss: 1.9698 2023-12-23 22:20:29,320 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 6:11:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 1.9477, loss: 1.9477 2023-12-23 22:20:54,840 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 6:10:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 2.1013, loss: 2.1013 2023-12-23 22:21:19,751 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 6:10:11, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9387, loss_cls: 2.0561, loss: 2.0561 2023-12-23 22:21:44,662 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 6:09:39, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.9473, loss: 1.9473 2023-12-23 22:22:09,606 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 6:09:08, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9325, loss_cls: 2.0315, loss: 2.0315 2023-12-23 22:22:34,563 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 6:08:36, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9263, loss_cls: 2.0864, loss: 2.0864 2023-12-23 22:22:59,500 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 6:08:05, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 2.0104, loss: 2.0104 2023-12-23 22:23:24,421 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 6:07:33, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 2.0720, loss: 2.0720 2023-12-23 22:23:49,314 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 6:07:01, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9475, loss_cls: 1.9863, loss: 1.9863 2023-12-23 22:24:14,205 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 6:06:30, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 1.8840, loss: 1.8840 2023-12-23 22:24:39,137 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 6:05:58, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9363, loss_cls: 2.0180, loss: 2.0180 2023-12-23 22:25:04,047 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 6:05:27, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9375, loss_cls: 1.9433, loss: 1.9433 2023-12-23 22:25:29,041 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 6:04:55, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9344, loss_cls: 1.9941, loss: 1.9941 2023-12-23 22:25:54,574 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 6:04:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 2.0075, loss: 2.0075 2023-12-23 22:26:19,724 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 6:03:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 2.0692, loss: 2.0692 2023-12-23 22:26:44,855 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 6:03:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9319, loss_cls: 2.0350, loss: 2.0350 2023-12-23 22:27:10,364 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 6:02:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 1.9641, loss: 1.9641 2023-12-23 22:27:35,671 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 6:02:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 1.9770, loss: 1.9770 2023-12-23 22:28:00,819 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 6:01:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9331, loss_cls: 2.0287, loss: 2.0287 2023-12-23 22:28:26,908 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 6:01:30, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9337, loss_cls: 1.9961, loss: 1.9961 2023-12-23 22:28:52,399 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 6:01:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 1.9894, loss: 1.9894 2023-12-23 22:29:17,861 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 6:00:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 1.9928, loss: 1.9928 2023-12-23 22:29:43,241 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 6:00:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 2.0186, loss: 2.0186 2023-12-23 22:30:08,512 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 5:59:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 1.9766, loss: 1.9766 2023-12-23 22:30:33,960 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 5:59:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9313, loss_cls: 2.0156, loss: 2.0156 2023-12-23 22:30:59,266 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 5:58:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9256, loss_cls: 2.0055, loss: 2.0055 2023-12-23 22:31:24,513 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 5:58:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 2.0009, loss: 2.0009 2023-12-23 22:31:49,878 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 5:57:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.9564, loss: 1.9564 2023-12-23 22:32:15,318 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 5:57:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9431, loss_cls: 2.0657, loss: 2.0657 2023-12-23 22:32:40,651 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 5:56:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9337, loss_cls: 2.0520, loss: 2.0520 2023-12-23 22:33:06,067 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 5:56:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 2.0268, loss: 2.0268 2023-12-23 22:33:08,058 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-23 22:37:33,361 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:37:33,992 - pyskl - INFO - top1_acc 0.6634 top5_acc 0.9147 2023-12-23 22:37:34,031 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6634, top5_acc: 0.9147 2023-12-23 22:38:28,057 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 5:57:29, time: 0.540, data_time: 0.283, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 1.9845, loss: 1.9845 2023-12-23 22:38:54,032 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 5:57:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.9393, loss: 1.9393 2023-12-23 22:39:19,565 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 5:56:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 1.9193, loss: 1.9193 2023-12-23 22:39:45,550 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 5:56:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 2.0149, loss: 2.0149 2023-12-23 22:40:11,507 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 5:55:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.9597, loss: 1.9597 2023-12-23 22:40:37,229 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 5:55:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.9193, loss: 1.9193 2023-12-23 22:41:02,664 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 5:54:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 1.9838, loss: 1.9838 2023-12-23 22:41:28,116 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 5:54:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 1.9944, loss: 1.9944 2023-12-23 22:41:53,451 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 5:53:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 2.0642, loss: 2.0642 2023-12-23 22:42:18,549 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 5:53:12, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 1.9092, loss: 1.9092 2023-12-23 22:42:43,572 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 5:52:41, time: 0.250, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9263, loss_cls: 1.9769, loss: 1.9769 2023-12-23 22:43:08,663 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 5:52:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9356, loss_cls: 2.0587, loss: 2.0587 2023-12-23 22:43:34,595 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 5:51:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 1.9718, loss: 1.9718 2023-12-23 22:44:01,124 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 5:51:18, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.9676, loss: 1.9676 2023-12-23 22:44:26,445 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 5:50:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9394, loss_cls: 2.0350, loss: 2.0350 2023-12-23 22:44:51,580 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 5:50:18, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9369, loss_cls: 1.9855, loss: 1.9855 2023-12-23 22:45:17,133 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 5:49:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 1.9639, loss: 1.9639 2023-12-23 22:45:43,289 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 5:49:23, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 2.0401, loss: 2.0401 2023-12-23 22:46:08,609 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 5:48:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 1.9728, loss: 1.9728 2023-12-23 22:46:33,948 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 5:48:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 2.0429, loss: 2.0429 2023-12-23 22:46:59,151 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 5:47:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9306, loss_cls: 2.0998, loss: 2.0998 2023-12-23 22:47:24,402 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 5:47:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9444, loss_cls: 2.0173, loss: 2.0173 2023-12-23 22:47:49,787 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 5:46:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9381, loss_cls: 1.9314, loss: 1.9314 2023-12-23 22:48:15,129 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 5:46:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9475, loss_cls: 1.9927, loss: 1.9927 2023-12-23 22:48:40,059 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 5:45:54, time: 0.249, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 1.9984, loss: 1.9984 2023-12-23 22:49:05,187 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 5:45:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 2.0091, loss: 2.0091 2023-12-23 22:49:30,555 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 5:44:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9419, loss_cls: 1.9960, loss: 1.9960 2023-12-23 22:49:55,979 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 5:44:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 2.0646, loss: 2.0646 2023-12-23 22:50:21,635 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 5:43:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 1.9706, loss: 1.9706 2023-12-23 22:50:47,108 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 5:43:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 1.9939, loss: 1.9939 2023-12-23 22:51:12,910 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 5:43:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9319, loss_cls: 2.0649, loss: 2.0649 2023-12-23 22:51:39,399 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 5:42:36, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 1.9698, loss: 1.9698 2023-12-23 22:52:05,504 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 5:42:09, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9294, loss_cls: 2.0500, loss: 2.0500 2023-12-23 22:52:31,125 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 5:41:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9425, loss_cls: 2.0865, loss: 2.0865 2023-12-23 22:52:33,245 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-23 22:56:58,697 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:56:59,332 - pyskl - INFO - top1_acc 0.6858 top5_acc 0.9139 2023-12-23 22:56:59,371 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6858, top5_acc: 0.9139 2023-12-23 22:57:54,651 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 5:43:04, time: 0.553, data_time: 0.295, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 1.9466, loss: 1.9466 2023-12-23 22:58:20,412 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 5:42:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 1.9166, loss: 1.9166 2023-12-23 22:58:46,486 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 5:42:10, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9300, loss_cls: 2.0175, loss: 2.0175 2023-12-23 22:59:12,486 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 5:41:43, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 1.9244, loss: 1.9244 2023-12-23 22:59:38,343 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 5:41:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 2.0128, loss: 2.0128 2023-12-23 23:00:04,149 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 5:40:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9494, loss_cls: 2.0077, loss: 2.0077 2023-12-23 23:00:29,668 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 5:40:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 1.9309, loss: 1.9309 2023-12-23 23:00:55,096 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 5:39:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 1.9593, loss: 1.9593 2023-12-23 23:01:20,578 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 5:39:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 1.9790, loss: 1.9790 2023-12-23 23:01:46,189 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 5:38:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 1.9891, loss: 1.9891 2023-12-23 23:02:11,833 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 5:38:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9356, loss_cls: 2.0197, loss: 2.0197 2023-12-23 23:02:37,163 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 5:37:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9331, loss_cls: 2.0390, loss: 2.0390 2023-12-23 23:03:02,563 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 5:37:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 1.9931, loss: 1.9931 2023-12-23 23:03:28,244 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 5:36:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9463, loss_cls: 2.0332, loss: 2.0332 2023-12-23 23:03:53,738 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 5:36:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9331, loss_cls: 1.9957, loss: 1.9957 2023-12-23 23:04:19,318 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 5:35:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.9816, loss: 1.9816 2023-12-23 23:04:44,911 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 5:35:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9413, loss_cls: 2.0248, loss: 2.0248 2023-12-23 23:05:10,610 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 5:35:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 2.0022, loss: 2.0022 2023-12-23 23:05:36,293 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 5:34:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 1.9924, loss: 1.9924 2023-12-23 23:06:01,702 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 5:34:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.9889, loss: 1.9889 2023-12-23 23:06:27,159 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 5:33:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.9663, loss: 1.9663 2023-12-23 23:06:52,651 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 5:33:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9306, loss_cls: 1.9758, loss: 1.9758 2023-12-23 23:07:18,247 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 5:32:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.9653, loss: 1.9653 2023-12-23 23:07:43,896 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 5:32:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9481, loss_cls: 1.9500, loss: 1.9500 2023-12-23 23:08:09,398 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 5:31:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 2.0109, loss: 2.0109 2023-12-23 23:08:35,159 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 5:31:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 1.9698, loss: 1.9698 2023-12-23 23:09:00,811 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 5:30:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9444, loss_cls: 2.0173, loss: 2.0173 2023-12-23 23:09:26,466 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 5:30:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9313, loss_cls: 2.1452, loss: 2.1452 2023-12-23 23:09:52,289 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 5:29:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 2.0593, loss: 2.0593 2023-12-23 23:10:17,927 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 5:29:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9344, loss_cls: 1.9598, loss: 1.9598 2023-12-23 23:10:43,450 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 5:28:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 1.9523, loss: 1.9523 2023-12-23 23:11:08,964 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 5:28:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 2.0952, loss: 2.0952 2023-12-23 23:11:34,358 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 5:27:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 2.0827, loss: 2.0827 2023-12-23 23:11:59,937 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 5:27:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 1.9756, loss: 1.9756 2023-12-23 23:12:01,848 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-23 23:16:27,899 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:16:28,513 - pyskl - INFO - top1_acc 0.6718 top5_acc 0.9128 2023-12-23 23:16:28,541 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.6718, top5_acc: 0.9128 2023-12-23 23:17:21,753 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 5:28:38, time: 0.532, data_time: 0.275, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9487, loss_cls: 1.9923, loss: 1.9923 2023-12-23 23:17:47,240 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 5:28:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9481, loss_cls: 1.9829, loss: 1.9829 2023-12-23 23:18:12,846 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 5:27:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9494, loss_cls: 1.9427, loss: 1.9427 2023-12-23 23:18:38,668 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 5:27:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9394, loss_cls: 2.0471, loss: 2.0471 2023-12-23 23:19:04,437 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 5:26:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 1.9802, loss: 1.9802 2023-12-23 23:19:30,143 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 5:26:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 1.9705, loss: 1.9705 2023-12-23 23:19:55,764 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 5:25:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.9092, loss: 1.9092 2023-12-23 23:20:21,305 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 5:25:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 2.0047, loss: 2.0047 2023-12-23 23:20:46,811 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 5:24:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.9668, loss: 1.9668 2023-12-23 23:21:12,233 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 5:24:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 1.9995, loss: 1.9995 2023-12-23 23:21:37,360 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 5:23:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9325, loss_cls: 2.0081, loss: 2.0081 2023-12-23 23:22:02,483 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 5:23:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9525, loss_cls: 1.9431, loss: 1.9431 2023-12-23 23:22:27,930 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 5:22:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 2.0123, loss: 2.0123 2023-12-23 23:22:53,666 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 5:22:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.9650, loss: 1.9650 2023-12-23 23:23:19,009 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 5:21:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 1.9020, loss: 1.9020 2023-12-23 23:23:44,407 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 5:21:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 1.9766, loss: 1.9766 2023-12-23 23:24:09,690 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 5:20:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 1.9728, loss: 1.9728 2023-12-23 23:24:35,293 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 5:20:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 1.9620, loss: 1.9620 2023-12-23 23:25:00,687 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 5:19:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 1.9606, loss: 1.9606 2023-12-23 23:25:25,977 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 5:19:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9319, loss_cls: 1.9548, loss: 1.9548 2023-12-23 23:25:51,453 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 5:19:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 2.0804, loss: 2.0804 2023-12-23 23:26:16,850 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 5:18:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9444, loss_cls: 1.9907, loss: 1.9907 2023-12-23 23:26:42,617 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 5:18:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9331, loss_cls: 2.0779, loss: 2.0779 2023-12-23 23:27:08,173 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 5:17:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 1.9482, loss: 1.9482 2023-12-23 23:27:33,684 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 5:17:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 2.0601, loss: 2.0601 2023-12-23 23:27:59,139 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 5:16:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9406, loss_cls: 2.0205, loss: 2.0205 2023-12-23 23:28:24,809 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 5:16:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9325, loss_cls: 1.9828, loss: 1.9828 2023-12-23 23:28:50,656 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 5:15:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 1.9514, loss: 1.9514 2023-12-23 23:29:16,215 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 5:15:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9487, loss_cls: 2.0472, loss: 2.0472 2023-12-23 23:29:41,947 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 5:14:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.9567, loss: 1.9567 2023-12-23 23:30:07,530 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 5:14:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9306, loss_cls: 2.0306, loss: 2.0306 2023-12-23 23:30:32,901 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 5:13:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 1.9786, loss: 1.9786 2023-12-23 23:30:58,519 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 5:13:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 2.0567, loss: 2.0567 2023-12-23 23:31:24,110 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 5:12:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.9001, loss: 1.9001 2023-12-23 23:31:26,056 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-23 23:35:50,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:35:50,967 - pyskl - INFO - top1_acc 0.7057 top5_acc 0.9282 2023-12-23 23:35:50,993 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7057, top5_acc: 0.9282 2023-12-23 23:36:43,770 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 5:13:58, time: 0.528, data_time: 0.273, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9306, loss_cls: 1.9853, loss: 1.9853 2023-12-23 23:37:09,207 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 5:13:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 1.8466, loss: 1.8466 2023-12-23 23:37:34,908 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 5:13:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 1.9233, loss: 1.9233 2023-12-23 23:38:00,518 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 5:12:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 1.9119, loss: 1.9119 2023-12-23 23:38:26,058 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 5:12:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.9390, loss: 1.9390 2023-12-23 23:38:51,568 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 5:11:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.9679, loss: 1.9679 2023-12-23 23:39:16,979 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 5:11:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9300, loss_cls: 2.0496, loss: 2.0496 2023-12-23 23:39:42,404 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 5:10:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 1.9406, loss: 1.9406 2023-12-23 23:40:07,639 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 5:10:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 1.9126, loss: 1.9126 2023-12-23 23:40:32,728 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 5:09:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9406, loss_cls: 1.9907, loss: 1.9907 2023-12-23 23:40:57,833 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 5:09:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.8867, loss: 1.8867 2023-12-23 23:41:22,993 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 5:08:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9394, loss_cls: 2.0438, loss: 2.0438 2023-12-23 23:41:48,500 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 5:08:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 1.9497, loss: 1.9497 2023-12-23 23:42:13,923 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 5:07:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 1.9111, loss: 1.9111 2023-12-23 23:42:39,378 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 5:07:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 1.9711, loss: 1.9711 2023-12-23 23:43:04,695 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 5:06:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9313, loss_cls: 1.9658, loss: 1.9658 2023-12-23 23:43:30,166 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 5:06:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.9641, loss: 1.9641 2023-12-23 23:43:55,428 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 5:05:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9419, loss_cls: 2.0311, loss: 2.0311 2023-12-23 23:44:20,912 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 5:05:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9337, loss_cls: 2.0632, loss: 2.0632 2023-12-23 23:44:46,186 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 5:04:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.9544, loss: 1.9544 2023-12-23 23:45:11,486 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 5:04:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 2.0321, loss: 2.0321 2023-12-23 23:45:36,892 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 5:03:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 1.9581, loss: 1.9581 2023-12-23 23:46:02,646 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 5:03:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.9200, loss: 1.9200 2023-12-23 23:46:28,173 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 5:02:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 1.9803, loss: 1.9803 2023-12-23 23:46:53,704 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 5:02:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 2.0045, loss: 2.0045 2023-12-23 23:47:19,281 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 5:01:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 2.0573, loss: 2.0573 2023-12-23 23:47:44,837 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 5:01:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9306, loss_cls: 2.0223, loss: 2.0223 2023-12-23 23:48:10,649 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 5:00:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 2.0692, loss: 2.0692 2023-12-23 23:48:36,301 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 5:00:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 1.9573, loss: 1.9573 2023-12-23 23:49:01,670 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 5:00:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 2.0692, loss: 2.0692 2023-12-23 23:49:27,201 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 4:59:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 1.9400, loss: 1.9400 2023-12-23 23:49:52,799 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 4:59:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 2.0368, loss: 2.0368 2023-12-23 23:50:18,459 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 4:58:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 2.0647, loss: 2.0647 2023-12-23 23:50:43,888 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 4:58:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.9335, loss: 1.9335 2023-12-23 23:50:45,854 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-23 23:55:09,949 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:55:10,558 - pyskl - INFO - top1_acc 0.6838 top5_acc 0.9130 2023-12-23 23:55:10,585 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.6838, top5_acc: 0.9130 2023-12-23 23:56:03,335 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 4:59:08, time: 0.527, data_time: 0.272, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9487, loss_cls: 1.9284, loss: 1.9284 2023-12-23 23:56:28,956 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 4:58:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.8449, loss: 1.8449 2023-12-23 23:56:54,510 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 4:58:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.9439, loss: 1.9439 2023-12-23 23:57:20,376 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 4:57:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 1.9559, loss: 1.9559 2023-12-23 23:57:45,871 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 4:57:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.9347, loss: 1.9347 2023-12-23 23:58:11,247 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 4:56:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 1.9851, loss: 1.9851 2023-12-23 23:58:36,497 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 4:56:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 1.9675, loss: 1.9675 2023-12-23 23:59:01,805 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 4:55:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 1.9836, loss: 1.9836 2023-12-23 23:59:27,117 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 4:55:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 1.9687, loss: 1.9687 2023-12-23 23:59:52,448 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 4:54:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 2.0277, loss: 2.0277 2023-12-24 00:00:18,028 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 4:54:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9506, loss_cls: 1.9693, loss: 1.9693 2023-12-24 00:00:43,565 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 4:53:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 1.9646, loss: 1.9646 2023-12-24 00:01:08,891 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 4:53:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 1.8366, loss: 1.8366 2023-12-24 00:01:34,184 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 4:52:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.9209, loss: 1.9209 2023-12-24 00:01:59,624 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 4:52:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.9608, loss: 1.9608 2023-12-24 00:02:24,979 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 4:51:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9475, loss_cls: 1.9748, loss: 1.9748 2023-12-24 00:02:50,398 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 4:51:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9444, loss_cls: 2.0056, loss: 2.0056 2023-12-24 00:03:15,776 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 4:50:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 1.9589, loss: 1.9589 2023-12-24 00:03:41,225 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 4:50:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 1.9337, loss: 1.9337 2023-12-24 00:04:06,722 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 4:50:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9481, loss_cls: 1.9789, loss: 1.9789 2023-12-24 00:04:32,308 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 4:49:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9400, loss_cls: 2.0066, loss: 2.0066 2023-12-24 00:04:57,780 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 4:49:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 1.9641, loss: 1.9641 2023-12-24 00:05:23,572 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 4:48:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.9638, loss: 1.9638 2023-12-24 00:05:49,181 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 4:48:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 1.9941, loss: 1.9941 2023-12-24 00:06:14,385 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 4:47:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 2.0582, loss: 2.0582 2023-12-24 00:06:39,770 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 4:47:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9406, loss_cls: 1.8828, loss: 1.8828 2023-12-24 00:07:05,343 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 4:46:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9281, loss_cls: 2.0490, loss: 2.0490 2023-12-24 00:07:30,845 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 4:46:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 1.9967, loss: 1.9967 2023-12-24 00:07:56,790 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 4:45:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9313, loss_cls: 2.0656, loss: 2.0656 2023-12-24 00:08:21,945 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 4:45:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9275, loss_cls: 2.0389, loss: 2.0389 2023-12-24 00:08:47,516 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 4:44:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 1.8740, loss: 1.8740 2023-12-24 00:09:13,084 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 4:44:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 2.0134, loss: 2.0134 2023-12-24 00:09:38,689 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 4:43:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9344, loss_cls: 1.9802, loss: 1.9802 2023-12-24 00:10:04,146 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 4:43:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 2.0422, loss: 2.0422 2023-12-24 00:10:06,053 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-24 00:14:30,028 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:14:30,638 - pyskl - INFO - top1_acc 0.7062 top5_acc 0.9303 2023-12-24 00:14:30,664 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7062, top5_acc: 0.9303 2023-12-24 00:15:23,501 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 4:44:22, time: 0.528, data_time: 0.271, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9481, loss_cls: 2.0314, loss: 2.0314 2023-12-24 00:15:49,021 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 4:43:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.8893, loss: 1.8893 2023-12-24 00:16:14,519 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 4:43:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 1.9625, loss: 1.9625 2023-12-24 00:16:40,650 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 4:42:58, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9369, loss_cls: 1.9555, loss: 1.9555 2023-12-24 00:17:06,186 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 4:42:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 1.8479, loss: 1.8479 2023-12-24 00:17:31,619 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 4:42:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.9354, loss: 1.9354 2023-12-24 00:17:57,240 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 4:41:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.9071, loss: 1.9071 2023-12-24 00:18:22,757 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 4:41:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.9511, loss: 1.9511 2023-12-24 00:18:48,155 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 4:40:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 1.9423, loss: 1.9423 2023-12-24 00:19:13,492 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 4:40:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.8741, loss: 1.8741 2023-12-24 00:19:38,757 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 4:39:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 1.8642, loss: 1.8642 2023-12-24 00:20:03,981 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 4:39:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 1.8876, loss: 1.8876 2023-12-24 00:20:29,306 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 4:38:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.9606, loss: 1.9606 2023-12-24 00:20:54,586 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 4:38:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 1.9781, loss: 1.9781 2023-12-24 00:21:20,003 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 4:37:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9369, loss_cls: 1.9872, loss: 1.9872 2023-12-24 00:21:45,419 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 4:37:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.9808, loss: 1.9808 2023-12-24 00:22:10,533 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 4:36:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 1.9615, loss: 1.9615 2023-12-24 00:22:35,827 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 4:36:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 1.9638, loss: 1.9638 2023-12-24 00:23:01,063 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 4:35:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 1.9252, loss: 1.9252 2023-12-24 00:23:26,431 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 4:35:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9300, loss_cls: 2.0007, loss: 2.0007 2023-12-24 00:23:51,679 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 4:34:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 2.1206, loss: 2.1206 2023-12-24 00:24:16,985 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 4:34:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9306, loss_cls: 2.0416, loss: 2.0416 2023-12-24 00:24:42,671 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 4:33:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9300, loss_cls: 2.0425, loss: 2.0425 2023-12-24 00:25:08,312 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 4:33:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9463, loss_cls: 2.0053, loss: 2.0053 2023-12-24 00:25:33,774 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 4:32:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.9360, loss: 1.9360 2023-12-24 00:25:58,956 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 4:32:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 1.9469, loss: 1.9469 2023-12-24 00:26:24,180 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 4:31:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.9776, loss: 1.9776 2023-12-24 00:26:49,543 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 4:31:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 2.0096, loss: 2.0096 2023-12-24 00:27:15,009 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 4:30:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 1.9218, loss: 1.9218 2023-12-24 00:27:40,383 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 4:30:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 1.9562, loss: 1.9562 2023-12-24 00:28:06,044 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 4:29:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 1.9535, loss: 1.9535 2023-12-24 00:28:31,491 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 4:29:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9331, loss_cls: 1.9953, loss: 1.9953 2023-12-24 00:28:57,155 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 4:29:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 1.8983, loss: 1.8983 2023-12-24 00:29:22,625 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 4:28:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9500, loss_cls: 1.9534, loss: 1.9534 2023-12-24 00:29:24,544 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-24 00:33:48,828 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:33:49,438 - pyskl - INFO - top1_acc 0.6635 top5_acc 0.9081 2023-12-24 00:33:49,464 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.6635, top5_acc: 0.9081 2023-12-24 00:34:42,506 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 4:29:29, time: 0.530, data_time: 0.274, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 1.9753, loss: 1.9753 2023-12-24 00:35:07,930 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 4:29:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 1.9450, loss: 1.9450 2023-12-24 00:35:33,619 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 4:28:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9506, loss_cls: 1.9862, loss: 1.9862 2023-12-24 00:35:59,355 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 4:28:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 1.9427, loss: 1.9427 2023-12-24 00:36:24,831 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 4:27:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 1.8993, loss: 1.8993 2023-12-24 00:36:50,004 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 4:27:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 1.9878, loss: 1.9878 2023-12-24 00:37:15,590 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 4:26:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.9402, loss: 1.9402 2023-12-24 00:37:41,003 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 4:26:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.9244, loss: 1.9244 2023-12-24 00:38:06,781 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 4:25:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 1.9146, loss: 1.9146 2023-12-24 00:38:32,299 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 4:25:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 1.9636, loss: 1.9636 2023-12-24 00:38:57,675 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 4:24:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 1.9159, loss: 1.9159 2023-12-24 00:39:22,904 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 4:24:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9363, loss_cls: 1.9986, loss: 1.9986 2023-12-24 00:39:48,133 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 4:23:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 2.0275, loss: 2.0275 2023-12-24 00:40:13,523 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 4:23:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 1.9551, loss: 1.9551 2023-12-24 00:40:38,960 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 4:22:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9313, loss_cls: 1.9754, loss: 1.9754 2023-12-24 00:41:04,486 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 4:22:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 1.9631, loss: 1.9631 2023-12-24 00:41:30,146 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 4:21:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9300, loss_cls: 1.9900, loss: 1.9900 2023-12-24 00:41:55,409 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 4:21:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 1.9985, loss: 1.9985 2023-12-24 00:42:20,640 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 4:20:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.9533, loss: 1.9533 2023-12-24 00:42:45,852 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 4:20:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 2.0580, loss: 2.0580 2023-12-24 00:43:10,987 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 4:19:55, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 1.9369, loss: 1.9369 2023-12-24 00:43:36,542 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 4:19:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 2.0073, loss: 2.0073 2023-12-24 00:44:02,194 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 4:18:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 2.0428, loss: 2.0428 2023-12-24 00:44:28,017 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 4:18:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9400, loss_cls: 1.9265, loss: 1.9265 2023-12-24 00:44:53,503 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 4:18:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 1.9247, loss: 1.9247 2023-12-24 00:45:18,771 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 4:17:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 1.8917, loss: 1.8917 2023-12-24 00:45:43,955 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 4:17:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 1.8919, loss: 1.8919 2023-12-24 00:46:09,106 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 4:16:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 1.9916, loss: 1.9916 2023-12-24 00:46:34,818 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 4:16:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.9293, loss: 1.9293 2023-12-24 00:47:00,243 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 4:15:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.9488, loss: 1.9488 2023-12-24 00:47:25,834 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 4:15:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9456, loss_cls: 1.9896, loss: 1.9896 2023-12-24 00:47:51,369 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 4:14:43, time: 0.255, data_time: 0.001, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9381, loss_cls: 1.9938, loss: 1.9938 2023-12-24 00:48:16,971 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 4:14:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 1.8603, loss: 1.8603 2023-12-24 00:48:42,319 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 4:13:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 1.9700, loss: 1.9700 2023-12-24 00:48:44,261 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-24 00:53:08,367 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:53:09,020 - pyskl - INFO - top1_acc 0.6622 top5_acc 0.9163 2023-12-24 00:53:09,046 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.6622, top5_acc: 0.9163 2023-12-24 00:54:01,827 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 4:14:39, time: 0.528, data_time: 0.272, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 2.0183, loss: 2.0183 2023-12-24 00:54:27,651 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 4:14:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 1.8855, loss: 1.8855 2023-12-24 00:54:53,400 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 4:13:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9531, loss_cls: 1.9253, loss: 1.9253 2023-12-24 00:55:19,467 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 4:13:17, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 1.8460, loss: 1.8460 2023-12-24 00:55:44,859 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 4:12:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 1.9204, loss: 1.9204 2023-12-24 00:56:10,572 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 4:12:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 1.8925, loss: 1.8925 2023-12-24 00:56:36,065 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 4:11:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 1.9034, loss: 1.9034 2023-12-24 00:57:01,313 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 4:11:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9325, loss_cls: 1.9408, loss: 1.9408 2023-12-24 00:57:26,537 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 4:10:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.9077, loss: 1.9077 2023-12-24 00:57:51,765 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 4:10:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 1.9176, loss: 1.9176 2023-12-24 00:58:17,121 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 4:09:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 1.9787, loss: 1.9787 2023-12-24 00:58:42,327 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 4:09:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 2.0011, loss: 2.0011 2023-12-24 00:59:07,714 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 4:08:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 1.9603, loss: 1.9603 2023-12-24 00:59:33,217 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 4:08:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 2.0281, loss: 2.0281 2023-12-24 00:59:58,548 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 4:08:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.9743, loss: 1.9743 2023-12-24 01:00:23,845 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 4:07:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 1.9794, loss: 1.9794 2023-12-24 01:00:49,360 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 4:07:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.9562, loss: 1.9562 2023-12-24 01:01:14,745 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 4:06:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 1.9874, loss: 1.9874 2023-12-24 01:01:39,998 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 4:06:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9475, loss_cls: 1.9743, loss: 1.9743 2023-12-24 01:02:05,261 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 4:05:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 1.9169, loss: 1.9169 2023-12-24 01:02:30,608 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 4:05:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 1.9328, loss: 1.9328 2023-12-24 01:02:56,233 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 4:04:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9331, loss_cls: 1.9558, loss: 1.9558 2023-12-24 01:03:21,792 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 4:04:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 1.9766, loss: 1.9766 2023-12-24 01:03:47,067 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 4:03:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 2.0345, loss: 2.0345 2023-12-24 01:04:12,275 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 4:03:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9419, loss_cls: 1.9660, loss: 1.9660 2023-12-24 01:04:37,598 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 4:02:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9375, loss_cls: 1.9495, loss: 1.9495 2023-12-24 01:05:03,339 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 4:02:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9450, loss_cls: 2.0008, loss: 2.0008 2023-12-24 01:05:28,871 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 4:01:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 1.9594, loss: 1.9594 2023-12-24 01:05:54,485 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 4:01:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 1.9743, loss: 1.9743 2023-12-24 01:06:20,095 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 4:00:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 1.9629, loss: 1.9629 2023-12-24 01:06:45,432 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 4:00:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 1.9426, loss: 1.9426 2023-12-24 01:07:11,012 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 3:59:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 1.9421, loss: 1.9421 2023-12-24 01:07:36,355 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 3:59:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9475, loss_cls: 1.9510, loss: 1.9510 2023-12-24 01:08:01,785 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 3:58:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 1.8854, loss: 1.8854 2023-12-24 01:08:03,697 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-24 01:12:28,442 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:12:29,053 - pyskl - INFO - top1_acc 0.6916 top5_acc 0.9164 2023-12-24 01:12:29,079 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.6916, top5_acc: 0.9164 2023-12-24 01:13:21,875 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 3:59:48, time: 0.528, data_time: 0.271, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 1.8115, loss: 1.8115 2023-12-24 01:13:47,340 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 3:59:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.8831, loss: 1.8831 2023-12-24 01:14:12,833 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 3:58:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 1.8900, loss: 1.8900 2023-12-24 01:14:38,573 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 3:58:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 1.9402, loss: 1.9402 2023-12-24 01:15:03,876 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 3:57:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 1.9240, loss: 1.9240 2023-12-24 01:15:29,197 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 3:57:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 1.8689, loss: 1.8689 2023-12-24 01:15:54,461 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 3:56:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 1.9306, loss: 1.9306 2023-12-24 01:16:20,020 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 3:56:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 1.8309, loss: 1.8309 2023-12-24 01:16:45,412 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 3:56:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9463, loss_cls: 1.9769, loss: 1.9769 2023-12-24 01:17:10,895 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 3:55:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9500, loss_cls: 1.9585, loss: 1.9585 2023-12-24 01:17:36,221 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 3:55:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9494, loss_cls: 2.0020, loss: 2.0020 2023-12-24 01:18:01,597 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 3:54:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 1.9347, loss: 1.9347 2023-12-24 01:18:26,911 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 3:54:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 1.9910, loss: 1.9910 2023-12-24 01:18:52,290 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 3:53:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 1.9986, loss: 1.9986 2023-12-24 01:19:17,561 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 3:53:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.8740, loss: 1.8740 2023-12-24 01:19:43,063 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 3:52:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.9350, loss: 1.9350 2023-12-24 01:20:08,393 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 3:52:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 1.9075, loss: 1.9075 2023-12-24 01:20:33,920 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 3:51:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9537, loss_cls: 1.9140, loss: 1.9140 2023-12-24 01:20:59,487 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 3:51:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.8827, loss: 1.8827 2023-12-24 01:21:24,869 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 3:50:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 1.9429, loss: 1.9429 2023-12-24 01:21:50,248 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 3:50:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9387, loss_cls: 2.0204, loss: 2.0204 2023-12-24 01:22:15,872 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 3:49:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9331, loss_cls: 2.0691, loss: 2.0691 2023-12-24 01:22:41,743 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 3:49:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 2.0205, loss: 2.0205 2023-12-24 01:23:07,426 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 3:48:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9400, loss_cls: 1.9859, loss: 1.9859 2023-12-24 01:23:33,151 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 3:48:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9513, loss_cls: 2.0080, loss: 2.0080 2023-12-24 01:23:58,652 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 3:47:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 1.9277, loss: 1.9277 2023-12-24 01:24:23,835 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 3:47:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 2.0367, loss: 2.0367 2023-12-24 01:24:49,134 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 3:47:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.9201, loss: 1.9201 2023-12-24 01:25:14,825 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 3:46:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.8672, loss: 1.8672 2023-12-24 01:25:40,477 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 3:46:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 1.9520, loss: 1.9520 2023-12-24 01:26:05,683 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 3:45:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 2.0172, loss: 2.0172 2023-12-24 01:26:31,315 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 3:45:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 1.9962, loss: 1.9962 2023-12-24 01:26:57,199 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 3:44:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.9440, loss: 1.9440 2023-12-24 01:27:22,764 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 3:44:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.9061, loss: 1.9061 2023-12-24 01:27:24,688 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-24 01:31:48,911 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:31:49,523 - pyskl - INFO - top1_acc 0.6956 top5_acc 0.9199 2023-12-24 01:31:49,549 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.6956, top5_acc: 0.9199 2023-12-24 01:32:43,169 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 3:45:03, time: 0.536, data_time: 0.279, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 1.9037, loss: 1.9037 2023-12-24 01:33:08,948 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 3:44:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 1.9302, loss: 1.9302 2023-12-24 01:33:34,623 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 3:44:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9369, loss_cls: 1.9697, loss: 1.9697 2023-12-24 01:34:00,406 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 3:43:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.8885, loss: 1.8885 2023-12-24 01:34:25,791 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 3:43:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9531, loss_cls: 1.9192, loss: 1.9192 2023-12-24 01:34:51,162 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 3:42:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 1.8777, loss: 1.8777 2023-12-24 01:35:16,362 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 3:42:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.9691, loss: 1.9691 2023-12-24 01:35:41,671 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 3:41:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.9342, loss: 1.9342 2023-12-24 01:36:06,893 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 3:41:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.8686, loss: 1.8686 2023-12-24 01:36:32,105 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 3:40:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.9098, loss: 1.9098 2023-12-24 01:36:57,315 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 3:40:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 2.0044, loss: 2.0044 2023-12-24 01:37:22,810 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 3:39:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 1.8854, loss: 1.8854 2023-12-24 01:37:48,324 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 3:39:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.9189, loss: 1.9189 2023-12-24 01:38:13,763 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 3:38:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 1.9392, loss: 1.9392 2023-12-24 01:38:39,307 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 3:38:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 2.0146, loss: 2.0146 2023-12-24 01:39:04,680 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 3:37:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9413, loss_cls: 1.9086, loss: 1.9086 2023-12-24 01:39:30,256 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 3:37:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.9423, loss: 1.9423 2023-12-24 01:39:55,437 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 3:36:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.9320, loss: 1.9320 2023-12-24 01:40:20,632 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 3:36:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9513, loss_cls: 1.9685, loss: 1.9685 2023-12-24 01:40:45,823 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 3:36:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 1.9149, loss: 1.9149 2023-12-24 01:41:11,302 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 3:35:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.9105, loss: 1.9105 2023-12-24 01:41:36,912 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 3:35:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9513, loss_cls: 1.8964, loss: 1.8964 2023-12-24 01:42:02,583 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 3:34:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 1.9124, loss: 1.9124 2023-12-24 01:42:28,039 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 3:34:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9431, loss_cls: 1.9242, loss: 1.9242 2023-12-24 01:42:53,638 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 3:33:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 1.9636, loss: 1.9636 2023-12-24 01:43:19,033 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 3:33:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 1.9272, loss: 1.9272 2023-12-24 01:43:44,577 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 3:32:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 1.9207, loss: 1.9207 2023-12-24 01:44:10,175 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 3:32:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 1.9377, loss: 1.9377 2023-12-24 01:44:35,877 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 3:31:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9450, loss_cls: 2.0282, loss: 2.0282 2023-12-24 01:45:01,578 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 3:31:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 1.9404, loss: 1.9404 2023-12-24 01:45:27,129 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 3:30:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 1.9876, loss: 1.9876 2023-12-24 01:45:52,654 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 3:30:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.9341, loss: 1.9341 2023-12-24 01:46:18,100 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 3:29:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 2.0232, loss: 2.0232 2023-12-24 01:46:43,426 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 3:29:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.9404, loss: 1.9404 2023-12-24 01:46:45,358 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-24 01:51:09,359 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:51:09,970 - pyskl - INFO - top1_acc 0.6776 top5_acc 0.9198 2023-12-24 01:51:09,997 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.6776, top5_acc: 0.9198 2023-12-24 01:52:03,286 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 3:30:14, time: 0.533, data_time: 0.279, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.8754, loss: 1.8754 2023-12-24 01:52:28,831 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 3:29:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.8949, loss: 1.8949 2023-12-24 01:52:54,526 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 3:29:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 1.8913, loss: 1.8913 2023-12-24 01:53:20,337 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 3:28:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 1.9926, loss: 1.9926 2023-12-24 01:53:45,900 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 3:28:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 1.9195, loss: 1.9195 2023-12-24 01:54:11,414 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 3:27:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 1.9357, loss: 1.9357 2023-12-24 01:54:36,825 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 3:27:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.9373, loss: 1.9373 2023-12-24 01:55:02,183 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 3:26:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.8426, loss: 1.8426 2023-12-24 01:55:27,768 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 3:26:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 1.8540, loss: 1.8540 2023-12-24 01:55:53,217 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 3:26:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 1.8926, loss: 1.8926 2023-12-24 01:56:18,635 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 3:25:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 1.9065, loss: 1.9065 2023-12-24 01:56:43,984 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 3:25:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 1.8943, loss: 1.8943 2023-12-24 01:57:09,350 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 3:24:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9337, loss_cls: 1.9640, loss: 1.9640 2023-12-24 01:57:34,884 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 3:24:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.9294, loss: 1.9294 2023-12-24 01:58:00,355 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 3:23:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.9187, loss: 1.9187 2023-12-24 01:58:25,860 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 3:23:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 1.9385, loss: 1.9385 2023-12-24 01:58:51,346 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 3:22:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.9294, loss: 1.9294 2023-12-24 01:59:16,717 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 3:22:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9337, loss_cls: 2.1122, loss: 2.1122 2023-12-24 01:59:42,025 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 3:21:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.9037, loss: 1.9037 2023-12-24 02:00:07,438 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 3:21:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.9189, loss: 1.9189 2023-12-24 02:00:32,819 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 3:20:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.9085, loss: 1.9085 2023-12-24 02:00:58,383 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 3:20:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.9349, loss: 1.9349 2023-12-24 02:01:23,873 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 3:19:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 1.9492, loss: 1.9492 2023-12-24 02:01:49,364 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 3:19:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 1.9642, loss: 1.9642 2023-12-24 02:02:14,560 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 3:18:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.8558, loss: 1.8558 2023-12-24 02:02:39,769 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 3:18:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 1.9184, loss: 1.9184 2023-12-24 02:03:04,952 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 3:17:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.9720, loss: 1.9720 2023-12-24 02:03:30,560 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 3:17:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 1.8940, loss: 1.8940 2023-12-24 02:03:56,410 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 3:17:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9475, loss_cls: 2.0058, loss: 2.0058 2023-12-24 02:04:21,825 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 3:16:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 1.9682, loss: 1.9682 2023-12-24 02:04:47,492 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 3:16:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9456, loss_cls: 2.0170, loss: 2.0170 2023-12-24 02:05:13,210 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 3:15:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 1.9174, loss: 1.9174 2023-12-24 02:05:38,468 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 3:15:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 1.9224, loss: 1.9224 2023-12-24 02:06:03,602 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 3:14:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9431, loss_cls: 1.9324, loss: 1.9324 2023-12-24 02:06:05,521 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-24 02:10:30,126 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:10:30,737 - pyskl - INFO - top1_acc 0.7068 top5_acc 0.9294 2023-12-24 02:10:30,763 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7068, top5_acc: 0.9294 2023-12-24 02:11:23,373 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 3:15:24, time: 0.526, data_time: 0.272, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 1.8903, loss: 1.8903 2023-12-24 02:11:48,904 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 3:14:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 1.8994, loss: 1.8994 2023-12-24 02:12:14,690 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 3:14:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.9169, loss: 1.9169 2023-12-24 02:12:40,461 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 3:14:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 1.8333, loss: 1.8333 2023-12-24 02:13:05,933 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 3:13:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 1.9697, loss: 1.9697 2023-12-24 02:13:31,199 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 3:13:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.8812, loss: 1.8812 2023-12-24 02:13:56,644 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 3:12:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 1.9316, loss: 1.9316 2023-12-24 02:14:22,002 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 3:12:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 1.9081, loss: 1.9081 2023-12-24 02:14:47,420 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 3:11:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.9146, loss: 1.9146 2023-12-24 02:15:12,701 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 3:11:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 1.8486, loss: 1.8486 2023-12-24 02:15:38,160 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 3:10:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 1.8963, loss: 1.8963 2023-12-24 02:16:03,434 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 3:10:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 1.9156, loss: 1.9156 2023-12-24 02:16:28,812 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 3:09:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.8839, loss: 1.8839 2023-12-24 02:16:54,193 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 3:09:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 1.8621, loss: 1.8621 2023-12-24 02:17:19,616 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 3:08:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9631, loss_cls: 1.9093, loss: 1.9093 2023-12-24 02:17:44,947 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 3:08:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.9037, loss: 1.9037 2023-12-24 02:18:10,355 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 3:07:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 1.9660, loss: 1.9660 2023-12-24 02:18:35,631 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 3:07:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 1.9679, loss: 1.9679 2023-12-24 02:19:01,071 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 3:06:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9363, loss_cls: 1.9906, loss: 1.9906 2023-12-24 02:19:26,363 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 3:06:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9394, loss_cls: 2.0538, loss: 2.0538 2023-12-24 02:19:51,941 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 3:05:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 1.9644, loss: 1.9644 2023-12-24 02:20:17,441 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 3:05:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 1.9481, loss: 1.9481 2023-12-24 02:20:43,011 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 3:05:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 1.9879, loss: 1.9879 2023-12-24 02:21:08,584 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 3:04:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9375, loss_cls: 1.9603, loss: 1.9603 2023-12-24 02:21:34,143 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 3:04:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.9200, loss: 1.9200 2023-12-24 02:21:59,880 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 3:03:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.8999, loss: 1.8999 2023-12-24 02:22:25,524 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 3:03:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.8228, loss: 1.8228 2023-12-24 02:22:50,786 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 3:02:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9356, loss_cls: 1.9823, loss: 1.9823 2023-12-24 02:23:16,462 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 3:02:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 1.9123, loss: 1.9123 2023-12-24 02:23:42,173 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 3:01:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9413, loss_cls: 1.9993, loss: 1.9993 2023-12-24 02:24:07,403 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 3:01:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 1.9397, loss: 1.9397 2023-12-24 02:24:33,125 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 3:00:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.9057, loss: 1.9057 2023-12-24 02:24:58,717 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 3:00:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.9857, loss: 1.9857 2023-12-24 02:25:24,134 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 2:59:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 1.9000, loss: 1.9000 2023-12-24 02:25:26,025 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-24 02:29:50,516 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:29:51,128 - pyskl - INFO - top1_acc 0.6915 top5_acc 0.9215 2023-12-24 02:29:51,154 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.6915, top5_acc: 0.9215 2023-12-24 02:30:43,529 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 3:00:34, time: 0.524, data_time: 0.272, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 1.8838, loss: 1.8838 2023-12-24 02:31:09,103 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 3:00:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 1.8436, loss: 1.8436 2023-12-24 02:31:34,389 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 2:59:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 1.8555, loss: 1.8555 2023-12-24 02:31:59,929 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 2:59:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 1.7889, loss: 1.7889 2023-12-24 02:32:25,579 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 2:58:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 1.9010, loss: 1.9010 2023-12-24 02:32:50,904 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 2:58:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9556, loss_cls: 1.8269, loss: 1.8269 2023-12-24 02:33:16,395 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 2:57:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 1.8215, loss: 1.8215 2023-12-24 02:33:41,964 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 2:57:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 1.7996, loss: 1.7996 2023-12-24 02:34:07,290 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 2:56:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 1.8594, loss: 1.8594 2023-12-24 02:34:32,622 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 2:56:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 1.8623, loss: 1.8623 2023-12-24 02:34:57,835 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 2:55:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 1.9588, loss: 1.9588 2023-12-24 02:35:22,956 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 2:55:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 1.8808, loss: 1.8808 2023-12-24 02:35:48,222 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 2:54:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 1.8546, loss: 1.8546 2023-12-24 02:36:13,595 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 2:54:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 1.9701, loss: 1.9701 2023-12-24 02:36:39,037 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 2:53:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9387, loss_cls: 1.9433, loss: 1.9433 2023-12-24 02:37:04,462 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 2:53:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9394, loss_cls: 2.0344, loss: 2.0344 2023-12-24 02:37:29,697 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 2:53:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.9127, loss: 1.9127 2023-12-24 02:37:55,162 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 2:52:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 2.0202, loss: 2.0202 2023-12-24 02:38:20,485 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 2:52:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 2.0027, loss: 2.0027 2023-12-24 02:38:45,715 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 2:51:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.9084, loss: 1.9084 2023-12-24 02:39:11,348 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 2:51:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 1.8382, loss: 1.8382 2023-12-24 02:39:36,978 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 2:50:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 1.9891, loss: 1.9891 2023-12-24 02:40:02,681 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 2:50:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.9049, loss: 1.9049 2023-12-24 02:40:28,484 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 2:49:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 1.9717, loss: 1.9717 2023-12-24 02:40:54,019 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 2:49:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 1.9379, loss: 1.9379 2023-12-24 02:41:19,487 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 2:48:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9337, loss_cls: 2.0036, loss: 2.0036 2023-12-24 02:41:44,944 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 2:48:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.9552, loss: 1.9552 2023-12-24 02:42:10,321 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 2:47:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.9505, loss: 1.9505 2023-12-24 02:42:35,606 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 2:47:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 1.8981, loss: 1.8981 2023-12-24 02:43:01,350 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 2:46:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.9193, loss: 1.9193 2023-12-24 02:43:26,793 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 2:46:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 1.9797, loss: 1.9797 2023-12-24 02:43:52,511 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 2:46:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.9440, loss: 1.9440 2023-12-24 02:44:17,748 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 2:45:32, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 1.9329, loss: 1.9329 2023-12-24 02:44:43,079 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 2:45:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.8837, loss: 1.8837 2023-12-24 02:44:44,994 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-24 02:49:09,417 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:49:10,030 - pyskl - INFO - top1_acc 0.7076 top5_acc 0.9278 2023-12-24 02:49:10,056 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7076, top5_acc: 0.9278 2023-12-24 02:50:03,165 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 2:45:42, time: 0.531, data_time: 0.278, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 1.9052, loss: 1.9052 2023-12-24 02:50:28,725 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 2:45:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.8202, loss: 1.8202 2023-12-24 02:50:54,519 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 2:44:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 1.9253, loss: 1.9253 2023-12-24 02:51:20,238 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 2:44:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9437, loss_cls: 1.7979, loss: 1.7979 2023-12-24 02:51:46,143 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 2:43:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 1.8046, loss: 1.8046 2023-12-24 02:52:11,713 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 2:43:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.8782, loss: 1.8782 2023-12-24 02:52:37,384 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 2:42:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 1.9204, loss: 1.9204 2023-12-24 02:53:02,580 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 2:42:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9506, loss_cls: 1.9872, loss: 1.9872 2023-12-24 02:53:27,821 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 2:42:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 1.8563, loss: 1.8563 2023-12-24 02:53:53,335 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 2:41:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.8143, loss: 1.8143 2023-12-24 02:54:18,944 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 2:41:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 1.9065, loss: 1.9065 2023-12-24 02:54:44,487 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 2:40:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 1.9240, loss: 1.9240 2023-12-24 02:55:09,854 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 2:40:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8869, loss: 1.8869 2023-12-24 02:55:35,272 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 2:39:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 1.8776, loss: 1.8776 2023-12-24 02:56:00,627 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 2:39:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.8744, loss: 1.8744 2023-12-24 02:56:25,783 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 2:38:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 1.8702, loss: 1.8702 2023-12-24 02:56:50,957 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 2:38:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 1.8532, loss: 1.8532 2023-12-24 02:57:16,090 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 2:37:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 1.9428, loss: 1.9428 2023-12-24 02:57:41,196 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 2:37:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.8937, loss: 1.8937 2023-12-24 02:58:06,298 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 2:36:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 1.8710, loss: 1.8710 2023-12-24 02:58:31,597 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 2:36:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 1.9161, loss: 1.9161 2023-12-24 02:58:57,020 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 2:35:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.9443, loss: 1.9443 2023-12-24 02:59:22,393 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 2:35:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.9657, loss: 1.9657 2023-12-24 02:59:47,836 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 2:34:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.8245, loss: 1.8245 2023-12-24 03:00:13,241 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 2:34:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 1.9125, loss: 1.9125 2023-12-24 03:00:38,358 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 2:33:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9494, loss_cls: 1.9924, loss: 1.9924 2023-12-24 03:01:03,513 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 2:33:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 1.9402, loss: 1.9402 2023-12-24 03:01:28,674 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 2:32:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.9264, loss: 1.9264 2023-12-24 03:01:53,949 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 2:32:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 1.9165, loss: 1.9165 2023-12-24 03:02:19,764 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 2:32:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9313, loss_cls: 1.9972, loss: 1.9972 2023-12-24 03:02:45,472 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 2:31:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 1.9157, loss: 1.9157 2023-12-24 03:03:11,359 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 2:31:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 1.8692, loss: 1.8692 2023-12-24 03:03:36,924 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 2:30:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.9192, loss: 1.9192 2023-12-24 03:04:02,558 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 2:30:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 1.9679, loss: 1.9679 2023-12-24 03:04:04,658 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-24 03:08:29,713 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:08:30,326 - pyskl - INFO - top1_acc 0.7100 top5_acc 0.9272 2023-12-24 03:08:30,353 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7100, top5_acc: 0.9272 2023-12-24 03:09:23,847 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 2:30:51, time: 0.535, data_time: 0.284, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.8248, loss: 1.8248 2023-12-24 03:09:49,219 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 2:30:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.9193, loss: 1.9193 2023-12-24 03:10:14,602 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 2:29:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.8267, loss: 1.8267 2023-12-24 03:10:39,963 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 2:29:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.8503, loss: 1.8503 2023-12-24 03:11:05,528 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 2:28:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 1.8951, loss: 1.8951 2023-12-24 03:11:30,932 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 2:28:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 1.8769, loss: 1.8769 2023-12-24 03:11:56,423 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 2:28:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 1.8971, loss: 1.8971 2023-12-24 03:12:21,737 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 2:27:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9681, loss_cls: 1.7949, loss: 1.7949 2023-12-24 03:12:47,336 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 2:27:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.9064, loss: 1.9064 2023-12-24 03:13:13,035 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 2:26:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 1.8540, loss: 1.8540 2023-12-24 03:13:38,419 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 2:26:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 2.0090, loss: 2.0090 2023-12-24 03:14:03,850 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 2:25:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.8777, loss: 1.8777 2023-12-24 03:14:29,297 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 2:25:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 1.9047, loss: 1.9047 2023-12-24 03:14:54,609 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 2:24:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.9110, loss: 1.9110 2023-12-24 03:15:20,046 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 2:24:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9450, loss_cls: 1.9099, loss: 1.9099 2023-12-24 03:15:45,451 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 2:23:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.8709, loss: 1.8709 2023-12-24 03:16:10,882 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 2:23:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 1.8889, loss: 1.8889 2023-12-24 03:16:36,334 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 2:22:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.9134, loss: 1.9134 2023-12-24 03:17:01,758 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 2:22:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9506, loss_cls: 1.8453, loss: 1.8453 2023-12-24 03:17:27,103 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 2:21:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 1.9508, loss: 1.9508 2023-12-24 03:17:52,497 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 2:21:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.9697, loss: 1.9697 2023-12-24 03:18:17,725 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 2:21:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9469, loss_cls: 1.9607, loss: 1.9607 2023-12-24 03:18:42,851 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 2:20:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 1.9087, loss: 1.9087 2023-12-24 03:19:07,956 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 2:20:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.8997, loss: 1.8997 2023-12-24 03:19:33,036 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 2:19:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 1.8660, loss: 1.8660 2023-12-24 03:19:58,142 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 2:19:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 1.8700, loss: 1.8700 2023-12-24 03:20:23,230 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 2:18:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.8909, loss: 1.8909 2023-12-24 03:20:48,353 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 2:18:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.9183, loss: 1.9183 2023-12-24 03:21:13,568 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 2:17:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 1.9378, loss: 1.9378 2023-12-24 03:21:39,468 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 2:17:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 1.9842, loss: 1.9842 2023-12-24 03:22:05,188 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 2:16:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 1.9100, loss: 1.9100 2023-12-24 03:22:30,981 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 2:16:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 1.8764, loss: 1.8764 2023-12-24 03:22:56,292 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 2:15:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.8519, loss: 1.8519 2023-12-24 03:23:21,506 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 2:15:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 1.9480, loss: 1.9480 2023-12-24 03:23:23,481 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-24 03:27:49,062 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:27:49,673 - pyskl - INFO - top1_acc 0.6693 top5_acc 0.9255 2023-12-24 03:27:49,700 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.6693, top5_acc: 0.9255 2023-12-24 03:28:42,424 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 2:15:54, time: 0.527, data_time: 0.277, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 1.8468, loss: 1.8468 2023-12-24 03:29:07,974 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 2:15:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.8644, loss: 1.8644 2023-12-24 03:29:33,891 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 2:14:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9450, loss_cls: 1.8788, loss: 1.8788 2023-12-24 03:29:59,680 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 2:14:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 1.8516, loss: 1.8516 2023-12-24 03:30:25,394 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 2:14:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.9042, loss: 1.9042 2023-12-24 03:30:50,777 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 2:13:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9556, loss_cls: 1.9323, loss: 1.9323 2023-12-24 03:31:16,175 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 2:13:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.8236, loss: 1.8236 2023-12-24 03:31:41,584 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 2:12:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.9642, loss: 1.9642 2023-12-24 03:32:06,905 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 2:12:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.8974, loss: 1.8974 2023-12-24 03:32:32,289 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 2:11:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9550, loss_cls: 1.8819, loss: 1.8819 2023-12-24 03:32:57,667 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 2:11:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.9121, loss: 1.9121 2023-12-24 03:33:22,917 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 2:10:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 1.9391, loss: 1.9391 2023-12-24 03:33:48,129 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 2:10:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9375, loss_cls: 1.8757, loss: 1.8757 2023-12-24 03:34:13,419 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 2:09:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 1.8910, loss: 1.8910 2023-12-24 03:34:39,013 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 2:09:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 1.8706, loss: 1.8706 2023-12-24 03:35:04,333 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 2:08:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 1.7903, loss: 1.7903 2023-12-24 03:35:29,579 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 2:08:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.8204, loss: 1.8204 2023-12-24 03:35:54,818 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 2:07:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 1.8909, loss: 1.8909 2023-12-24 03:36:20,149 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 2:07:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 1.9173, loss: 1.9173 2023-12-24 03:36:45,454 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 2:07:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 1.9177, loss: 1.9177 2023-12-24 03:37:10,682 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 2:06:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9500, loss_cls: 1.9891, loss: 1.9891 2023-12-24 03:37:36,112 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 2:06:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 1.8960, loss: 1.8960 2023-12-24 03:38:01,494 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 2:05:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.9099, loss: 1.9099 2023-12-24 03:38:26,817 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 2:05:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.9610, loss: 1.9610 2023-12-24 03:38:52,069 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 2:04:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 1.8625, loss: 1.8625 2023-12-24 03:39:17,922 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 2:04:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 1.9351, loss: 1.9351 2023-12-24 03:39:43,457 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 2:03:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 1.9317, loss: 1.9317 2023-12-24 03:40:09,062 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 2:03:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9437, loss_cls: 1.9618, loss: 1.9618 2023-12-24 03:40:34,634 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 2:02:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9631, loss_cls: 1.8468, loss: 1.8468 2023-12-24 03:41:00,363 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 2:02:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.7663, loss: 1.7663 2023-12-24 03:41:25,890 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 2:01:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.8455, loss: 1.8455 2023-12-24 03:41:51,567 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 2:01:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9469, loss_cls: 1.9492, loss: 1.9492 2023-12-24 03:42:17,035 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 2:01:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9419, loss_cls: 1.9501, loss: 1.9501 2023-12-24 03:42:42,593 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 2:00:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9525, loss_cls: 1.8825, loss: 1.8825 2023-12-24 03:42:44,770 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-24 03:47:10,731 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:47:11,338 - pyskl - INFO - top1_acc 0.6931 top5_acc 0.9191 2023-12-24 03:47:11,365 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.6931, top5_acc: 0.9191 2023-12-24 03:48:04,903 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 2:01:05, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 1.8663, loss: 1.8663 2023-12-24 03:48:30,581 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 2:00:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.8966, loss: 1.8966 2023-12-24 03:48:56,337 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 2:00:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 1.8441, loss: 1.8441 2023-12-24 03:49:22,126 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 1:59:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.8776, loss: 1.8776 2023-12-24 03:49:47,753 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 1:59:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 1.9102, loss: 1.9102 2023-12-24 03:50:13,021 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 1:58:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 1.8464, loss: 1.8464 2023-12-24 03:50:38,607 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 1:58:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.8909, loss: 1.8909 2023-12-24 03:51:04,136 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 1:57:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 1.7999, loss: 1.7999 2023-12-24 03:51:29,752 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 1:57:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.8343, loss: 1.8343 2023-12-24 03:51:55,322 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 1:56:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 1.9309, loss: 1.9309 2023-12-24 03:52:20,903 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 1:56:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 1.8376, loss: 1.8376 2023-12-24 03:52:46,352 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 1:56:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 1.8623, loss: 1.8623 2023-12-24 03:53:11,555 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 1:55:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 1.8660, loss: 1.8660 2023-12-24 03:53:36,820 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 1:55:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.8427, loss: 1.8427 2023-12-24 03:54:02,142 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 1:54:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8744, loss: 1.8744 2023-12-24 03:54:27,528 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 1:54:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 1.8491, loss: 1.8491 2023-12-24 03:54:52,806 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 1:53:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 1.9332, loss: 1.9332 2023-12-24 03:55:18,140 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 1:53:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.9162, loss: 1.9162 2023-12-24 03:55:43,518 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 1:52:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.8748, loss: 1.8748 2023-12-24 03:56:08,742 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 1:52:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.8456, loss: 1.8456 2023-12-24 03:56:34,363 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 1:51:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 1.8716, loss: 1.8716 2023-12-24 03:57:00,018 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 1:51:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 1.8045, loss: 1.8045 2023-12-24 03:57:25,674 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 1:50:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.8793, loss: 1.8793 2023-12-24 03:57:51,052 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 1:50:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.8692, loss: 1.8692 2023-12-24 03:58:16,601 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 1:49:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.9077, loss: 1.9077 2023-12-24 03:58:41,982 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 1:49:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.9439, loss: 1.9439 2023-12-24 03:59:07,314 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 1:49:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 1.8752, loss: 1.8752 2023-12-24 03:59:32,711 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 1:48:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 1.9232, loss: 1.9232 2023-12-24 03:59:58,272 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 1:48:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 1.9712, loss: 1.9712 2023-12-24 04:00:23,843 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 1:47:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 1.9480, loss: 1.9480 2023-12-24 04:00:49,390 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 1:47:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 1.9305, loss: 1.9305 2023-12-24 04:01:14,840 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 1:46:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.8300, loss: 1.8300 2023-12-24 04:01:40,012 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 1:46:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 1.8425, loss: 1.8425 2023-12-24 04:02:05,171 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 1:45:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.7468, loss: 1.7468 2023-12-24 04:02:07,274 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-24 04:06:32,269 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:06:32,878 - pyskl - INFO - top1_acc 0.7116 top5_acc 0.9319 2023-12-24 04:06:32,904 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7116, top5_acc: 0.9319 2023-12-24 04:07:26,830 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 1:46:17, time: 0.539, data_time: 0.284, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 1.8277, loss: 1.8277 2023-12-24 04:07:52,606 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 1:45:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 1.8548, loss: 1.8548 2023-12-24 04:08:18,303 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 1:45:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 1.8395, loss: 1.8395 2023-12-24 04:08:44,299 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 1:44:56, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 1.8323, loss: 1.8323 2023-12-24 04:09:10,028 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 1:44:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 1.8391, loss: 1.8391 2023-12-24 04:09:35,569 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 1:44:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 1.8514, loss: 1.8514 2023-12-24 04:10:01,010 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 1:43:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.8795, loss: 1.8795 2023-12-24 04:10:26,276 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 1:43:05, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 1.8367, loss: 1.8367 2023-12-24 04:10:51,439 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 1:42:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.8513, loss: 1.8513 2023-12-24 04:11:16,599 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 1:42:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 1.8994, loss: 1.8994 2023-12-24 04:11:42,176 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 1:41:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.8119, loss: 1.8119 2023-12-24 04:12:07,679 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 1:41:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 1.9135, loss: 1.9135 2023-12-24 04:12:33,057 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 1:40:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 1.8733, loss: 1.8733 2023-12-24 04:12:58,593 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 1:40:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9313, loss_cls: 1.9510, loss: 1.9510 2023-12-24 04:13:23,842 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 1:39:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 1.9001, loss: 1.9001 2023-12-24 04:13:49,039 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 1:39:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.8689, loss: 1.8689 2023-12-24 04:14:14,553 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 1:38:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 1.8463, loss: 1.8463 2023-12-24 04:14:39,903 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 1:38:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 1.9275, loss: 1.9275 2023-12-24 04:15:05,375 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 1:37:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9525, loss_cls: 1.9300, loss: 1.9300 2023-12-24 04:15:30,836 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 1:37:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 1.8574, loss: 1.8574 2023-12-24 04:15:56,292 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 1:37:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.8752, loss: 1.8752 2023-12-24 04:16:21,782 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 1:36:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 1.9304, loss: 1.9304 2023-12-24 04:16:47,246 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 1:36:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 1.8293, loss: 1.8293 2023-12-24 04:17:12,497 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 1:35:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 1.8118, loss: 1.8118 2023-12-24 04:17:37,630 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 1:35:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 1.8998, loss: 1.8998 2023-12-24 04:18:02,788 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 1:34:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9569, loss_cls: 1.8969, loss: 1.8969 2023-12-24 04:18:27,949 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 1:34:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9463, loss_cls: 1.9336, loss: 1.9336 2023-12-24 04:18:53,097 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 1:33:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 1.9325, loss: 1.9325 2023-12-24 04:19:18,459 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 1:33:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 1.7734, loss: 1.7734 2023-12-24 04:19:43,938 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 1:32:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.8115, loss: 1.8115 2023-12-24 04:20:09,709 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 1:32:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 1.8069, loss: 1.8069 2023-12-24 04:20:35,610 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 1:31:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.8613, loss: 1.8613 2023-12-24 04:21:01,034 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 1:31:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9437, loss_cls: 1.8518, loss: 1.8518 2023-12-24 04:21:26,445 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 1:30:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 1.9357, loss: 1.9357 2023-12-24 04:21:28,554 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-24 04:25:53,279 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:25:53,895 - pyskl - INFO - top1_acc 0.6936 top5_acc 0.9293 2023-12-24 04:25:53,924 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.6936, top5_acc: 0.9293 2023-12-24 04:26:46,728 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 1:31:25, time: 0.528, data_time: 0.273, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 1.7482, loss: 1.7482 2023-12-24 04:27:12,327 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 1:30:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 1.8577, loss: 1.8577 2023-12-24 04:27:38,329 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 1:30:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9394, loss_cls: 1.8694, loss: 1.8694 2023-12-24 04:28:04,157 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 1:30:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.8312, loss: 1.8312 2023-12-24 04:28:29,964 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 1:29:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.7454, loss: 1.7454 2023-12-24 04:28:55,268 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 1:29:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 1.8192, loss: 1.8192 2023-12-24 04:29:20,595 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 1:28:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 1.8376, loss: 1.8376 2023-12-24 04:29:46,094 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 1:28:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 1.9621, loss: 1.9621 2023-12-24 04:30:11,989 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 1:27:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.8370, loss: 1.8370 2023-12-24 04:30:37,363 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 1:27:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.8219, loss: 1.8219 2023-12-24 04:31:02,684 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 1:26:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9550, loss_cls: 1.9366, loss: 1.9366 2023-12-24 04:31:28,336 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 1:26:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 1.8915, loss: 1.8915 2023-12-24 04:31:53,700 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 1:25:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 1.8647, loss: 1.8647 2023-12-24 04:32:19,176 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 1:25:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9581, loss_cls: 1.8671, loss: 1.8671 2023-12-24 04:32:44,289 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 1:24:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.8136, loss: 1.8136 2023-12-24 04:33:09,356 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 1:24:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 1.9218, loss: 1.9218 2023-12-24 04:33:34,466 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 1:24:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 1.8353, loss: 1.8353 2023-12-24 04:33:59,577 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 1:23:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.7931, loss: 1.7931 2023-12-24 04:34:24,684 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 1:23:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 1.8676, loss: 1.8676 2023-12-24 04:34:49,783 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 1:22:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.8289, loss: 1.8289 2023-12-24 04:35:15,035 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 1:22:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9413, loss_cls: 1.8840, loss: 1.8840 2023-12-24 04:35:40,532 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 1:21:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.9198, loss: 1.9198 2023-12-24 04:36:05,754 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 1:21:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9581, loss_cls: 1.8741, loss: 1.8741 2023-12-24 04:36:31,010 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 1:20:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 1.8582, loss: 1.8582 2023-12-24 04:36:56,523 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 1:20:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 1.8857, loss: 1.8857 2023-12-24 04:37:21,735 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 1:19:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 1.9564, loss: 1.9564 2023-12-24 04:37:47,030 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 1:19:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.9803, loss: 1.9803 2023-12-24 04:38:12,387 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 1:18:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 1.8762, loss: 1.8762 2023-12-24 04:38:38,030 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 1:18:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9381, loss_cls: 1.9154, loss: 1.9154 2023-12-24 04:39:03,643 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 1:17:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.9869, loss: 1.9869 2023-12-24 04:39:29,433 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 1:17:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 1.7910, loss: 1.7910 2023-12-24 04:39:55,310 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 1:17:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.8251, loss: 1.8251 2023-12-24 04:40:20,839 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 1:16:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 1.8530, loss: 1.8530 2023-12-24 04:40:46,281 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 1:16:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 1.8321, loss: 1.8321 2023-12-24 04:40:48,219 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-24 04:45:13,202 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:45:13,816 - pyskl - INFO - top1_acc 0.7042 top5_acc 0.9264 2023-12-24 04:45:13,843 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7042, top5_acc: 0.9264 2023-12-24 04:46:06,326 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 1:16:32, time: 0.525, data_time: 0.275, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.8375, loss: 1.8375 2023-12-24 04:46:31,781 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 1:16:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.7915, loss: 1.7915 2023-12-24 04:46:57,649 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 1:15:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 1.8242, loss: 1.8242 2023-12-24 04:47:23,240 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 1:15:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9637, loss_cls: 1.8358, loss: 1.8358 2023-12-24 04:47:48,897 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 1:14:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.8238, loss: 1.8238 2023-12-24 04:48:14,047 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 1:14:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9550, loss_cls: 1.8861, loss: 1.8861 2023-12-24 04:48:39,117 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 1:13:45, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 1.8050, loss: 1.8050 2023-12-24 04:49:04,176 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 1:13:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.8403, loss: 1.8403 2023-12-24 04:49:29,279 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 1:12:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 1.8811, loss: 1.8811 2023-12-24 04:49:54,372 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 1:12:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.9084, loss: 1.9084 2023-12-24 04:50:19,452 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 1:11:51, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 1.9097, loss: 1.9097 2023-12-24 04:50:45,228 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 1:11:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 1.8369, loss: 1.8369 2023-12-24 04:51:10,999 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 1:10:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 1.8227, loss: 1.8227 2023-12-24 04:51:36,381 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 1:10:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 1.9183, loss: 1.9183 2023-12-24 04:52:01,578 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 1:10:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.8494, loss: 1.8494 2023-12-24 04:52:26,943 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 1:09:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 1.8771, loss: 1.8771 2023-12-24 04:52:52,533 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 1:09:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 1.8301, loss: 1.8301 2023-12-24 04:53:17,887 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 1:08:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 1.8561, loss: 1.8561 2023-12-24 04:53:43,165 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 1:08:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 1.8199, loss: 1.8199 2023-12-24 04:54:08,719 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 1:07:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 1.7836, loss: 1.7836 2023-12-24 04:54:34,002 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 1:07:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.8660, loss: 1.8660 2023-12-24 04:54:59,397 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 1:06:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9419, loss_cls: 1.9093, loss: 1.9093 2023-12-24 04:55:24,993 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 1:06:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.8404, loss: 1.8404 2023-12-24 04:55:50,452 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 1:05:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 1.8730, loss: 1.8730 2023-12-24 04:56:15,870 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 1:05:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 1.8899, loss: 1.8899 2023-12-24 04:56:41,304 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 1:04:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.8683, loss: 1.8683 2023-12-24 04:57:06,785 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 1:04:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 1.9422, loss: 1.9422 2023-12-24 04:57:32,052 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 1:03:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.8734, loss: 1.8734 2023-12-24 04:57:57,490 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 1:03:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.8335, loss: 1.8335 2023-12-24 04:58:22,987 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 1:03:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 1.9433, loss: 1.9433 2023-12-24 04:58:48,145 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 1:02:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9575, loss_cls: 1.8243, loss: 1.8243 2023-12-24 04:59:13,730 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 1:02:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 1.8729, loss: 1.8729 2023-12-24 04:59:39,130 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 1:01:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 1.7789, loss: 1.7789 2023-12-24 05:00:04,352 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 1:01:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.9217, loss: 1.9217 2023-12-24 05:00:06,374 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-24 05:04:31,558 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:04:32,169 - pyskl - INFO - top1_acc 0.6716 top5_acc 0.9184 2023-12-24 05:04:32,195 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.6716, top5_acc: 0.9184 2023-12-24 05:05:25,355 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 1:01:37, time: 0.532, data_time: 0.279, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8944, loss: 1.8944 2023-12-24 05:05:50,862 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 1:01:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 1.7718, loss: 1.7718 2023-12-24 05:06:16,747 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 1:00:42, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 1.7948, loss: 1.7948 2023-12-24 05:06:42,555 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 1:00:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 1.7748, loss: 1.7748 2023-12-24 05:07:08,416 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 0:59:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.8390, loss: 1.8390 2023-12-24 05:07:33,899 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 0:59:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.7851, loss: 1.7851 2023-12-24 05:07:59,347 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 0:58:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 1.7433, loss: 1.7433 2023-12-24 05:08:24,852 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 0:58:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9606, loss_cls: 1.8109, loss: 1.8109 2023-12-24 05:08:50,110 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 0:57:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.8235, loss: 1.8235 2023-12-24 05:09:15,386 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 0:57:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 1.8619, loss: 1.8619 2023-12-24 05:09:40,641 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 0:57:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 1.8293, loss: 1.8293 2023-12-24 05:10:05,968 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 0:56:33, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.8665, loss: 1.8665 2023-12-24 05:10:31,349 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 0:56:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.8651, loss: 1.8651 2023-12-24 05:10:56,683 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 0:55:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.8593, loss: 1.8593 2023-12-24 05:11:22,039 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 0:55:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 1.8519, loss: 1.8519 2023-12-24 05:11:47,541 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 0:54:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 1.7870, loss: 1.7870 2023-12-24 05:12:12,841 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 0:54:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.9286, loss: 1.9286 2023-12-24 05:12:38,094 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 0:53:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 1.8239, loss: 1.8239 2023-12-24 05:13:03,367 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 0:53:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.8259, loss: 1.8259 2023-12-24 05:13:28,806 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 0:52:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.8842, loss: 1.8842 2023-12-24 05:13:54,055 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 0:52:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 1.8833, loss: 1.8833 2023-12-24 05:14:19,906 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 0:51:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.8718, loss: 1.8718 2023-12-24 05:14:45,546 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 0:51:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.8348, loss: 1.8348 2023-12-24 05:15:10,834 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 0:50:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 1.8699, loss: 1.8699 2023-12-24 05:15:36,281 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 0:50:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.7895, loss: 1.7895 2023-12-24 05:16:01,620 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 0:50:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 1.8475, loss: 1.8475 2023-12-24 05:16:27,373 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 0:49:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9544, loss_cls: 1.9104, loss: 1.9104 2023-12-24 05:16:52,877 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 0:49:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9425, loss_cls: 1.8288, loss: 1.8288 2023-12-24 05:17:18,349 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 0:48:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 1.9325, loss: 1.9325 2023-12-24 05:17:43,648 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 0:48:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 1.9153, loss: 1.9153 2023-12-24 05:18:08,842 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 0:47:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.8722, loss: 1.8722 2023-12-24 05:18:34,406 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 0:47:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 1.9175, loss: 1.9175 2023-12-24 05:19:00,225 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 0:46:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 1.9146, loss: 1.9146 2023-12-24 05:19:25,578 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 0:46:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 1.9429, loss: 1.9429 2023-12-24 05:19:27,525 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-24 05:23:53,113 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:23:53,723 - pyskl - INFO - top1_acc 0.6956 top5_acc 0.9272 2023-12-24 05:23:53,751 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.6956, top5_acc: 0.9272 2023-12-24 05:24:46,861 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 0:46:47, time: 0.531, data_time: 0.277, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.9277, loss: 1.9277 2023-12-24 05:25:12,315 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 0:46:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 1.8959, loss: 1.8959 2023-12-24 05:25:37,885 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 0:45:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 1.8301, loss: 1.8301 2023-12-24 05:26:03,764 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 0:45:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 1.7594, loss: 1.7594 2023-12-24 05:26:29,372 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 0:44:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9613, loss_cls: 1.8083, loss: 1.8083 2023-12-24 05:26:54,734 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 0:44:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.7777, loss: 1.7777 2023-12-24 05:27:20,161 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 0:44:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.8344, loss: 1.8344 2023-12-24 05:27:45,485 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 0:43:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 1.7768, loss: 1.7768 2023-12-24 05:28:10,699 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 0:43:05, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 1.8541, loss: 1.8541 2023-12-24 05:28:35,994 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 0:42:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.7694, loss: 1.7694 2023-12-24 05:29:01,329 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 0:42:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 1.8088, loss: 1.8088 2023-12-24 05:29:26,623 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 0:41:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.8163, loss: 1.8163 2023-12-24 05:29:52,260 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 0:41:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 1.8577, loss: 1.8577 2023-12-24 05:30:17,565 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 0:40:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.8273, loss: 1.8273 2023-12-24 05:30:42,900 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 0:40:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.8829, loss: 1.8829 2023-12-24 05:31:08,350 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 0:39:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 1.8305, loss: 1.8305 2023-12-24 05:31:33,483 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 0:39:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 1.7963, loss: 1.7963 2023-12-24 05:31:58,600 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 0:38:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.8232, loss: 1.8232 2023-12-24 05:32:23,715 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 0:38:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 1.8466, loss: 1.8466 2023-12-24 05:32:49,087 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 0:37:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.7585, loss: 1.7585 2023-12-24 05:33:14,604 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 0:37:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.9041, loss: 1.9041 2023-12-24 05:33:40,060 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 0:37:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.8369, loss: 1.8369 2023-12-24 05:34:05,157 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 0:36:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 1.8702, loss: 1.8702 2023-12-24 05:34:30,260 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 0:36:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 1.7685, loss: 1.7685 2023-12-24 05:34:55,448 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 0:35:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.8511, loss: 1.8511 2023-12-24 05:35:20,883 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 0:35:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.8113, loss: 1.8113 2023-12-24 05:35:46,301 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 0:34:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.9064, loss: 1.9064 2023-12-24 05:36:11,641 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 0:34:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 1.8107, loss: 1.8107 2023-12-24 05:36:37,214 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 0:33:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.8570, loss: 1.8570 2023-12-24 05:37:02,785 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 0:33:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 1.8172, loss: 1.8172 2023-12-24 05:37:28,239 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 0:32:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.8608, loss: 1.8608 2023-12-24 05:37:54,029 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 0:32:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 1.8783, loss: 1.8783 2023-12-24 05:38:19,670 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 0:31:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9425, loss_cls: 1.8177, loss: 1.8177 2023-12-24 05:38:45,228 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 0:31:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 1.8765, loss: 1.8765 2023-12-24 05:38:47,318 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-24 05:43:12,685 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:43:13,297 - pyskl - INFO - top1_acc 0.6954 top5_acc 0.9237 2023-12-24 05:43:13,324 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.6954, top5_acc: 0.9237 2023-12-24 05:44:06,146 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 0:31:52, time: 0.528, data_time: 0.273, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 1.8345, loss: 1.8345 2023-12-24 05:44:31,652 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 0:31:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.7583, loss: 1.7583 2023-12-24 05:44:57,582 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 0:30:58, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 1.8013, loss: 1.8013 2023-12-24 05:45:23,623 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 0:30:31, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 1.8375, loss: 1.8375 2023-12-24 05:45:49,400 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 0:30:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.8443, loss: 1.8443 2023-12-24 05:46:14,954 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 0:29:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 1.8166, loss: 1.8166 2023-12-24 05:46:40,576 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 0:29:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.7282, loss: 1.7282 2023-12-24 05:47:06,165 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 0:28:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 1.7524, loss: 1.7524 2023-12-24 05:47:31,607 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 0:28:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.7757, loss: 1.7757 2023-12-24 05:47:57,014 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 0:27:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.8937, loss: 1.8937 2023-12-24 05:48:22,252 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 0:27:18, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.8861, loss: 1.8861 2023-12-24 05:48:47,970 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 0:26:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 1.9811, loss: 1.9811 2023-12-24 05:49:13,459 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 0:26:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 1.8457, loss: 1.8457 2023-12-24 05:49:39,191 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 0:25:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9619, loss_cls: 1.8144, loss: 1.8144 2023-12-24 05:50:04,828 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 0:25:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.7915, loss: 1.7915 2023-12-24 05:50:30,083 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 0:25:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 1.7976, loss: 1.7976 2023-12-24 05:50:55,598 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 0:24:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 1.8485, loss: 1.8485 2023-12-24 05:51:21,110 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 0:24:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9406, loss_cls: 1.9053, loss: 1.9053 2023-12-24 05:51:46,225 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 0:23:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.8871, loss: 1.8871 2023-12-24 05:52:11,353 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 0:23:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.7954, loss: 1.7954 2023-12-24 05:52:36,704 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 0:22:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.9060, loss: 1.9060 2023-12-24 05:53:02,145 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 0:22:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 1.9178, loss: 1.9178 2023-12-24 05:53:27,699 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 0:21:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.8221, loss: 1.8221 2023-12-24 05:53:53,199 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 0:21:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.8285, loss: 1.8285 2023-12-24 05:54:18,695 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 0:20:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 1.8430, loss: 1.8430 2023-12-24 05:54:43,972 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 0:20:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 1.8259, loss: 1.8259 2023-12-24 05:55:09,498 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 0:19:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.7724, loss: 1.7724 2023-12-24 05:55:34,914 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 0:19:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9281, loss_cls: 1.9738, loss: 1.9738 2023-12-24 05:56:00,574 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 0:19:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.8898, loss: 1.8898 2023-12-24 05:56:26,482 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 0:18:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.8418, loss: 1.8418 2023-12-24 05:56:52,042 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 0:18:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 1.8474, loss: 1.8474 2023-12-24 05:57:17,703 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 0:17:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 1.7785, loss: 1.7785 2023-12-24 05:57:43,261 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 0:17:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 1.8235, loss: 1.8235 2023-12-24 05:58:08,814 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 0:16:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.7956, loss: 1.7956 2023-12-24 05:58:10,905 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-24 06:02:35,824 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:02:36,432 - pyskl - INFO - top1_acc 0.6965 top5_acc 0.9300 2023-12-24 06:02:36,459 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.6965, top5_acc: 0.9300 2023-12-24 06:03:29,578 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 0:17:06, time: 0.531, data_time: 0.277, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 1.8213, loss: 1.8213 2023-12-24 06:03:55,202 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 0:16:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 1.8216, loss: 1.8216 2023-12-24 06:04:21,138 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 0:16:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 1.8185, loss: 1.8185 2023-12-24 06:04:47,265 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 0:15:46, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9569, loss_cls: 1.8349, loss: 1.8349 2023-12-24 06:05:12,910 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 0:15:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.7452, loss: 1.7452 2023-12-24 06:05:38,318 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 0:14:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 1.8066, loss: 1.8066 2023-12-24 06:06:03,843 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 0:14:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.7723, loss: 1.7723 2023-12-24 06:06:29,211 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 0:13:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.7983, loss: 1.7983 2023-12-24 06:06:54,375 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 0:13:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 1.8357, loss: 1.8357 2023-12-24 06:07:19,500 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 0:12:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 1.7749, loss: 1.7749 2023-12-24 06:07:44,632 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 0:12:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.9008, loss: 1.9008 2023-12-24 06:08:09,871 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 0:12:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 1.8186, loss: 1.8186 2023-12-24 06:08:35,267 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 0:11:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9544, loss_cls: 1.8981, loss: 1.8981 2023-12-24 06:09:00,731 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 0:11:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 1.8440, loss: 1.8440 2023-12-24 06:09:26,158 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 0:10:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 1.7883, loss: 1.7883 2023-12-24 06:09:51,498 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 0:10:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.7985, loss: 1.7985 2023-12-24 06:10:16,876 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 0:09:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.8276, loss: 1.8276 2023-12-24 06:10:42,147 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 0:09:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.8597, loss: 1.8597 2023-12-24 06:11:07,570 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 0:08:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.8514, loss: 1.8514 2023-12-24 06:11:32,870 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 0:08:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.8555, loss: 1.8555 2023-12-24 06:11:58,361 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 0:07:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.8046, loss: 1.8046 2023-12-24 06:12:23,787 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 0:07:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 1.7996, loss: 1.7996 2023-12-24 06:12:49,110 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 0:06:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.9496, loss: 1.9496 2023-12-24 06:13:14,715 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 0:06:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 1.8466, loss: 1.8466 2023-12-24 06:13:40,160 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 0:06:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 1.7320, loss: 1.7320 2023-12-24 06:14:05,443 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 0:05:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9725, loss_cls: 1.7461, loss: 1.7461 2023-12-24 06:14:30,500 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 0:05:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 1.8201, loss: 1.8201 2023-12-24 06:14:55,620 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 0:04:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.8332, loss: 1.8332 2023-12-24 06:15:21,184 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 0:04:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.7773, loss: 1.7773 2023-12-24 06:15:46,586 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 0:03:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9469, loss_cls: 1.8672, loss: 1.8672 2023-12-24 06:16:12,482 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 0:03:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 1.8365, loss: 1.8365 2023-12-24 06:16:38,054 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 0:02:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.7910, loss: 1.7910 2023-12-24 06:17:03,392 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 0:02:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9419, loss_cls: 1.8484, loss: 1.8484 2023-12-24 06:17:28,706 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 0:01:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.7996, loss: 1.7996 2023-12-24 06:17:30,757 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-24 06:21:55,817 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:21:56,427 - pyskl - INFO - top1_acc 0.7163 top5_acc 0.9267 2023-12-24 06:21:56,454 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7163, top5_acc: 0.9267 2023-12-24 06:22:49,431 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 0:02:13, time: 0.530, data_time: 0.275, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.7213, loss: 1.7213 2023-12-24 06:23:14,932 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 0:01:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 1.7866, loss: 1.7866 2023-12-24 06:23:40,625 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 0:01:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 1.8007, loss: 1.8007 2023-12-24 06:24:06,752 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 0:00:52, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 1.7624, loss: 1.7624 2023-12-24 06:24:32,447 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 0:00:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9656, loss_cls: 1.7791, loss: 1.7791 2023-12-24 06:24:58,274 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 23:59:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.7109, loss: 1.7109 2023-12-24 06:25:23,486 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 23:59:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 1.8076, loss: 1.8076 2023-12-24 06:25:49,027 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 23:59:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.7293, loss: 1.7293 2023-12-24 06:26:14,361 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 23:58:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 1.8916, loss: 1.8916 2023-12-24 06:26:39,704 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 23:58:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 1.8680, loss: 1.8680 2023-12-24 06:27:05,044 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 23:57:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.8599, loss: 1.8599 2023-12-24 06:27:30,380 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 23:57:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.8067, loss: 1.8067 2023-12-24 06:27:55,823 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 23:56:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 1.8945, loss: 1.8945 2023-12-24 06:28:21,040 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 23:56:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 1.7907, loss: 1.7907 2023-12-24 06:28:46,323 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 23:55:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 1.7997, loss: 1.7997 2023-12-24 06:29:11,520 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 23:55:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 1.8152, loss: 1.8152 2023-12-24 06:29:36,852 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 23:54:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.8546, loss: 1.8546 2023-12-24 06:30:01,998 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 23:54:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.8771, loss: 1.8771 2023-12-24 06:30:27,261 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 23:53:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.7917, loss: 1.7917 2023-12-24 06:30:52,731 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 23:53:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 1.6502, loss: 1.6502 2023-12-24 06:31:18,352 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 23:53:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 1.7701, loss: 1.7701 2023-12-24 06:31:43,776 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 23:52:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.8150, loss: 1.8150 2023-12-24 06:32:09,364 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 23:52:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 1.8799, loss: 1.8799 2023-12-24 06:32:35,086 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 23:51:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 1.8469, loss: 1.8469 2023-12-24 06:33:00,658 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 23:51:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.8117, loss: 1.8117 2023-12-24 06:33:26,252 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 23:50:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.7390, loss: 1.7390 2023-12-24 06:33:51,730 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 23:50:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 1.8552, loss: 1.8552 2023-12-24 06:34:17,239 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 23:49:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 1.8380, loss: 1.8380 2023-12-24 06:34:42,818 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 23:49:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 1.8620, loss: 1.8620 2023-12-24 06:35:08,428 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 23:48:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 1.8029, loss: 1.8029 2023-12-24 06:35:33,855 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 23:48:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 1.8727, loss: 1.8727 2023-12-24 06:35:59,570 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 23:48:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 1.8468, loss: 1.8468 2023-12-24 06:36:25,089 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 23:47:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.7469, loss: 1.7469 2023-12-24 06:36:50,729 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 23:47:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.7985, loss: 1.7985 2023-12-24 06:36:52,771 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-24 06:41:17,671 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:41:18,283 - pyskl - INFO - top1_acc 0.7396 top5_acc 0.9435 2023-12-24 06:41:18,289 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_28.pth was removed 2023-12-24 06:41:18,509 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2023-12-24 06:41:18,511 - pyskl - INFO - Best top1_acc is 0.7396 at 54 epoch. 2023-12-24 06:41:18,537 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7396, top5_acc: 0.9435 2023-12-24 06:42:12,305 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 23:47:26, time: 0.538, data_time: 0.282, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 1.7527, loss: 1.7527 2023-12-24 06:42:37,930 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 23:46:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.7422, loss: 1.7422 2023-12-24 06:43:03,904 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 23:46:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9694, loss_cls: 1.7281, loss: 1.7281 2023-12-24 06:43:29,784 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 23:46:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.7095, loss: 1.7095 2023-12-24 06:43:55,315 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 23:45:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 1.7520, loss: 1.7520 2023-12-24 06:44:20,792 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 23:45:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 1.7452, loss: 1.7452 2023-12-24 06:44:46,152 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 23:44:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9450, loss_cls: 1.8354, loss: 1.8354 2023-12-24 06:45:11,365 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 23:44:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 1.7829, loss: 1.7829 2023-12-24 06:45:36,693 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 23:43:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9606, loss_cls: 1.8175, loss: 1.8175 2023-12-24 06:46:02,117 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 23:43:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.6656, loss: 1.6656 2023-12-24 06:46:27,656 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 23:42:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 1.7557, loss: 1.7557 2023-12-24 06:46:53,151 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 23:42:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9487, loss_cls: 1.7436, loss: 1.7436 2023-12-24 06:47:18,636 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 23:41:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 1.8047, loss: 1.8047 2023-12-24 06:47:44,274 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 23:41:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 1.8209, loss: 1.8209 2023-12-24 06:48:09,856 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 23:41:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.9070, loss: 1.9070 2023-12-24 06:48:35,340 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 23:40:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.8499, loss: 1.8499 2023-12-24 06:49:00,900 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 23:40:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 1.8427, loss: 1.8427 2023-12-24 06:49:26,336 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 23:39:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.8059, loss: 1.8059 2023-12-24 06:49:51,857 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 23:39:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 1.7952, loss: 1.7952 2023-12-24 06:50:17,263 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 23:38:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 1.9208, loss: 1.9208 2023-12-24 06:50:42,776 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 23:38:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 1.8863, loss: 1.8863 2023-12-24 06:51:08,200 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 23:37:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 1.8393, loss: 1.8393 2023-12-24 06:51:33,738 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 23:37:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 1.8432, loss: 1.8432 2023-12-24 06:51:59,107 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 23:36:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 1.8642, loss: 1.8642 2023-12-24 06:52:24,680 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 23:36:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.7643, loss: 1.7643 2023-12-24 06:52:49,939 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 23:36:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.8262, loss: 1.8262 2023-12-24 06:53:15,555 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 23:35:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.8926, loss: 1.8926 2023-12-24 06:53:40,722 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 23:35:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.8336, loss: 1.8336 2023-12-24 06:54:06,460 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 23:34:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 1.8471, loss: 1.8471 2023-12-24 06:54:32,233 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 23:34:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.8333, loss: 1.8333 2023-12-24 06:54:57,832 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 23:33:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.8677, loss: 1.8677 2023-12-24 06:55:23,332 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 23:33:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.8118, loss: 1.8118 2023-12-24 06:55:48,878 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 23:32:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.7288, loss: 1.7288 2023-12-24 06:56:14,337 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 23:32:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.7492, loss: 1.7492 2023-12-24 06:56:16,282 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-24 07:00:41,802 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:00:42,416 - pyskl - INFO - top1_acc 0.7259 top5_acc 0.9351 2023-12-24 07:00:42,442 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7259, top5_acc: 0.9351 2023-12-24 07:01:35,434 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 23:32:38, time: 0.530, data_time: 0.277, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.7640, loss: 1.7640 2023-12-24 07:02:01,037 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 23:32:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.6272, loss: 1.6272 2023-12-24 07:02:26,765 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 23:31:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 1.7774, loss: 1.7774 2023-12-24 07:02:52,585 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 23:31:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 1.7812, loss: 1.7812 2023-12-24 07:03:18,230 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 23:30:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 1.7156, loss: 1.7156 2023-12-24 07:03:43,679 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 23:30:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 1.7075, loss: 1.7075 2023-12-24 07:04:09,254 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 23:29:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 1.8535, loss: 1.8535 2023-12-24 07:04:34,799 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 23:29:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 1.7840, loss: 1.7840 2023-12-24 07:05:00,131 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 23:28:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 1.7785, loss: 1.7785 2023-12-24 07:05:25,416 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 23:28:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 1.8183, loss: 1.8183 2023-12-24 07:05:50,807 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 23:28:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.7229, loss: 1.7229 2023-12-24 07:06:16,276 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 23:27:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.8024, loss: 1.8024 2023-12-24 07:06:41,774 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 23:27:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 1.7501, loss: 1.7501 2023-12-24 07:07:07,156 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 23:26:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 1.7727, loss: 1.7727 2023-12-24 07:07:32,807 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 23:26:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 1.8819, loss: 1.8819 2023-12-24 07:07:58,638 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 23:25:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 1.8883, loss: 1.8883 2023-12-24 07:08:24,118 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 23:25:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.8425, loss: 1.8425 2023-12-24 07:08:49,723 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 23:24:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9581, loss_cls: 1.8508, loss: 1.8508 2023-12-24 07:09:15,264 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 23:24:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 1.7089, loss: 1.7089 2023-12-24 07:09:40,828 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 23:23:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 1.7392, loss: 1.7392 2023-12-24 07:10:06,559 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 23:23:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 1.8269, loss: 1.8269 2023-12-24 07:10:31,927 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 23:23:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.8185, loss: 1.8185 2023-12-24 07:10:57,021 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 23:22:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 1.8132, loss: 1.8132 2023-12-24 07:11:22,139 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 23:22:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 1.8205, loss: 1.8205 2023-12-24 07:11:47,256 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 23:21:39, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.9242, loss: 1.9242 2023-12-24 07:12:12,354 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 23:21:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.8102, loss: 1.8102 2023-12-24 07:12:37,478 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 23:20:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 1.8983, loss: 1.8983 2023-12-24 07:13:02,574 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 23:20:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 1.8439, loss: 1.8439 2023-12-24 07:13:28,224 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 23:19:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 1.7975, loss: 1.7975 2023-12-24 07:13:53,904 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 23:19:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.8961, loss: 1.8961 2023-12-24 07:14:19,299 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 23:18:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.8235, loss: 1.8235 2023-12-24 07:14:44,814 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 23:18:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9644, loss_cls: 1.7934, loss: 1.7934 2023-12-24 07:15:10,226 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 23:17:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 1.7242, loss: 1.7242 2023-12-24 07:15:35,877 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 23:17:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9425, loss_cls: 1.8139, loss: 1.8139 2023-12-24 07:15:37,894 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-24 07:20:02,792 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:20:03,402 - pyskl - INFO - top1_acc 0.6980 top5_acc 0.9205 2023-12-24 07:20:03,431 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.6980, top5_acc: 0.9205 2023-12-24 07:20:56,915 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 23:17:47, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 1.7108, loss: 1.7108 2023-12-24 07:21:22,202 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 23:17:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 1.6599, loss: 1.6599 2023-12-24 07:21:47,793 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 23:16:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 1.7159, loss: 1.7159 2023-12-24 07:22:13,723 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 23:16:26, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 1.7932, loss: 1.7932 2023-12-24 07:22:39,466 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 23:15:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.7779, loss: 1.7779 2023-12-24 07:23:05,239 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 23:15:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.7800, loss: 1.7800 2023-12-24 07:23:30,857 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 23:15:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.7388, loss: 1.7388 2023-12-24 07:23:56,449 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 23:14:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.8082, loss: 1.8082 2023-12-24 07:24:21,970 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 23:14:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 1.7595, loss: 1.7595 2023-12-24 07:24:47,628 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 23:13:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.8356, loss: 1.8356 2023-12-24 07:25:13,202 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 23:13:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 1.7601, loss: 1.7601 2023-12-24 07:25:38,498 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 23:12:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 1.8345, loss: 1.8345 2023-12-24 07:26:03,586 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 23:12:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.8595, loss: 1.8595 2023-12-24 07:26:29,005 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 23:11:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.7561, loss: 1.7561 2023-12-24 07:26:54,518 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 23:11:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.8517, loss: 1.8517 2023-12-24 07:27:19,934 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 23:10:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.7928, loss: 1.7928 2023-12-24 07:27:45,550 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 23:10:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.7648, loss: 1.7648 2023-12-24 07:28:10,932 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 23:10:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 1.7829, loss: 1.7829 2023-12-24 07:28:36,270 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 23:09:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.7514, loss: 1.7514 2023-12-24 07:29:01,374 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 23:09:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 1.8017, loss: 1.8017 2023-12-24 07:29:26,613 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 23:08:39, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.8313, loss: 1.8313 2023-12-24 07:29:51,702 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 23:08:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 1.7663, loss: 1.7663 2023-12-24 07:30:16,787 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 23:07:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 1.7468, loss: 1.7468 2023-12-24 07:30:41,887 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 23:07:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.7722, loss: 1.7722 2023-12-24 07:31:06,992 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 23:06:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 1.7571, loss: 1.7571 2023-12-24 07:31:32,085 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 23:06:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 1.8178, loss: 1.8178 2023-12-24 07:31:57,172 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 23:05:51, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 1.7618, loss: 1.7618 2023-12-24 07:32:22,267 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 23:05:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.7693, loss: 1.7693 2023-12-24 07:32:47,731 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 23:04:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9650, loss_cls: 1.8374, loss: 1.8374 2023-12-24 07:33:13,491 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 23:04:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 1.8614, loss: 1.8614 2023-12-24 07:33:39,214 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 23:04:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.8129, loss: 1.8129 2023-12-24 07:34:04,519 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 23:03:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 1.7872, loss: 1.7872 2023-12-24 07:34:30,254 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 23:03:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 1.9417, loss: 1.9417 2023-12-24 07:34:55,860 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 23:02:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 1.8150, loss: 1.8150 2023-12-24 07:34:57,897 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-24 07:39:23,467 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:39:24,076 - pyskl - INFO - top1_acc 0.7061 top5_acc 0.9268 2023-12-24 07:39:24,102 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7061, top5_acc: 0.9268 2023-12-24 07:40:17,739 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 23:02:55, time: 0.536, data_time: 0.279, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.7486, loss: 1.7486 2023-12-24 07:40:43,212 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 23:02:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9450, loss_cls: 1.8105, loss: 1.8105 2023-12-24 07:41:08,961 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 23:02:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 1.7688, loss: 1.7688 2023-12-24 07:41:34,699 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 23:01:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 1.8019, loss: 1.8019 2023-12-24 07:42:00,462 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 23:01:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 1.8366, loss: 1.8366 2023-12-24 07:42:26,190 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 23:00:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.6716, loss: 1.6716 2023-12-24 07:42:51,634 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 23:00:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 1.8218, loss: 1.8218 2023-12-24 07:43:17,462 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 22:59:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.8147, loss: 1.8147 2023-12-24 07:43:43,434 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 22:59:19, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 1.9107, loss: 1.9107 2023-12-24 07:44:09,120 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 22:58:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.8725, loss: 1.8725 2023-12-24 07:44:34,821 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 22:58:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 1.7816, loss: 1.7816 2023-12-24 07:45:00,864 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 22:57:58, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.7375, loss: 1.7375 2023-12-24 07:45:26,482 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 22:57:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.7899, loss: 1.7899 2023-12-24 07:45:52,049 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 22:57:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 1.7179, loss: 1.7179 2023-12-24 07:46:17,784 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 22:56:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 1.8297, loss: 1.8297 2023-12-24 07:46:43,238 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 22:56:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.8025, loss: 1.8025 2023-12-24 07:47:08,799 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 22:55:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 1.7917, loss: 1.7917 2023-12-24 07:47:34,438 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 22:55:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.8049, loss: 1.8049 2023-12-24 07:48:00,018 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 22:54:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 1.7850, loss: 1.7850 2023-12-24 07:48:25,562 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 22:54:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.8510, loss: 1.8510 2023-12-24 07:48:50,910 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 22:53:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 1.7716, loss: 1.7716 2023-12-24 07:49:16,693 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 22:53:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.8222, loss: 1.8222 2023-12-24 07:49:42,199 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 22:52:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 1.7502, loss: 1.7502 2023-12-24 07:50:07,829 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 22:52:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.7765, loss: 1.7765 2023-12-24 07:50:33,298 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 22:52:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 1.8559, loss: 1.8559 2023-12-24 07:50:58,817 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 22:51:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.8110, loss: 1.8110 2023-12-24 07:51:24,392 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 22:51:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 1.8322, loss: 1.8322 2023-12-24 07:51:49,879 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 22:50:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 1.8360, loss: 1.8360 2023-12-24 07:52:15,556 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 22:50:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 1.7606, loss: 1.7606 2023-12-24 07:52:41,318 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 22:49:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 1.8050, loss: 1.8050 2023-12-24 07:53:07,145 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 22:49:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 1.7460, loss: 1.7460 2023-12-24 07:53:32,717 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 22:48:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 1.8028, loss: 1.8028 2023-12-24 07:53:58,050 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 22:48:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9619, loss_cls: 1.8365, loss: 1.8365 2023-12-24 07:54:23,462 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 22:48:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 1.6996, loss: 1.6996 2023-12-24 07:54:25,419 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-24 07:58:50,422 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:58:51,034 - pyskl - INFO - top1_acc 0.7288 top5_acc 0.9390 2023-12-24 07:58:51,060 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7288, top5_acc: 0.9390 2023-12-24 07:59:44,569 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 22:48:13, time: 0.535, data_time: 0.281, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.7176, loss: 1.7176 2023-12-24 08:00:10,362 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 22:47:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 1.7604, loss: 1.7604 2023-12-24 08:00:36,271 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 22:47:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 1.6634, loss: 1.6634 2023-12-24 08:01:02,083 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 22:46:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 1.7575, loss: 1.7575 2023-12-24 08:01:27,717 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 22:46:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.6877, loss: 1.6877 2023-12-24 08:01:53,233 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 22:45:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 1.6681, loss: 1.6681 2023-12-24 08:02:19,083 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 22:45:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.8337, loss: 1.8337 2023-12-24 08:02:44,681 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 22:45:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 1.7404, loss: 1.7404 2023-12-24 08:03:10,448 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 22:44:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.7524, loss: 1.7524 2023-12-24 08:03:36,244 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 22:44:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 1.6791, loss: 1.6791 2023-12-24 08:04:01,955 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 22:43:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 1.7563, loss: 1.7563 2023-12-24 08:04:27,513 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 22:43:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.8156, loss: 1.8156 2023-12-24 08:04:53,049 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 22:42:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 1.7545, loss: 1.7545 2023-12-24 08:05:18,887 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 22:42:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9406, loss_cls: 1.8693, loss: 1.8693 2023-12-24 08:05:44,092 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 22:41:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 1.8423, loss: 1.8423 2023-12-24 08:06:09,339 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 22:41:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.8240, loss: 1.8240 2023-12-24 08:06:34,853 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 22:40:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.7651, loss: 1.7651 2023-12-24 08:07:00,281 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 22:40:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.7819, loss: 1.7819 2023-12-24 08:07:25,775 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 22:40:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 1.7445, loss: 1.7445 2023-12-24 08:07:51,326 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 22:39:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 1.7259, loss: 1.7259 2023-12-24 08:08:16,855 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 22:39:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.8264, loss: 1.8264 2023-12-24 08:08:42,550 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 22:38:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 1.8316, loss: 1.8316 2023-12-24 08:09:08,205 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 22:38:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 1.7214, loss: 1.7214 2023-12-24 08:09:33,674 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 22:37:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 1.9038, loss: 1.9038 2023-12-24 08:09:59,165 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 22:37:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 1.7338, loss: 1.7338 2023-12-24 08:10:24,645 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 22:36:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 1.8840, loss: 1.8840 2023-12-24 08:10:50,086 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 22:36:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 1.8439, loss: 1.8439 2023-12-24 08:11:15,887 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 22:36:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 1.7963, loss: 1.7963 2023-12-24 08:11:41,583 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 22:35:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 1.7866, loss: 1.7866 2023-12-24 08:12:07,355 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 22:35:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.7071, loss: 1.7071 2023-12-24 08:12:33,057 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 22:34:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 1.7825, loss: 1.7825 2023-12-24 08:12:59,032 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 22:34:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 1.7683, loss: 1.7683 2023-12-24 08:13:24,579 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 22:33:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 1.7517, loss: 1.7517 2023-12-24 08:13:50,399 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 22:33:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 1.8036, loss: 1.8036 2023-12-24 08:13:52,423 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-24 08:18:17,747 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:18:18,387 - pyskl - INFO - top1_acc 0.7234 top5_acc 0.9326 2023-12-24 08:18:18,425 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7234, top5_acc: 0.9326 2023-12-24 08:19:13,269 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 22:33:33, time: 0.548, data_time: 0.293, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 1.6727, loss: 1.6727 2023-12-24 08:19:38,805 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 22:33:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.6783, loss: 1.6783 2023-12-24 08:20:04,672 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 22:32:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 1.7112, loss: 1.7112 2023-12-24 08:20:30,611 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 22:32:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9663, loss_cls: 1.7294, loss: 1.7294 2023-12-24 08:20:56,369 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 22:31:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 1.7281, loss: 1.7281 2023-12-24 08:21:22,086 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 22:31:18, time: 0.257, data_time: 0.001, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 1.6978, loss: 1.6978 2023-12-24 08:21:47,964 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 22:30:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 1.7914, loss: 1.7914 2023-12-24 08:22:13,589 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 22:30:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 1.7319, loss: 1.7319 2023-12-24 08:22:39,415 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 22:29:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 1.6964, loss: 1.6964 2023-12-24 08:23:04,736 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 22:29:30, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.7634, loss: 1.7634 2023-12-24 08:23:29,862 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 22:29:02, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 1.7304, loss: 1.7304 2023-12-24 08:23:54,973 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 22:28:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.7872, loss: 1.7872 2023-12-24 08:24:20,052 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 22:28:06, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 1.7761, loss: 1.7761 2023-12-24 08:24:45,152 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 22:27:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.7160, loss: 1.7160 2023-12-24 08:25:10,270 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 22:27:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.7088, loss: 1.7088 2023-12-24 08:25:35,439 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 22:26:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.8349, loss: 1.8349 2023-12-24 08:26:00,961 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 22:26:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 1.8403, loss: 1.8403 2023-12-24 08:26:26,648 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 22:25:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.7744, loss: 1.7744 2023-12-24 08:26:52,015 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 22:25:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9394, loss_cls: 1.7983, loss: 1.7983 2023-12-24 08:27:17,555 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 22:24:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.8503, loss: 1.8503 2023-12-24 08:27:43,285 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 22:24:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9444, loss_cls: 1.7802, loss: 1.7802 2023-12-24 08:28:08,676 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 22:23:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.7846, loss: 1.7846 2023-12-24 08:28:33,989 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 22:23:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 1.7313, loss: 1.7313 2023-12-24 08:28:59,424 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 22:23:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.8196, loss: 1.8196 2023-12-24 08:29:24,728 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 22:22:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 1.7257, loss: 1.7257 2023-12-24 08:29:50,369 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 22:22:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.7289, loss: 1.7289 2023-12-24 08:30:15,646 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 22:21:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9650, loss_cls: 1.7625, loss: 1.7625 2023-12-24 08:30:41,023 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 22:21:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9450, loss_cls: 1.8019, loss: 1.8019 2023-12-24 08:31:06,660 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 22:20:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.7996, loss: 1.7996 2023-12-24 08:31:32,599 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 22:20:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 1.8455, loss: 1.8455 2023-12-24 08:31:58,223 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 22:19:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 1.7814, loss: 1.7814 2023-12-24 08:32:23,980 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 22:19:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 1.7859, loss: 1.7859 2023-12-24 08:32:49,823 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 22:19:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.7929, loss: 1.7929 2023-12-24 08:33:15,349 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 22:18:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 1.8194, loss: 1.8194 2023-12-24 08:33:17,342 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-24 08:37:43,042 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:37:43,676 - pyskl - INFO - top1_acc 0.7315 top5_acc 0.9369 2023-12-24 08:37:43,707 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7315, top5_acc: 0.9369 2023-12-24 08:38:37,086 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 22:18:44, time: 0.534, data_time: 0.281, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.7336, loss: 1.7336 2023-12-24 08:39:02,711 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 22:18:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.7159, loss: 1.7159 2023-12-24 08:39:28,608 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 22:17:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 1.7462, loss: 1.7462 2023-12-24 08:39:54,513 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 22:17:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.7626, loss: 1.7626 2023-12-24 08:40:20,093 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 22:16:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9619, loss_cls: 1.8291, loss: 1.8291 2023-12-24 08:40:45,578 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 22:16:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 1.7324, loss: 1.7324 2023-12-24 08:41:11,154 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 22:16:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 1.7840, loss: 1.7840 2023-12-24 08:41:36,687 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 22:15:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.7858, loss: 1.7858 2023-12-24 08:42:01,984 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 22:15:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.7200, loss: 1.7200 2023-12-24 08:42:27,737 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 22:14:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 1.7109, loss: 1.7109 2023-12-24 08:42:53,563 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 22:14:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.7212, loss: 1.7212 2023-12-24 08:43:19,094 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 22:13:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 1.7735, loss: 1.7735 2023-12-24 08:43:44,772 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 22:13:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 1.7245, loss: 1.7245 2023-12-24 08:44:10,278 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 22:12:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 1.7340, loss: 1.7340 2023-12-24 08:44:35,940 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 22:12:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 1.6780, loss: 1.6780 2023-12-24 08:45:01,642 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 22:11:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.7132, loss: 1.7132 2023-12-24 08:45:27,140 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 22:11:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 1.7787, loss: 1.7787 2023-12-24 08:45:52,652 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 22:11:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 1.7447, loss: 1.7447 2023-12-24 08:46:18,163 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 22:10:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 1.7245, loss: 1.7245 2023-12-24 08:46:43,526 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 22:10:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9556, loss_cls: 1.8773, loss: 1.8773 2023-12-24 08:47:08,645 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 22:09:41, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9663, loss_cls: 1.7668, loss: 1.7668 2023-12-24 08:47:33,777 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 22:09:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.7549, loss: 1.7549 2023-12-24 08:47:58,940 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 22:08:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9494, loss_cls: 1.7564, loss: 1.7564 2023-12-24 08:48:24,553 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 22:08:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 1.7449, loss: 1.7449 2023-12-24 08:48:50,231 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 22:07:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 1.6496, loss: 1.6496 2023-12-24 08:49:15,809 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 22:07:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 1.7952, loss: 1.7952 2023-12-24 08:49:41,556 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 22:06:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9663, loss_cls: 1.7722, loss: 1.7722 2023-12-24 08:50:07,133 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 22:06:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 1.7329, loss: 1.7329 2023-12-24 08:50:32,922 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 22:06:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 1.6973, loss: 1.6973 2023-12-24 08:50:58,638 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 22:05:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 1.7566, loss: 1.7566 2023-12-24 08:51:24,588 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 22:05:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 1.8439, loss: 1.8439 2023-12-24 08:51:50,357 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 22:04:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 1.7269, loss: 1.7269 2023-12-24 08:52:16,058 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 22:04:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 1.8217, loss: 1.8217 2023-12-24 08:52:41,557 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 22:03:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 1.7182, loss: 1.7182 2023-12-24 08:52:43,642 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-24 08:57:08,499 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:57:09,113 - pyskl - INFO - top1_acc 0.7154 top5_acc 0.9342 2023-12-24 08:57:09,141 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7154, top5_acc: 0.9342 2023-12-24 08:58:02,264 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 22:03:58, time: 0.531, data_time: 0.277, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 1.7491, loss: 1.7491 2023-12-24 08:58:28,114 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 22:03:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.6921, loss: 1.6921 2023-12-24 08:58:54,037 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 22:03:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 1.6135, loss: 1.6135 2023-12-24 08:59:19,569 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 22:02:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 1.6752, loss: 1.6752 2023-12-24 08:59:45,336 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 22:02:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 1.6841, loss: 1.6841 2023-12-24 09:00:10,767 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 22:01:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.7311, loss: 1.7311 2023-12-24 09:00:36,483 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 22:01:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 1.7209, loss: 1.7209 2023-12-24 09:01:01,968 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 22:00:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.6834, loss: 1.6834 2023-12-24 09:01:27,575 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 22:00:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 1.7608, loss: 1.7608 2023-12-24 09:01:53,260 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 21:59:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.7063, loss: 1.7063 2023-12-24 09:02:19,054 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 21:59:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 1.7652, loss: 1.7652 2023-12-24 09:02:44,505 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 21:59:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.7838, loss: 1.7838 2023-12-24 09:03:10,201 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 21:58:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 1.7548, loss: 1.7548 2023-12-24 09:03:35,884 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 21:58:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.7113, loss: 1.7113 2023-12-24 09:04:01,447 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 21:57:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 1.7061, loss: 1.7061 2023-12-24 09:04:26,683 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 21:57:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.7044, loss: 1.7044 2023-12-24 09:04:52,203 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 21:56:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9681, loss_cls: 1.7244, loss: 1.7244 2023-12-24 09:05:18,007 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 21:56:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.6515, loss: 1.6515 2023-12-24 09:05:43,550 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 21:55:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 1.8040, loss: 1.8040 2023-12-24 09:06:09,070 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 21:55:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.7570, loss: 1.7570 2023-12-24 09:06:34,586 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 21:54:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 1.7688, loss: 1.7688 2023-12-24 09:07:00,021 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 21:54:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.7415, loss: 1.7415 2023-12-24 09:07:25,404 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 21:54:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 1.7889, loss: 1.7889 2023-12-24 09:07:50,989 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 21:53:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 1.7367, loss: 1.7367 2023-12-24 09:08:16,348 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 21:53:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 1.7799, loss: 1.7799 2023-12-24 09:08:41,924 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 21:52:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 1.8062, loss: 1.8062 2023-12-24 09:09:07,586 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 21:52:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9663, loss_cls: 1.7453, loss: 1.7453 2023-12-24 09:09:32,920 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 21:51:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.7576, loss: 1.7576 2023-12-24 09:09:58,626 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 21:51:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.7489, loss: 1.7489 2023-12-24 09:10:24,333 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 21:50:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 1.8379, loss: 1.8379 2023-12-24 09:10:49,981 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 21:50:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 1.8247, loss: 1.8247 2023-12-24 09:11:15,720 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 21:49:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 1.7812, loss: 1.7812 2023-12-24 09:11:41,145 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 21:49:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 1.7164, loss: 1.7164 2023-12-24 09:12:06,626 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 21:49:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 1.7931, loss: 1.7931 2023-12-24 09:12:08,620 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-24 09:16:33,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:16:34,518 - pyskl - INFO - top1_acc 0.7085 top5_acc 0.9279 2023-12-24 09:16:34,545 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7085, top5_acc: 0.9279 2023-12-24 09:17:27,333 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 21:49:12, time: 0.528, data_time: 0.273, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.6239, loss: 1.6239 2023-12-24 09:17:52,979 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 21:48:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 1.6413, loss: 1.6413 2023-12-24 09:18:18,891 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 21:48:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 1.6630, loss: 1.6630 2023-12-24 09:18:44,710 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 21:47:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 1.7285, loss: 1.7285 2023-12-24 09:19:10,238 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 21:47:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 1.7505, loss: 1.7505 2023-12-24 09:19:35,770 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 21:46:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 1.6433, loss: 1.6433 2023-12-24 09:20:01,352 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 21:46:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 1.6878, loss: 1.6878 2023-12-24 09:20:27,009 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 21:46:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.7970, loss: 1.7970 2023-12-24 09:20:52,506 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 21:45:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 1.7063, loss: 1.7063 2023-12-24 09:21:18,265 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 21:45:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 1.7396, loss: 1.7396 2023-12-24 09:21:43,652 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 21:44:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.7306, loss: 1.7306 2023-12-24 09:22:09,165 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 21:44:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.7506, loss: 1.7506 2023-12-24 09:22:34,670 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 21:43:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 1.7652, loss: 1.7652 2023-12-24 09:23:00,017 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 21:43:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 1.6951, loss: 1.6951 2023-12-24 09:23:25,479 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 21:42:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9700, loss_cls: 1.7520, loss: 1.7520 2023-12-24 09:23:51,006 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 21:42:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 1.7113, loss: 1.7113 2023-12-24 09:24:16,322 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 21:41:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 1.6748, loss: 1.6748 2023-12-24 09:24:41,822 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 21:41:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 1.7475, loss: 1.7475 2023-12-24 09:25:07,253 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 21:41:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 1.7145, loss: 1.7145 2023-12-24 09:25:32,674 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 21:40:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 1.7453, loss: 1.7453 2023-12-24 09:25:57,896 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 21:40:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.7258, loss: 1.7258 2023-12-24 09:26:22,985 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 21:39:40, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 1.7132, loss: 1.7132 2023-12-24 09:26:48,460 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 21:39:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 1.7116, loss: 1.7116 2023-12-24 09:27:14,273 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 21:38:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 1.7516, loss: 1.7516 2023-12-24 09:27:39,839 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 21:38:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.7634, loss: 1.7634 2023-12-24 09:28:05,618 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 21:37:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 1.6938, loss: 1.6938 2023-12-24 09:28:31,031 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 21:37:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.7708, loss: 1.7708 2023-12-24 09:28:56,505 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 21:36:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.7237, loss: 1.7237 2023-12-24 09:29:22,281 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 21:36:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 1.7445, loss: 1.7445 2023-12-24 09:29:47,835 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 21:36:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.6897, loss: 1.6897 2023-12-24 09:30:14,392 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 21:35:38, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 1.7695, loss: 1.7695 2023-12-24 09:30:39,877 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 21:35:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.8125, loss: 1.8125 2023-12-24 09:31:05,329 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 21:34:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 1.7485, loss: 1.7485 2023-12-24 09:31:30,770 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 21:34:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 1.7083, loss: 1.7083 2023-12-24 09:31:32,765 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-24 09:35:59,905 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:36:00,522 - pyskl - INFO - top1_acc 0.7339 top5_acc 0.9409 2023-12-24 09:36:00,549 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7339, top5_acc: 0.9409 2023-12-24 09:36:53,974 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 21:34:24, time: 0.534, data_time: 0.278, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 1.6559, loss: 1.6559 2023-12-24 09:37:19,565 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 21:33:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 1.6617, loss: 1.6617 2023-12-24 09:37:45,425 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 21:33:30, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.6365, loss: 1.6365 2023-12-24 09:38:11,344 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 21:33:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.7231, loss: 1.7231 2023-12-24 09:38:37,077 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 21:32:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.7311, loss: 1.7311 2023-12-24 09:39:02,804 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 21:32:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 1.6833, loss: 1.6833 2023-12-24 09:39:28,241 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 21:31:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 1.6564, loss: 1.6564 2023-12-24 09:39:53,769 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 21:31:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.7436, loss: 1.7436 2023-12-24 09:40:19,307 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 21:30:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.6822, loss: 1.6822 2023-12-24 09:40:44,907 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 21:30:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.6813, loss: 1.6813 2023-12-24 09:41:10,215 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 21:29:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.6973, loss: 1.6973 2023-12-24 09:41:35,336 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 21:29:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 1.6302, loss: 1.6302 2023-12-24 09:42:00,482 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 21:28:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 1.7404, loss: 1.7404 2023-12-24 09:42:25,654 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 21:28:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 1.6346, loss: 1.6346 2023-12-24 09:42:50,782 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 21:28:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 1.7889, loss: 1.7889 2023-12-24 09:43:16,131 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 21:27:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.6761, loss: 1.6761 2023-12-24 09:43:41,903 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 21:27:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 1.6906, loss: 1.6906 2023-12-24 09:44:07,508 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 21:26:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.6864, loss: 1.6864 2023-12-24 09:44:33,117 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 21:26:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 1.7701, loss: 1.7701 2023-12-24 09:44:58,782 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 21:25:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 1.7313, loss: 1.7313 2023-12-24 09:45:24,272 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 21:25:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 1.7826, loss: 1.7826 2023-12-24 09:45:49,869 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 21:24:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 1.7151, loss: 1.7151 2023-12-24 09:46:15,276 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 21:24:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 1.8049, loss: 1.8049 2023-12-24 09:46:40,985 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 21:23:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 1.7647, loss: 1.7647 2023-12-24 09:47:06,439 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 21:23:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 1.6922, loss: 1.6922 2023-12-24 09:47:31,786 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 21:23:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 1.7244, loss: 1.7244 2023-12-24 09:47:57,379 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 21:22:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.7348, loss: 1.7348 2023-12-24 09:48:22,988 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 21:22:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.7822, loss: 1.7822 2023-12-24 09:48:48,650 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 21:21:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.7742, loss: 1.7742 2023-12-24 09:49:14,304 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 21:21:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.7719, loss: 1.7719 2023-12-24 09:49:39,511 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 21:20:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 1.7862, loss: 1.7862 2023-12-24 09:50:04,719 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 21:20:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.7102, loss: 1.7102 2023-12-24 09:50:30,223 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 21:19:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9506, loss_cls: 1.7293, loss: 1.7293 2023-12-24 09:50:55,786 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 21:19:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.8006, loss: 1.8006 2023-12-24 09:50:57,883 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-24 09:55:24,179 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:55:24,823 - pyskl - INFO - top1_acc 0.7412 top5_acc 0.9415 2023-12-24 09:55:24,828 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_54.pth was removed 2023-12-24 09:55:25,071 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. 2023-12-24 09:55:25,073 - pyskl - INFO - Best top1_acc is 0.7412 at 64 epoch. 2023-12-24 09:55:25,099 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7412, top5_acc: 0.9415 2023-12-24 09:56:17,662 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 21:19:33, time: 0.526, data_time: 0.275, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.5669, loss: 1.5669 2023-12-24 09:56:43,275 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 21:19:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 1.7060, loss: 1.7060 2023-12-24 09:57:09,457 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 21:18:39, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.5776, loss: 1.5776 2023-12-24 09:57:35,115 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 21:18:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.7282, loss: 1.7282 2023-12-24 09:58:01,673 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 21:17:47, time: 0.266, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 1.7093, loss: 1.7093 2023-12-24 09:58:27,622 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 21:17:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.6609, loss: 1.6609 2023-12-24 09:58:53,424 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 21:16:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 1.7260, loss: 1.7260 2023-12-24 09:59:18,996 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 21:16:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.6141, loss: 1.6141 2023-12-24 09:59:44,573 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 21:15:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 1.6726, loss: 1.6726 2023-12-24 10:00:09,964 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 21:15:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 1.6740, loss: 1.6740 2023-12-24 10:00:35,761 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 21:15:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9712, loss_cls: 1.7188, loss: 1.7188 2023-12-24 10:01:01,089 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 21:14:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.6546, loss: 1.6546 2023-12-24 10:01:26,229 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 21:14:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.6528, loss: 1.6528 2023-12-24 10:01:51,356 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 21:13:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.7609, loss: 1.7609 2023-12-24 10:02:16,502 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 21:13:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 1.7367, loss: 1.7367 2023-12-24 10:02:41,655 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 21:12:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9537, loss_cls: 1.6850, loss: 1.6850 2023-12-24 10:03:06,787 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 21:12:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 1.7371, loss: 1.7371 2023-12-24 10:03:31,968 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 21:11:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 1.7221, loss: 1.7221 2023-12-24 10:03:57,502 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 21:11:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 1.6748, loss: 1.6748 2023-12-24 10:04:22,840 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 21:10:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 1.7835, loss: 1.7835 2023-12-24 10:04:48,357 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 21:10:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.7278, loss: 1.7278 2023-12-24 10:05:13,714 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 21:10:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 1.7402, loss: 1.7402 2023-12-24 10:05:39,139 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 21:09:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9756, loss_cls: 1.6756, loss: 1.6756 2023-12-24 10:06:04,609 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 21:09:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 1.7061, loss: 1.7061 2023-12-24 10:06:30,218 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 21:08:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 1.7638, loss: 1.7638 2023-12-24 10:06:55,878 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 21:08:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 1.8527, loss: 1.8527 2023-12-24 10:07:21,112 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 21:07:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 1.6769, loss: 1.6769 2023-12-24 10:07:46,757 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 21:07:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.6626, loss: 1.6626 2023-12-24 10:08:12,501 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 21:06:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.7642, loss: 1.7642 2023-12-24 10:08:38,209 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 21:06:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 1.7526, loss: 1.7526 2023-12-24 10:09:03,779 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 21:05:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.7850, loss: 1.7850 2023-12-24 10:09:29,438 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 21:05:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 1.7123, loss: 1.7123 2023-12-24 10:09:54,939 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 21:05:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.6991, loss: 1.6991 2023-12-24 10:10:20,799 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 21:04:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 1.7693, loss: 1.7693 2023-12-24 10:10:22,914 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-24 10:14:48,420 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:14:49,029 - pyskl - INFO - top1_acc 0.7239 top5_acc 0.9367 2023-12-24 10:14:49,056 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7239, top5_acc: 0.9367 2023-12-24 10:15:42,316 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 21:04:44, time: 0.533, data_time: 0.277, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 1.6769, loss: 1.6769 2023-12-24 10:16:08,355 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 21:04:18, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.6678, loss: 1.6678 2023-12-24 10:16:34,107 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 21:03:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 1.6596, loss: 1.6596 2023-12-24 10:16:59,844 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 21:03:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 1.5693, loss: 1.5693 2023-12-24 10:17:25,495 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 21:02:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 1.6918, loss: 1.6918 2023-12-24 10:17:51,362 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 21:02:30, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 1.6292, loss: 1.6292 2023-12-24 10:18:16,994 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 21:02:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.7183, loss: 1.7183 2023-12-24 10:18:42,722 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 21:01:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.6731, loss: 1.6731 2023-12-24 10:19:08,378 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 21:01:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.6779, loss: 1.6779 2023-12-24 10:19:33,848 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 21:00:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 1.8233, loss: 1.8233 2023-12-24 10:19:58,979 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 21:00:15, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.7378, loss: 1.7378 2023-12-24 10:20:24,160 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 20:59:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.7351, loss: 1.7351 2023-12-24 10:20:49,712 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 20:59:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 1.6932, loss: 1.6932 2023-12-24 10:21:15,198 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 20:58:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 1.7110, loss: 1.7110 2023-12-24 10:21:40,629 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 20:58:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.6683, loss: 1.6683 2023-12-24 10:22:05,944 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 20:57:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.7716, loss: 1.7716 2023-12-24 10:22:31,369 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 20:57:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.7206, loss: 1.7206 2023-12-24 10:22:56,768 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 20:57:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.7077, loss: 1.7077 2023-12-24 10:23:22,240 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 20:56:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.7392, loss: 1.7392 2023-12-24 10:23:47,939 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 20:56:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.6932, loss: 1.6932 2023-12-24 10:24:13,563 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 20:55:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.6494, loss: 1.6494 2023-12-24 10:24:39,357 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 20:55:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.6986, loss: 1.6986 2023-12-24 10:25:05,035 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 20:54:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 1.7807, loss: 1.7807 2023-12-24 10:25:30,433 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 20:54:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.6820, loss: 1.6820 2023-12-24 10:25:55,856 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 20:53:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 1.7012, loss: 1.7012 2023-12-24 10:26:21,224 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 20:53:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 1.6483, loss: 1.6483 2023-12-24 10:26:46,834 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 20:53:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.8029, loss: 1.8029 2023-12-24 10:27:12,395 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 20:52:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.6523, loss: 1.6523 2023-12-24 10:27:37,932 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 20:52:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.6725, loss: 1.6725 2023-12-24 10:28:03,591 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 20:51:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 1.6443, loss: 1.6443 2023-12-24 10:28:29,282 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 20:51:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.6157, loss: 1.6157 2023-12-24 10:28:54,668 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 20:50:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.7009, loss: 1.7009 2023-12-24 10:29:20,197 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 20:50:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.7571, loss: 1.7571 2023-12-24 10:29:45,687 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 20:49:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.7496, loss: 1.7496 2023-12-24 10:29:47,661 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-24 10:34:12,247 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:34:12,859 - pyskl - INFO - top1_acc 0.7372 top5_acc 0.9390 2023-12-24 10:34:12,887 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7372, top5_acc: 0.9390 2023-12-24 10:35:06,371 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 20:49:56, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.6109, loss: 1.6109 2023-12-24 10:35:32,194 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 20:49:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 1.6348, loss: 1.6348 2023-12-24 10:35:57,783 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 20:49:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 1.6591, loss: 1.6591 2023-12-24 10:36:23,535 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 20:48:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.7019, loss: 1.7019 2023-12-24 10:36:48,984 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 20:48:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 1.6581, loss: 1.6581 2023-12-24 10:37:14,873 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 20:47:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.6033, loss: 1.6033 2023-12-24 10:37:40,408 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 20:47:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.6702, loss: 1.6702 2023-12-24 10:38:05,871 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 20:46:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 1.7428, loss: 1.7428 2023-12-24 10:38:31,393 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 20:46:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.6998, loss: 1.6998 2023-12-24 10:38:56,718 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 20:45:53, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 1.6682, loss: 1.6682 2023-12-24 10:39:22,283 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 20:45:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.6552, loss: 1.6552 2023-12-24 10:39:47,754 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 20:44:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.6817, loss: 1.6817 2023-12-24 10:40:12,919 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 20:44:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 1.6852, loss: 1.6852 2023-12-24 10:40:38,001 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 20:44:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.7240, loss: 1.7240 2023-12-24 10:41:03,087 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 20:43:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 1.7782, loss: 1.7782 2023-12-24 10:41:28,428 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 20:43:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 1.7409, loss: 1.7409 2023-12-24 10:41:54,073 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 20:42:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 1.6469, loss: 1.6469 2023-12-24 10:42:19,447 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 20:42:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.6633, loss: 1.6633 2023-12-24 10:42:44,996 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 20:41:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 1.7365, loss: 1.7365 2023-12-24 10:43:10,470 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 20:41:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.7300, loss: 1.7300 2023-12-24 10:43:36,124 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 20:40:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 1.7135, loss: 1.7135 2023-12-24 10:44:01,546 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 20:40:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.6999, loss: 1.6999 2023-12-24 10:44:26,632 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 20:39:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9581, loss_cls: 1.6368, loss: 1.6368 2023-12-24 10:44:51,748 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 20:39:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 1.6848, loss: 1.6848 2023-12-24 10:45:16,865 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 20:39:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9675, loss_cls: 1.7175, loss: 1.7175 2023-12-24 10:45:41,967 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 20:38:35, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 1.7039, loss: 1.7039 2023-12-24 10:46:07,108 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 20:38:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 1.6582, loss: 1.6582 2023-12-24 10:46:32,710 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 20:37:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 1.7165, loss: 1.7165 2023-12-24 10:46:58,431 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 20:37:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.7134, loss: 1.7134 2023-12-24 10:47:24,155 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 20:36:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.7297, loss: 1.7297 2023-12-24 10:47:49,656 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 20:36:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 1.6924, loss: 1.6924 2023-12-24 10:48:15,487 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 20:35:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 1.6935, loss: 1.6935 2023-12-24 10:48:41,151 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 20:35:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.8158, loss: 1.8158 2023-12-24 10:49:06,628 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 20:34:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 1.6799, loss: 1.6799 2023-12-24 10:49:08,710 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-24 10:53:33,570 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:53:34,184 - pyskl - INFO - top1_acc 0.7372 top5_acc 0.9378 2023-12-24 10:53:34,211 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7372, top5_acc: 0.9378 2023-12-24 10:54:27,208 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 20:35:03, time: 0.530, data_time: 0.276, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.6223, loss: 1.6223 2023-12-24 10:54:52,861 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 20:34:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.6562, loss: 1.6562 2023-12-24 10:55:18,608 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 20:34:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 1.6217, loss: 1.6217 2023-12-24 10:55:44,294 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 20:33:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 1.6049, loss: 1.6049 2023-12-24 10:56:09,729 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 20:33:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 1.5928, loss: 1.5928 2023-12-24 10:56:35,398 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 20:32:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.6588, loss: 1.6588 2023-12-24 10:57:01,137 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 20:32:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.6031, loss: 1.6031 2023-12-24 10:57:26,485 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 20:31:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 1.6652, loss: 1.6652 2023-12-24 10:57:51,985 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 20:31:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 1.6847, loss: 1.6847 2023-12-24 10:58:17,404 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 20:31:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 1.6892, loss: 1.6892 2023-12-24 10:58:42,779 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 20:30:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.6546, loss: 1.6546 2023-12-24 10:59:08,427 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 20:30:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.6593, loss: 1.6593 2023-12-24 10:59:33,710 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 20:29:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.6941, loss: 1.6941 2023-12-24 10:59:59,126 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 20:29:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 1.7108, loss: 1.7108 2023-12-24 11:00:24,559 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 20:28:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 1.6187, loss: 1.6187 2023-12-24 11:00:50,017 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 20:28:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.6632, loss: 1.6632 2023-12-24 11:01:15,583 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 20:27:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.7363, loss: 1.7363 2023-12-24 11:01:41,072 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 20:27:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.6875, loss: 1.6875 2023-12-24 11:02:06,681 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 20:26:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 1.6997, loss: 1.6997 2023-12-24 11:02:32,125 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 20:26:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.6311, loss: 1.6311 2023-12-24 11:02:57,631 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 20:26:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 1.7521, loss: 1.7521 2023-12-24 11:03:23,113 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 20:25:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 1.7559, loss: 1.7559 2023-12-24 11:03:48,815 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 20:25:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.7034, loss: 1.7034 2023-12-24 11:04:14,357 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 20:24:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.7382, loss: 1.7382 2023-12-24 11:04:39,897 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 20:24:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.7664, loss: 1.7664 2023-12-24 11:05:05,298 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 20:23:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 1.6529, loss: 1.6529 2023-12-24 11:05:30,754 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 20:23:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.7060, loss: 1.7060 2023-12-24 11:05:56,375 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 20:22:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.6939, loss: 1.6939 2023-12-24 11:06:22,085 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 20:22:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.7744, loss: 1.7744 2023-12-24 11:06:47,633 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 20:21:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 1.7766, loss: 1.7766 2023-12-24 11:07:13,147 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 20:21:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 1.7044, loss: 1.7044 2023-12-24 11:07:38,506 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 20:21:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 1.7587, loss: 1.7587 2023-12-24 11:08:04,253 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 20:20:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 1.6651, loss: 1.6651 2023-12-24 11:08:29,724 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 20:20:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 1.7672, loss: 1.7672 2023-12-24 11:08:31,678 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-24 11:12:57,006 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:12:57,618 - pyskl - INFO - top1_acc 0.7245 top5_acc 0.9342 2023-12-24 11:12:57,645 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7245, top5_acc: 0.9342 2023-12-24 11:13:51,153 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 20:20:13, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.7158, loss: 1.7158 2023-12-24 11:14:16,828 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 20:19:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.6494, loss: 1.6494 2023-12-24 11:14:42,161 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 20:19:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 1.6237, loss: 1.6237 2023-12-24 11:15:07,868 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 20:18:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 1.6248, loss: 1.6248 2023-12-24 11:15:33,581 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 20:18:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 1.6518, loss: 1.6518 2023-12-24 11:15:58,989 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 20:17:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 1.6240, loss: 1.6240 2023-12-24 11:16:24,423 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 20:17:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 1.7323, loss: 1.7323 2023-12-24 11:16:49,507 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 20:17:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 1.6117, loss: 1.6117 2023-12-24 11:17:14,647 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 20:16:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.6718, loss: 1.6718 2023-12-24 11:17:40,275 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 20:16:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 1.6799, loss: 1.6799 2023-12-24 11:18:05,919 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 20:15:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 1.7187, loss: 1.7187 2023-12-24 11:18:31,593 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 20:15:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 1.6243, loss: 1.6243 2023-12-24 11:18:57,025 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 20:14:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 1.6298, loss: 1.6298 2023-12-24 11:19:22,165 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 20:14:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.6510, loss: 1.6510 2023-12-24 11:19:47,568 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 20:13:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 1.6882, loss: 1.6882 2023-12-24 11:20:13,178 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 20:13:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.7264, loss: 1.7264 2023-12-24 11:20:38,635 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 20:12:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.6574, loss: 1.6574 2023-12-24 11:21:03,924 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 20:12:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 1.6717, loss: 1.6717 2023-12-24 11:21:29,765 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 20:12:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 1.7517, loss: 1.7517 2023-12-24 11:21:55,348 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 20:11:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.6620, loss: 1.6620 2023-12-24 11:22:20,922 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 20:11:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 1.6819, loss: 1.6819 2023-12-24 11:22:46,363 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 20:10:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9606, loss_cls: 1.6313, loss: 1.6313 2023-12-24 11:23:11,841 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 20:10:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 1.6502, loss: 1.6502 2023-12-24 11:23:37,527 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 20:09:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 1.7651, loss: 1.7651 2023-12-24 11:24:02,972 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 20:09:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 1.7229, loss: 1.7229 2023-12-24 11:24:28,648 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 20:08:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.6650, loss: 1.6650 2023-12-24 11:24:54,117 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 20:08:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 1.6845, loss: 1.6845 2023-12-24 11:25:19,823 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 20:08:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.6795, loss: 1.6795 2023-12-24 11:25:45,412 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 20:07:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.6655, loss: 1.6655 2023-12-24 11:26:11,208 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 20:07:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 1.6730, loss: 1.6730 2023-12-24 11:26:36,833 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 20:06:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.6640, loss: 1.6640 2023-12-24 11:27:02,365 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 20:06:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.5897, loss: 1.5897 2023-12-24 11:27:28,062 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 20:05:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 1.7247, loss: 1.7247 2023-12-24 11:27:53,895 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 20:05:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.7174, loss: 1.7174 2023-12-24 11:27:55,841 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-24 11:32:20,858 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:32:21,471 - pyskl - INFO - top1_acc 0.7335 top5_acc 0.9445 2023-12-24 11:32:21,497 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7335, top5_acc: 0.9445 2023-12-24 11:33:14,385 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 20:05:23, time: 0.529, data_time: 0.272, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.5617, loss: 1.5617 2023-12-24 11:33:39,930 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 20:04:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.6418, loss: 1.6418 2023-12-24 11:34:06,156 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 20:04:30, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.6090, loss: 1.6090 2023-12-24 11:34:31,910 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 20:04:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 1.6287, loss: 1.6287 2023-12-24 11:34:57,359 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 20:03:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.7071, loss: 1.7071 2023-12-24 11:35:22,592 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 20:03:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 1.5897, loss: 1.5897 2023-12-24 11:35:48,080 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 20:02:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 1.6666, loss: 1.6666 2023-12-24 11:36:13,629 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 20:02:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.5895, loss: 1.5895 2023-12-24 11:36:39,356 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 20:01:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.6272, loss: 1.6272 2023-12-24 11:37:04,918 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 20:01:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 1.6400, loss: 1.6400 2023-12-24 11:37:30,372 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 20:00:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 1.6354, loss: 1.6354 2023-12-24 11:37:55,766 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 20:00:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.6840, loss: 1.6840 2023-12-24 11:38:21,304 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 19:59:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.6572, loss: 1.6572 2023-12-24 11:38:46,763 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 19:59:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.6598, loss: 1.6598 2023-12-24 11:39:12,323 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 19:59:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.6358, loss: 1.6358 2023-12-24 11:39:37,585 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 19:58:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 1.6341, loss: 1.6341 2023-12-24 11:40:02,715 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 19:58:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 1.6475, loss: 1.6475 2023-12-24 11:40:28,016 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 19:57:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 1.5937, loss: 1.5937 2023-12-24 11:40:53,485 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 19:57:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.7165, loss: 1.7165 2023-12-24 11:41:19,050 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 19:56:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 1.6624, loss: 1.6624 2023-12-24 11:41:44,657 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 19:56:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.7253, loss: 1.7253 2023-12-24 11:42:10,026 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 19:55:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 1.7699, loss: 1.7699 2023-12-24 11:42:35,626 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 19:55:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 1.6909, loss: 1.6909 2023-12-24 11:43:00,887 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 19:55:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.7208, loss: 1.7208 2023-12-24 11:43:26,298 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 19:54:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 1.6884, loss: 1.6884 2023-12-24 11:43:51,389 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 19:54:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.6900, loss: 1.6900 2023-12-24 11:44:16,544 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 19:53:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9550, loss_cls: 1.7106, loss: 1.7106 2023-12-24 11:44:42,347 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 19:53:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 1.6220, loss: 1.6220 2023-12-24 11:45:07,846 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 19:52:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.6801, loss: 1.6801 2023-12-24 11:45:33,756 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 19:52:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 1.6427, loss: 1.6427 2023-12-24 11:45:59,497 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 19:51:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 1.6658, loss: 1.6658 2023-12-24 11:46:25,047 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 19:51:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 1.6474, loss: 1.6474 2023-12-24 11:46:50,641 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 19:50:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.7125, loss: 1.7125 2023-12-24 11:47:16,112 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 19:50:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.6963, loss: 1.6963 2023-12-24 11:47:18,168 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-24 11:51:43,429 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:51:44,045 - pyskl - INFO - top1_acc 0.7406 top5_acc 0.9430 2023-12-24 11:51:44,072 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7406, top5_acc: 0.9430 2023-12-24 11:52:37,264 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 19:50:32, time: 0.532, data_time: 0.276, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 1.6143, loss: 1.6143 2023-12-24 11:53:02,621 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 19:50:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.6246, loss: 1.6246 2023-12-24 11:53:28,128 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 19:49:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.6160, loss: 1.6160 2023-12-24 11:53:53,948 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 19:49:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 1.6183, loss: 1.6183 2023-12-24 11:54:19,659 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 19:48:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.6458, loss: 1.6458 2023-12-24 11:54:45,026 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 19:48:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 1.6596, loss: 1.6596 2023-12-24 11:55:10,643 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 19:47:50, time: 0.256, data_time: 0.001, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 1.6078, loss: 1.6078 2023-12-24 11:55:36,003 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 19:47:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.6565, loss: 1.6565 2023-12-24 11:56:01,408 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 19:46:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 1.6541, loss: 1.6541 2023-12-24 11:56:26,785 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 19:46:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 1.6106, loss: 1.6106 2023-12-24 11:56:52,390 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 19:46:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 1.5742, loss: 1.5742 2023-12-24 11:57:17,733 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 19:45:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 1.6216, loss: 1.6216 2023-12-24 11:57:43,208 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 19:45:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 1.5808, loss: 1.5808 2023-12-24 11:58:08,790 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 19:44:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 1.7285, loss: 1.7285 2023-12-24 11:58:34,141 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 19:44:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.6836, loss: 1.6836 2023-12-24 11:58:59,666 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 19:43:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 1.7151, loss: 1.7151 2023-12-24 11:59:25,184 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 19:43:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.6665, loss: 1.6665 2023-12-24 11:59:50,636 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 19:42:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.6110, loss: 1.6110 2023-12-24 12:00:15,908 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 19:42:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.6496, loss: 1.6496 2023-12-24 12:00:41,051 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 19:41:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.6593, loss: 1.6593 2023-12-24 12:01:06,503 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 19:41:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 1.6282, loss: 1.6282 2023-12-24 12:01:32,311 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 19:41:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 1.6464, loss: 1.6464 2023-12-24 12:01:57,894 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 19:40:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 1.6536, loss: 1.6536 2023-12-24 12:02:23,471 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 19:40:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.6905, loss: 1.6905 2023-12-24 12:02:49,248 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 19:39:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 1.6542, loss: 1.6542 2023-12-24 12:03:14,740 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 19:39:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.5969, loss: 1.5969 2023-12-24 12:03:40,241 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 19:38:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 1.6519, loss: 1.6519 2023-12-24 12:04:06,077 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 19:38:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 1.6471, loss: 1.6471 2023-12-24 12:04:31,822 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 19:37:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.7358, loss: 1.7358 2023-12-24 12:04:57,421 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 19:37:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 1.7214, loss: 1.7214 2023-12-24 12:05:23,244 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 19:37:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.6263, loss: 1.6263 2023-12-24 12:05:48,855 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 19:36:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.6553, loss: 1.6553 2023-12-24 12:06:14,294 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 19:36:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 1.6890, loss: 1.6890 2023-12-24 12:06:39,915 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 19:35:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.6324, loss: 1.6324 2023-12-24 12:06:41,868 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-24 12:11:06,945 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:11:07,556 - pyskl - INFO - top1_acc 0.7550 top5_acc 0.9446 2023-12-24 12:11:07,561 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_64.pth was removed 2023-12-24 12:11:07,778 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2023-12-24 12:11:07,780 - pyskl - INFO - Best top1_acc is 0.7550 at 71 epoch. 2023-12-24 12:11:07,806 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7550, top5_acc: 0.9446 2023-12-24 12:12:00,747 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 19:35:41, time: 0.529, data_time: 0.275, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 1.5860, loss: 1.5860 2023-12-24 12:12:26,483 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 19:35:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 1.5995, loss: 1.5995 2023-12-24 12:12:52,222 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 19:34:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 1.5546, loss: 1.5546 2023-12-24 12:13:18,463 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 19:34:21, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.5866, loss: 1.5866 2023-12-24 12:13:44,229 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 19:33:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 1.6064, loss: 1.6064 2023-12-24 12:14:09,804 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 19:33:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 1.5292, loss: 1.5292 2023-12-24 12:14:35,453 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 19:33:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 1.6285, loss: 1.6285 2023-12-24 12:15:01,042 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 19:32:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 1.6330, loss: 1.6330 2023-12-24 12:15:26,351 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 19:32:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.6360, loss: 1.6360 2023-12-24 12:15:51,842 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 19:31:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.6486, loss: 1.6486 2023-12-24 12:16:17,307 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 19:31:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.6299, loss: 1.6299 2023-12-24 12:16:42,728 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 19:30:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 1.6930, loss: 1.6930 2023-12-24 12:17:08,031 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 19:30:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.7007, loss: 1.7007 2023-12-24 12:17:33,963 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 19:29:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.6202, loss: 1.6202 2023-12-24 12:17:59,537 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 19:29:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.6208, loss: 1.6208 2023-12-24 12:18:25,093 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 19:28:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.5978, loss: 1.5978 2023-12-24 12:18:50,297 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 19:28:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.6705, loss: 1.6705 2023-12-24 12:19:15,625 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 19:28:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 1.6567, loss: 1.6567 2023-12-24 12:19:41,300 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 19:27:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.6845, loss: 1.6845 2023-12-24 12:20:07,068 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 19:27:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.5660, loss: 1.5660 2023-12-24 12:20:32,529 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 19:26:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.6100, loss: 1.6100 2023-12-24 12:20:58,122 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 19:26:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 1.6545, loss: 1.6545 2023-12-24 12:21:23,632 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 19:25:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.5962, loss: 1.5962 2023-12-24 12:21:49,206 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 19:25:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.6611, loss: 1.6611 2023-12-24 12:22:14,383 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 19:24:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.5972, loss: 1.5972 2023-12-24 12:22:39,480 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 19:24:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.6656, loss: 1.6656 2023-12-24 12:23:04,662 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 19:23:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.6977, loss: 1.6977 2023-12-24 12:23:30,395 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 19:23:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 1.6977, loss: 1.6977 2023-12-24 12:23:56,042 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 19:23:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 1.6439, loss: 1.6439 2023-12-24 12:24:21,459 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 19:22:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 1.5906, loss: 1.5906 2023-12-24 12:24:46,613 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 19:22:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9712, loss_cls: 1.6688, loss: 1.6688 2023-12-24 12:25:11,734 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 19:21:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 1.6429, loss: 1.6429 2023-12-24 12:25:37,193 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 19:21:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.6836, loss: 1.6836 2023-12-24 12:26:03,102 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 19:20:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.6442, loss: 1.6442 2023-12-24 12:26:05,098 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-24 12:30:30,259 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:30:30,881 - pyskl - INFO - top1_acc 0.7322 top5_acc 0.9387 2023-12-24 12:30:30,921 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7322, top5_acc: 0.9387 2023-12-24 12:31:24,427 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 19:20:50, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 1.6750, loss: 1.6750 2023-12-24 12:31:50,097 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 19:20:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 1.6033, loss: 1.6033 2023-12-24 12:32:16,068 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 19:19:57, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 1.6088, loss: 1.6088 2023-12-24 12:32:41,948 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 19:19:30, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.5982, loss: 1.5982 2023-12-24 12:33:07,572 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 19:19:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 1.5331, loss: 1.5331 2023-12-24 12:33:33,161 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 19:18:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 1.5413, loss: 1.5413 2023-12-24 12:33:58,791 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 19:18:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 1.5362, loss: 1.5362 2023-12-24 12:34:24,208 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 19:17:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.6209, loss: 1.6209 2023-12-24 12:34:49,641 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 19:17:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 1.6511, loss: 1.6511 2023-12-24 12:35:15,257 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 19:16:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 1.5772, loss: 1.5772 2023-12-24 12:35:40,853 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 19:16:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 1.6003, loss: 1.6003 2023-12-24 12:36:06,252 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 19:15:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.6920, loss: 1.6920 2023-12-24 12:36:31,608 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 19:15:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 1.6254, loss: 1.6254 2023-12-24 12:36:57,142 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 19:15:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.6219, loss: 1.6219 2023-12-24 12:37:22,820 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 19:14:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.6313, loss: 1.6313 2023-12-24 12:37:48,165 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 19:14:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 1.6254, loss: 1.6254 2023-12-24 12:38:13,562 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 19:13:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9587, loss_cls: 1.6286, loss: 1.6286 2023-12-24 12:38:39,231 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 19:13:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.6693, loss: 1.6693 2023-12-24 12:39:04,715 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 19:12:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.6301, loss: 1.6301 2023-12-24 12:39:30,319 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 19:12:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 1.5972, loss: 1.5972 2023-12-24 12:39:55,895 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 19:11:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 1.5543, loss: 1.5543 2023-12-24 12:40:21,350 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 19:11:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 1.5971, loss: 1.5971 2023-12-24 12:40:47,047 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 19:10:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 1.7013, loss: 1.7013 2023-12-24 12:41:12,569 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 19:10:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.6185, loss: 1.6185 2023-12-24 12:41:38,091 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 19:10:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.6676, loss: 1.6676 2023-12-24 12:42:03,524 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 19:09:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 1.6341, loss: 1.6341 2023-12-24 12:42:29,031 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 19:09:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.6673, loss: 1.6673 2023-12-24 12:42:54,818 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 19:08:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.6547, loss: 1.6547 2023-12-24 12:43:20,494 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 19:08:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.6121, loss: 1.6121 2023-12-24 12:43:46,205 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 19:07:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9812, loss_cls: 1.5321, loss: 1.5321 2023-12-24 12:44:11,672 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 19:07:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 1.6829, loss: 1.6829 2023-12-24 12:44:37,366 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 19:06:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9581, loss_cls: 1.6497, loss: 1.6497 2023-12-24 12:45:02,792 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 19:06:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.5953, loss: 1.5953 2023-12-24 12:45:28,384 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 19:06:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 1.6980, loss: 1.6980 2023-12-24 12:45:30,325 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-24 12:49:55,398 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:49:56,012 - pyskl - INFO - top1_acc 0.7471 top5_acc 0.9436 2023-12-24 12:49:56,038 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7471, top5_acc: 0.9436 2023-12-24 12:50:49,474 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 19:06:01, time: 0.534, data_time: 0.280, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 1.5250, loss: 1.5250 2023-12-24 12:51:15,134 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 19:05:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 1.5315, loss: 1.5315 2023-12-24 12:51:40,756 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 19:05:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 1.5509, loss: 1.5509 2023-12-24 12:52:06,736 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 19:04:41, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.5678, loss: 1.5678 2023-12-24 12:52:32,469 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 19:04:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.6352, loss: 1.6352 2023-12-24 12:52:58,016 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 19:03:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 1.6508, loss: 1.6508 2023-12-24 12:53:23,499 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 19:03:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 1.5701, loss: 1.5701 2023-12-24 12:53:48,921 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 19:02:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 1.6224, loss: 1.6224 2023-12-24 12:54:14,660 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 19:02:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 1.5485, loss: 1.5485 2023-12-24 12:54:40,375 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 19:02:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.6873, loss: 1.6873 2023-12-24 12:55:05,902 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 19:01:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.5938, loss: 1.5938 2023-12-24 12:55:31,603 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 19:01:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.6040, loss: 1.6040 2023-12-24 12:55:56,905 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 19:00:39, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.7238, loss: 1.7238 2023-12-24 12:56:22,442 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 19:00:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 1.5605, loss: 1.5605 2023-12-24 12:56:47,707 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 18:59:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.6302, loss: 1.6302 2023-12-24 12:57:13,236 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 18:59:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 1.6675, loss: 1.6675 2023-12-24 12:57:38,806 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 18:58:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.5482, loss: 1.5482 2023-12-24 12:58:04,439 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 18:58:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.6681, loss: 1.6681 2023-12-24 12:58:29,585 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 18:57:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.6885, loss: 1.6885 2023-12-24 12:58:54,734 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 18:57:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.6682, loss: 1.6682 2023-12-24 12:59:19,933 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 18:57:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.6529, loss: 1.6529 2023-12-24 12:59:45,688 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 18:56:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 1.6449, loss: 1.6449 2023-12-24 13:00:11,276 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 18:56:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 1.6151, loss: 1.6151 2023-12-24 13:00:36,755 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 18:55:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.5870, loss: 1.5870 2023-12-24 13:01:02,273 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 18:55:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 1.6842, loss: 1.6842 2023-12-24 13:01:27,594 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 18:54:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 1.5960, loss: 1.5960 2023-12-24 13:01:52,838 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 18:54:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 1.6444, loss: 1.6444 2023-12-24 13:02:18,516 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 18:53:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.6942, loss: 1.6942 2023-12-24 13:02:44,092 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 18:53:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 1.6133, loss: 1.6133 2023-12-24 13:03:09,271 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 18:52:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 1.6047, loss: 1.6047 2023-12-24 13:03:34,964 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 18:52:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.6498, loss: 1.6498 2023-12-24 13:04:00,443 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 18:52:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.6480, loss: 1.6480 2023-12-24 13:04:25,990 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 18:51:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9750, loss_cls: 1.5808, loss: 1.5808 2023-12-24 13:04:51,680 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 18:51:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 1.5726, loss: 1.5726 2023-12-24 13:04:53,676 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-24 13:09:18,560 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:09:19,165 - pyskl - INFO - top1_acc 0.7484 top5_acc 0.9375 2023-12-24 13:09:19,191 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7484, top5_acc: 0.9375 2023-12-24 13:10:12,956 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 18:51:11, time: 0.538, data_time: 0.283, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.4869, loss: 1.4869 2023-12-24 13:10:38,885 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 18:50:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 1.5253, loss: 1.5253 2023-12-24 13:11:04,647 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 18:50:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.5491, loss: 1.5491 2023-12-24 13:11:30,738 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 18:49:51, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.5722, loss: 1.5722 2023-12-24 13:11:56,236 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 18:49:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.5647, loss: 1.5647 2023-12-24 13:12:22,016 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 18:48:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.6162, loss: 1.6162 2023-12-24 13:12:47,676 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 18:48:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 1.6692, loss: 1.6692 2023-12-24 13:13:13,398 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 18:48:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 1.6260, loss: 1.6260 2023-12-24 13:13:38,879 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 18:47:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 1.5958, loss: 1.5958 2023-12-24 13:14:04,427 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 18:47:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.6175, loss: 1.6175 2023-12-24 13:14:30,157 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 18:46:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.6235, loss: 1.6235 2023-12-24 13:14:55,656 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 18:46:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 1.6209, loss: 1.6209 2023-12-24 13:15:21,285 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 18:45:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.5549, loss: 1.5549 2023-12-24 13:15:46,721 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 18:45:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 1.6477, loss: 1.6477 2023-12-24 13:16:12,138 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 18:44:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.6820, loss: 1.6820 2023-12-24 13:16:37,537 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 18:44:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 1.6305, loss: 1.6305 2023-12-24 13:17:03,177 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 18:44:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.6132, loss: 1.6132 2023-12-24 13:17:28,561 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 18:43:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 1.5377, loss: 1.5377 2023-12-24 13:17:53,973 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 18:43:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 1.6212, loss: 1.6212 2023-12-24 13:18:19,524 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 18:42:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.6038, loss: 1.6038 2023-12-24 13:18:44,936 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 18:42:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.6408, loss: 1.6408 2023-12-24 13:19:10,456 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 18:41:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 1.5735, loss: 1.5735 2023-12-24 13:19:35,928 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 18:41:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.6429, loss: 1.6429 2023-12-24 13:20:01,639 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 18:40:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 1.6256, loss: 1.6256 2023-12-24 13:20:27,155 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 18:40:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.5635, loss: 1.5635 2023-12-24 13:20:52,481 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 18:39:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.6480, loss: 1.6480 2023-12-24 13:21:17,723 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 18:39:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 1.5863, loss: 1.5863 2023-12-24 13:21:43,648 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 18:39:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 1.6096, loss: 1.6096 2023-12-24 13:22:09,492 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 18:38:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 1.6088, loss: 1.6088 2023-12-24 13:22:35,266 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 18:38:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 1.5858, loss: 1.5858 2023-12-24 13:23:00,889 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 18:37:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 1.6060, loss: 1.6060 2023-12-24 13:23:26,680 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 18:37:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.6173, loss: 1.6173 2023-12-24 13:23:52,453 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 18:36:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.6286, loss: 1.6286 2023-12-24 13:24:18,430 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 18:36:24, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 1.5590, loss: 1.5590 2023-12-24 13:24:20,389 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-24 13:28:46,846 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:28:47,466 - pyskl - INFO - top1_acc 0.7485 top5_acc 0.9432 2023-12-24 13:28:47,492 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7485, top5_acc: 0.9432 2023-12-24 13:29:41,047 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 18:36:23, time: 0.535, data_time: 0.280, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 1.5239, loss: 1.5239 2023-12-24 13:30:06,729 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 18:35:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.5308, loss: 1.5308 2023-12-24 13:30:32,565 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 18:35:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 1.5188, loss: 1.5188 2023-12-24 13:30:58,333 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 18:35:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.5983, loss: 1.5983 2023-12-24 13:31:23,608 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 18:34:36, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 1.6404, loss: 1.6404 2023-12-24 13:31:48,743 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 18:34:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 1.5956, loss: 1.5956 2023-12-24 13:32:14,069 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 18:33:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.6259, loss: 1.6259 2023-12-24 13:32:39,741 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 18:33:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 1.5865, loss: 1.5865 2023-12-24 13:33:05,284 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 18:32:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 1.5766, loss: 1.5766 2023-12-24 13:33:30,757 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 18:32:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 1.5699, loss: 1.5699 2023-12-24 13:33:56,424 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 18:31:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.5471, loss: 1.5471 2023-12-24 13:34:22,108 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 18:31:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 1.5712, loss: 1.5712 2023-12-24 13:34:47,508 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 18:31:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.5631, loss: 1.5631 2023-12-24 13:35:12,908 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 18:30:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 1.6041, loss: 1.6041 2023-12-24 13:35:38,282 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 18:30:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 1.5697, loss: 1.5697 2023-12-24 13:36:03,717 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 18:29:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 1.4604, loss: 1.4604 2023-12-24 13:36:29,156 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 18:29:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.7073, loss: 1.7073 2023-12-24 13:36:54,725 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 18:28:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 1.6259, loss: 1.6259 2023-12-24 13:37:20,316 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 18:28:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.6026, loss: 1.6026 2023-12-24 13:37:45,472 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 18:27:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 1.6300, loss: 1.6300 2023-12-24 13:38:10,822 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 18:27:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 1.6297, loss: 1.6297 2023-12-24 13:38:36,251 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 18:26:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.5747, loss: 1.5747 2023-12-24 13:39:01,667 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 18:26:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 1.5805, loss: 1.5805 2023-12-24 13:39:27,155 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 18:26:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.6090, loss: 1.6090 2023-12-24 13:39:52,456 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 18:25:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 1.6110, loss: 1.6110 2023-12-24 13:40:18,196 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 18:25:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.5654, loss: 1.5654 2023-12-24 13:40:43,955 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 18:24:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.6618, loss: 1.6618 2023-12-24 13:41:09,830 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 18:24:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 1.5737, loss: 1.5737 2023-12-24 13:41:35,464 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 18:23:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 1.5879, loss: 1.5879 2023-12-24 13:42:01,316 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 18:23:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 1.6821, loss: 1.6821 2023-12-24 13:42:26,734 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 18:22:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.6256, loss: 1.6256 2023-12-24 13:42:52,277 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 18:22:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 1.5753, loss: 1.5753 2023-12-24 13:43:17,790 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 18:22:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.6372, loss: 1.6372 2023-12-24 13:43:43,302 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 18:21:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.5443, loss: 1.5443 2023-12-24 13:43:45,318 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-24 13:48:10,377 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:48:10,988 - pyskl - INFO - top1_acc 0.7544 top5_acc 0.9434 2023-12-24 13:48:11,014 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7544, top5_acc: 0.9434 2023-12-24 13:49:04,543 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 18:21:32, time: 0.535, data_time: 0.280, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 1.5009, loss: 1.5009 2023-12-24 13:49:30,267 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 18:21:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 1.5065, loss: 1.5065 2023-12-24 13:49:56,053 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 18:20:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 1.5122, loss: 1.5122 2023-12-24 13:50:22,011 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 18:20:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 1.4807, loss: 1.4807 2023-12-24 13:50:47,792 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 18:19:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 1.5699, loss: 1.5699 2023-12-24 13:51:13,371 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 18:19:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.5148, loss: 1.5148 2023-12-24 13:51:38,990 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 18:18:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.5813, loss: 1.5813 2023-12-24 13:52:04,480 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 18:18:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 1.5884, loss: 1.5884 2023-12-24 13:52:29,993 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 18:17:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.5059, loss: 1.5059 2023-12-24 13:52:55,449 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 18:17:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 1.6112, loss: 1.6112 2023-12-24 13:53:21,048 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 18:17:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 1.6091, loss: 1.6091 2023-12-24 13:53:46,716 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 18:16:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.5385, loss: 1.5385 2023-12-24 13:54:12,155 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 18:16:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.6859, loss: 1.6859 2023-12-24 13:54:37,645 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 18:15:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 1.6322, loss: 1.6322 2023-12-24 13:55:02,881 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 18:15:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 1.5703, loss: 1.5703 2023-12-24 13:55:28,269 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 18:14:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.5679, loss: 1.5679 2023-12-24 13:55:54,017 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 18:14:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 1.6013, loss: 1.6013 2023-12-24 13:56:19,489 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 18:13:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 1.6583, loss: 1.6583 2023-12-24 13:56:44,866 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 18:13:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 1.5676, loss: 1.5676 2023-12-24 13:57:10,396 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 18:13:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 1.5902, loss: 1.5902 2023-12-24 13:57:36,049 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 18:12:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.6079, loss: 1.6079 2023-12-24 13:58:01,578 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 18:12:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 1.5170, loss: 1.5170 2023-12-24 13:58:27,172 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 18:11:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 1.6120, loss: 1.6120 2023-12-24 13:58:52,576 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 18:11:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 1.6298, loss: 1.6298 2023-12-24 13:59:18,323 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 18:10:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 1.5505, loss: 1.5505 2023-12-24 13:59:44,104 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 18:10:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 1.6142, loss: 1.6142 2023-12-24 14:00:09,575 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 18:09:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 1.5938, loss: 1.5938 2023-12-24 14:00:35,341 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 18:09:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.5374, loss: 1.5374 2023-12-24 14:01:01,049 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 18:09:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.6297, loss: 1.6297 2023-12-24 14:01:26,666 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 18:08:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.5789, loss: 1.5789 2023-12-24 14:01:52,234 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 18:08:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 1.6273, loss: 1.6273 2023-12-24 14:02:17,962 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 18:07:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 1.6332, loss: 1.6332 2023-12-24 14:02:43,467 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 18:07:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 1.6329, loss: 1.6329 2023-12-24 14:03:08,625 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 18:06:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 1.5284, loss: 1.5284 2023-12-24 14:03:10,559 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-24 14:07:36,377 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:07:37,063 - pyskl - INFO - top1_acc 0.7458 top5_acc 0.9463 2023-12-24 14:07:37,090 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7458, top5_acc: 0.9463 2023-12-24 14:08:30,172 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 18:06:42, time: 0.531, data_time: 0.273, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 1.5025, loss: 1.5025 2023-12-24 14:08:55,621 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 18:06:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 1.4926, loss: 1.4926 2023-12-24 14:09:21,104 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 18:05:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 1.5161, loss: 1.5161 2023-12-24 14:09:46,813 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 18:05:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 1.4544, loss: 1.4544 2023-12-24 14:10:12,255 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 18:04:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 1.5649, loss: 1.5649 2023-12-24 14:10:37,726 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 18:04:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 1.5788, loss: 1.5788 2023-12-24 14:11:03,444 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 18:04:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 1.4923, loss: 1.4923 2023-12-24 14:11:29,018 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 18:03:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 1.4802, loss: 1.4802 2023-12-24 14:11:54,468 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 18:03:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 1.5172, loss: 1.5172 2023-12-24 14:12:19,833 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 18:02:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.4519, loss: 1.4519 2023-12-24 14:12:45,354 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 18:02:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 1.5022, loss: 1.5022 2023-12-24 14:13:10,681 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 18:01:45, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.6174, loss: 1.6174 2023-12-24 14:13:36,352 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 18:01:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 1.6011, loss: 1.6011 2023-12-24 14:14:01,894 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 18:00:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.6180, loss: 1.6180 2023-12-24 14:14:27,095 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 18:00:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.5799, loss: 1.5799 2023-12-24 14:14:52,656 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 17:59:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 1.6046, loss: 1.6046 2023-12-24 14:15:18,186 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 17:59:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.5124, loss: 1.5124 2023-12-24 14:15:43,800 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 17:59:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 1.5980, loss: 1.5980 2023-12-24 14:16:09,078 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 17:58:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 1.6471, loss: 1.6471 2023-12-24 14:16:34,553 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 17:58:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9775, loss_cls: 1.6061, loss: 1.6061 2023-12-24 14:17:00,386 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 17:57:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.5627, loss: 1.5627 2023-12-24 14:17:26,210 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 17:57:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.6628, loss: 1.6628 2023-12-24 14:17:51,780 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 17:56:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 1.4890, loss: 1.4890 2023-12-24 14:18:17,516 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 17:56:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 1.5392, loss: 1.5392 2023-12-24 14:18:42,972 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 17:55:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 1.6169, loss: 1.6169 2023-12-24 14:19:08,220 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 17:55:29, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9550, loss_cls: 1.6615, loss: 1.6615 2023-12-24 14:19:33,814 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 17:55:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.6801, loss: 1.6801 2023-12-24 14:19:59,685 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 17:54:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 1.6013, loss: 1.6013 2023-12-24 14:20:25,254 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 17:54:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 1.5523, loss: 1.5523 2023-12-24 14:20:50,845 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 17:53:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 1.5528, loss: 1.5528 2023-12-24 14:21:16,361 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 17:53:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 1.5484, loss: 1.5484 2023-12-24 14:21:41,912 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 17:52:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 1.5814, loss: 1.5814 2023-12-24 14:22:07,401 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 17:52:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.5648, loss: 1.5648 2023-12-24 14:22:32,724 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 17:51:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.5816, loss: 1.5816 2023-12-24 14:22:34,811 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-24 14:26:59,928 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:27:00,535 - pyskl - INFO - top1_acc 0.7487 top5_acc 0.9433 2023-12-24 14:27:00,561 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7487, top5_acc: 0.9433 2023-12-24 14:27:54,265 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 17:51:51, time: 0.537, data_time: 0.279, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.4512, loss: 1.4512 2023-12-24 14:28:20,033 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 17:51:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 1.4954, loss: 1.4954 2023-12-24 14:28:45,817 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 17:50:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 1.4668, loss: 1.4668 2023-12-24 14:29:11,719 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 17:50:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 1.5935, loss: 1.5935 2023-12-24 14:29:37,241 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 17:50:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 1.4742, loss: 1.4742 2023-12-24 14:30:02,895 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 17:49:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9581, loss_cls: 1.5874, loss: 1.5874 2023-12-24 14:30:28,405 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 17:49:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.5978, loss: 1.5978 2023-12-24 14:30:54,306 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 17:48:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 1.5670, loss: 1.5670 2023-12-24 14:31:19,582 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 17:48:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 1.5353, loss: 1.5353 2023-12-24 14:31:44,731 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 17:47:49, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 1.5704, loss: 1.5704 2023-12-24 14:32:10,429 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 17:47:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.5751, loss: 1.5751 2023-12-24 14:32:36,349 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 17:46:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 1.5436, loss: 1.5436 2023-12-24 14:33:01,743 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 17:46:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.5457, loss: 1.5457 2023-12-24 14:33:27,365 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 17:46:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 1.4888, loss: 1.4888 2023-12-24 14:33:52,763 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 17:45:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 1.5447, loss: 1.5447 2023-12-24 14:34:18,326 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 17:45:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 1.5196, loss: 1.5196 2023-12-24 14:34:43,827 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 17:44:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 1.5455, loss: 1.5455 2023-12-24 14:35:09,034 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 17:44:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 1.5875, loss: 1.5875 2023-12-24 14:35:34,199 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 17:43:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.6111, loss: 1.6111 2023-12-24 14:35:59,419 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 17:43:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 1.5837, loss: 1.5837 2023-12-24 14:36:24,935 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 17:42:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 1.5941, loss: 1.5941 2023-12-24 14:36:50,409 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 17:42:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 1.6065, loss: 1.6065 2023-12-24 14:37:16,067 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 17:41:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9769, loss_cls: 1.5992, loss: 1.5992 2023-12-24 14:37:41,526 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 17:41:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9750, loss_cls: 1.5845, loss: 1.5845 2023-12-24 14:38:07,031 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 17:41:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 1.5516, loss: 1.5516 2023-12-24 14:38:32,425 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 17:40:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 1.5888, loss: 1.5888 2023-12-24 14:38:58,217 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 17:40:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 1.5624, loss: 1.5624 2023-12-24 14:39:24,028 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 17:39:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.5759, loss: 1.5759 2023-12-24 14:39:49,607 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 17:39:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.6254, loss: 1.6254 2023-12-24 14:40:15,074 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 17:38:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.6288, loss: 1.6288 2023-12-24 14:40:40,880 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 17:38:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 1.5591, loss: 1.5591 2023-12-24 14:41:06,342 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 17:37:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.5491, loss: 1.5491 2023-12-24 14:41:31,479 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 17:37:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.5543, loss: 1.5543 2023-12-24 14:41:56,617 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 17:37:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 1.5873, loss: 1.5873 2023-12-24 14:41:58,570 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-24 14:46:24,545 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:46:25,158 - pyskl - INFO - top1_acc 0.7540 top5_acc 0.9483 2023-12-24 14:46:25,185 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7540, top5_acc: 0.9483 2023-12-24 14:47:18,968 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 17:36:59, time: 0.538, data_time: 0.283, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 1.4560, loss: 1.4560 2023-12-24 14:47:44,527 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 17:36:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 1.4416, loss: 1.4416 2023-12-24 14:48:10,294 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 17:36:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 1.5488, loss: 1.5488 2023-12-24 14:48:36,332 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 17:35:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.5546, loss: 1.5546 2023-12-24 14:49:02,131 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 17:35:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 1.5812, loss: 1.5812 2023-12-24 14:49:27,701 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 17:34:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.5312, loss: 1.5312 2023-12-24 14:49:53,332 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 17:34:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 1.5359, loss: 1.5359 2023-12-24 14:50:18,910 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 17:33:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 1.4905, loss: 1.4905 2023-12-24 14:50:44,550 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 17:33:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 1.4623, loss: 1.4623 2023-12-24 14:51:09,747 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 17:32:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 1.5173, loss: 1.5173 2023-12-24 14:51:35,146 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 17:32:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 1.5880, loss: 1.5880 2023-12-24 14:52:00,584 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 17:32:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 1.5688, loss: 1.5688 2023-12-24 14:52:26,339 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 17:31:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 1.4500, loss: 1.4500 2023-12-24 14:52:51,912 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 17:31:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.5999, loss: 1.5999 2023-12-24 14:53:17,437 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 17:30:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 1.5642, loss: 1.5642 2023-12-24 14:53:43,087 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 17:30:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 1.6229, loss: 1.6229 2023-12-24 14:54:08,625 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 17:29:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 1.5509, loss: 1.5509 2023-12-24 14:54:34,053 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 17:29:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.5494, loss: 1.5494 2023-12-24 14:54:59,396 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 17:28:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 1.4877, loss: 1.4877 2023-12-24 14:55:24,929 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 17:28:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 1.5558, loss: 1.5558 2023-12-24 14:55:50,436 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 17:28:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 1.5352, loss: 1.5352 2023-12-24 14:56:15,938 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 17:27:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.5789, loss: 1.5789 2023-12-24 14:56:41,567 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 17:27:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 1.5269, loss: 1.5269 2023-12-24 14:57:07,163 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 17:26:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.5580, loss: 1.5580 2023-12-24 14:57:32,324 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 17:26:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 1.5339, loss: 1.5339 2023-12-24 14:57:57,573 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 17:25:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 1.5279, loss: 1.5279 2023-12-24 14:58:23,130 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 17:25:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5505, loss: 1.5505 2023-12-24 14:58:48,749 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 17:24:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 1.6293, loss: 1.6293 2023-12-24 14:59:14,356 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 17:24:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 1.5475, loss: 1.5475 2023-12-24 14:59:39,949 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 17:24:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5324, loss: 1.5324 2023-12-24 15:00:05,437 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 17:23:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 1.5722, loss: 1.5722 2023-12-24 15:00:30,980 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 17:23:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 1.5140, loss: 1.5140 2023-12-24 15:00:56,494 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 17:22:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 1.5190, loss: 1.5190 2023-12-24 15:01:22,225 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 17:22:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.5746, loss: 1.5746 2023-12-24 15:01:24,205 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-24 15:05:49,365 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:05:49,977 - pyskl - INFO - top1_acc 0.7569 top5_acc 0.9485 2023-12-24 15:05:49,982 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_71.pth was removed 2023-12-24 15:05:50,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. 2023-12-24 15:05:50,198 - pyskl - INFO - Best top1_acc is 0.7569 at 80 epoch. 2023-12-24 15:05:50,223 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7569, top5_acc: 0.9485 2023-12-24 15:06:43,580 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 17:22:08, time: 0.533, data_time: 0.277, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 1.5352, loss: 1.5352 2023-12-24 15:07:09,248 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 17:21:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 1.4481, loss: 1.4481 2023-12-24 15:07:35,135 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 17:21:15, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.4795, loss: 1.4795 2023-12-24 15:08:00,941 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 17:20:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 1.4434, loss: 1.4434 2023-12-24 15:08:26,507 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 17:20:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 1.5128, loss: 1.5128 2023-12-24 15:08:51,957 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 17:19:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 1.5476, loss: 1.5476 2023-12-24 15:09:17,739 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 17:19:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 1.4946, loss: 1.4946 2023-12-24 15:09:43,408 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 17:19:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.6007, loss: 1.6007 2023-12-24 15:10:08,980 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 17:18:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 1.4538, loss: 1.4538 2023-12-24 15:10:34,833 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 17:18:08, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 1.5445, loss: 1.5445 2023-12-24 15:11:00,327 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 17:17:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 1.4623, loss: 1.4623 2023-12-24 15:11:25,891 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 17:17:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.6412, loss: 1.6412 2023-12-24 15:11:51,661 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 17:16:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 1.5249, loss: 1.5249 2023-12-24 15:12:17,335 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 17:16:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 1.5315, loss: 1.5315 2023-12-24 15:12:42,764 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 17:15:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 1.4581, loss: 1.4581 2023-12-24 15:13:08,556 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 17:15:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 1.4755, loss: 1.4755 2023-12-24 15:13:34,060 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 17:15:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.5737, loss: 1.5737 2023-12-24 15:13:59,442 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 17:14:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 1.5572, loss: 1.5572 2023-12-24 15:14:25,056 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 17:14:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 1.4676, loss: 1.4676 2023-12-24 15:14:50,697 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 17:13:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 1.5902, loss: 1.5902 2023-12-24 15:15:16,105 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 17:13:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.5753, loss: 1.5753 2023-12-24 15:15:41,553 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 17:12:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 1.5373, loss: 1.5373 2023-12-24 15:16:07,282 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 17:12:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 1.5588, loss: 1.5588 2023-12-24 15:16:33,155 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 17:11:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 1.5830, loss: 1.5830 2023-12-24 15:16:58,742 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 17:11:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 1.5886, loss: 1.5886 2023-12-24 15:17:24,324 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 17:10:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 1.5780, loss: 1.5780 2023-12-24 15:17:50,371 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 17:10:32, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 1.5143, loss: 1.5143 2023-12-24 15:18:16,099 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 17:10:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.6448, loss: 1.6448 2023-12-24 15:18:41,906 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 17:09:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 1.5527, loss: 1.5527 2023-12-24 15:19:07,648 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 17:09:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.5702, loss: 1.5702 2023-12-24 15:19:33,288 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 17:08:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.5815, loss: 1.5815 2023-12-24 15:19:58,935 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 17:08:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 1.6056, loss: 1.6056 2023-12-24 15:20:24,489 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 17:07:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 1.5726, loss: 1.5726 2023-12-24 15:20:50,300 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 17:07:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 1.5388, loss: 1.5388 2023-12-24 15:20:52,309 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-24 15:25:17,799 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:25:18,409 - pyskl - INFO - top1_acc 0.7148 top5_acc 0.9298 2023-12-24 15:25:18,436 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7148, top5_acc: 0.9298 2023-12-24 15:26:11,434 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 17:07:20, time: 0.530, data_time: 0.275, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 1.4564, loss: 1.4564 2023-12-24 15:26:36,922 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 17:06:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.4016, loss: 1.4016 2023-12-24 15:27:02,613 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 17:06:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 1.4970, loss: 1.4970 2023-12-24 15:27:28,442 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 17:06:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 1.5019, loss: 1.5019 2023-12-24 15:27:54,024 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 17:05:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 1.5041, loss: 1.5041 2023-12-24 15:28:19,671 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 17:05:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 1.5677, loss: 1.5677 2023-12-24 15:28:45,161 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 17:04:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.4294, loss: 1.4294 2023-12-24 15:29:10,689 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 17:04:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 1.4648, loss: 1.4648 2023-12-24 15:29:36,140 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 17:03:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.4949, loss: 1.4949 2023-12-24 15:30:01,616 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 17:03:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 1.5050, loss: 1.5050 2023-12-24 15:30:26,884 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 17:02:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 1.4872, loss: 1.4872 2023-12-24 15:30:52,048 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 17:02:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 1.4715, loss: 1.4715 2023-12-24 15:31:17,571 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 17:01:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.5523, loss: 1.5523 2023-12-24 15:31:43,026 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 17:01:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 1.5081, loss: 1.5081 2023-12-24 15:32:08,532 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 17:01:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.5969, loss: 1.5969 2023-12-24 15:32:34,212 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 17:00:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 1.4775, loss: 1.4775 2023-12-24 15:32:59,872 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 17:00:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 1.5078, loss: 1.5078 2023-12-24 15:33:25,253 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 16:59:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 1.5120, loss: 1.5120 2023-12-24 15:33:50,815 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 16:59:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 1.5315, loss: 1.5315 2023-12-24 15:34:16,260 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 16:58:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.5804, loss: 1.5804 2023-12-24 15:34:41,724 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 16:58:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.5708, loss: 1.5708 2023-12-24 15:35:07,114 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 16:57:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 1.5030, loss: 1.5030 2023-12-24 15:35:32,246 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 16:57:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 1.5299, loss: 1.5299 2023-12-24 15:35:57,649 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 16:57:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 1.5303, loss: 1.5303 2023-12-24 15:36:23,389 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 16:56:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 1.5710, loss: 1.5710 2023-12-24 15:36:49,176 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 16:56:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9675, loss_cls: 1.4996, loss: 1.4996 2023-12-24 15:37:14,831 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 16:55:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 1.5044, loss: 1.5044 2023-12-24 15:37:40,481 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 16:55:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 1.5033, loss: 1.5033 2023-12-24 15:38:06,015 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 16:54:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 1.5064, loss: 1.5064 2023-12-24 15:38:31,805 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 16:54:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 1.5251, loss: 1.5251 2023-12-24 15:38:57,362 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 16:53:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 1.5159, loss: 1.5159 2023-12-24 15:39:22,941 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 16:53:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 1.5371, loss: 1.5371 2023-12-24 15:39:48,789 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 16:53:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 1.5279, loss: 1.5279 2023-12-24 15:40:14,783 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 16:52:35, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 1.5164, loss: 1.5164 2023-12-24 15:40:16,773 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-24 15:44:41,800 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:44:42,413 - pyskl - INFO - top1_acc 0.7614 top5_acc 0.9465 2023-12-24 15:44:42,423 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_80.pth was removed 2023-12-24 15:44:42,642 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. 2023-12-24 15:44:42,644 - pyskl - INFO - Best top1_acc is 0.7614 at 82 epoch. 2023-12-24 15:44:42,670 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7614, top5_acc: 0.9465 2023-12-24 15:45:36,187 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 16:52:29, time: 0.535, data_time: 0.278, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 1.4582, loss: 1.4582 2023-12-24 15:46:02,145 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 16:52:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 1.4739, loss: 1.4739 2023-12-24 15:46:28,029 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 16:51:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 1.4438, loss: 1.4438 2023-12-24 15:46:54,069 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 16:51:09, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 1.5219, loss: 1.5219 2023-12-24 15:47:19,889 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 16:50:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.4676, loss: 1.4676 2023-12-24 15:47:45,348 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 16:50:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.5154, loss: 1.5154 2023-12-24 15:48:10,765 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 16:49:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 1.4818, loss: 1.4818 2023-12-24 15:48:36,281 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 16:49:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 1.4697, loss: 1.4697 2023-12-24 15:49:01,681 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 16:48:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 1.5192, loss: 1.5192 2023-12-24 15:49:27,230 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 16:48:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.5101, loss: 1.5101 2023-12-24 15:49:52,637 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 16:48:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 1.4580, loss: 1.4580 2023-12-24 15:50:18,141 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 16:47:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.5272, loss: 1.5272 2023-12-24 15:50:43,727 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 16:47:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.5077, loss: 1.5077 2023-12-24 15:51:09,514 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 16:46:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 1.5202, loss: 1.5202 2023-12-24 15:51:35,101 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 16:46:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 1.5458, loss: 1.5458 2023-12-24 15:52:00,762 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 16:45:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 1.5189, loss: 1.5189 2023-12-24 15:52:26,472 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 16:45:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 1.5828, loss: 1.5828 2023-12-24 15:52:51,963 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 16:44:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 1.5251, loss: 1.5251 2023-12-24 15:53:17,443 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 16:44:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 1.5275, loss: 1.5275 2023-12-24 15:53:42,878 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 16:44:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 1.5136, loss: 1.5136 2023-12-24 15:54:08,457 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 16:43:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 1.5528, loss: 1.5528 2023-12-24 15:54:34,160 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 16:43:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.5331, loss: 1.5331 2023-12-24 15:54:59,724 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 16:42:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 1.4349, loss: 1.4349 2023-12-24 15:55:25,192 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 16:42:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 1.5326, loss: 1.5326 2023-12-24 15:55:50,778 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 16:41:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 1.4764, loss: 1.4764 2023-12-24 15:56:16,201 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 16:41:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.5911, loss: 1.5911 2023-12-24 15:56:42,100 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 16:40:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 1.5447, loss: 1.5447 2023-12-24 15:57:07,525 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 16:40:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 1.4849, loss: 1.4849 2023-12-24 15:57:32,958 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 16:39:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9781, loss_cls: 1.5267, loss: 1.5267 2023-12-24 15:57:58,463 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 16:39:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.5598, loss: 1.5598 2023-12-24 15:58:24,025 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 16:39:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 1.4783, loss: 1.4783 2023-12-24 15:58:49,801 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 16:38:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 1.5386, loss: 1.5386 2023-12-24 15:59:15,338 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 16:38:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.5036, loss: 1.5036 2023-12-24 15:59:41,317 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 16:37:45, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 1.5774, loss: 1.5774 2023-12-24 15:59:43,420 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-24 16:04:09,042 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:04:09,654 - pyskl - INFO - top1_acc 0.7550 top5_acc 0.9427 2023-12-24 16:04:09,682 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7550, top5_acc: 0.9427 2023-12-24 16:05:03,801 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 16:37:39, time: 0.541, data_time: 0.285, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 1.4514, loss: 1.4514 2023-12-24 16:05:29,390 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 16:37:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.4174, loss: 1.4174 2023-12-24 16:05:55,270 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 16:36:46, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.4521, loss: 1.4521 2023-12-24 16:06:21,011 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 16:36:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 1.5255, loss: 1.5255 2023-12-24 16:06:46,880 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 16:35:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 1.4349, loss: 1.4349 2023-12-24 16:07:12,867 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 16:35:26, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9712, loss_cls: 1.4022, loss: 1.4022 2023-12-24 16:07:38,699 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 16:35:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 1.5088, loss: 1.5088 2023-12-24 16:08:04,517 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 16:34:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 1.4711, loss: 1.4711 2023-12-24 16:08:29,968 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 16:34:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 1.4165, loss: 1.4165 2023-12-24 16:08:55,340 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 16:33:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 1.4341, loss: 1.4341 2023-12-24 16:09:20,714 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 16:33:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 1.4268, loss: 1.4268 2023-12-24 16:09:46,169 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 16:32:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 1.3900, loss: 1.3900 2023-12-24 16:10:12,269 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 16:32:19, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 1.5072, loss: 1.5072 2023-12-24 16:10:37,899 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 16:31:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.4632, loss: 1.4632 2023-12-24 16:11:03,625 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 16:31:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 1.4680, loss: 1.4680 2023-12-24 16:11:29,116 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 16:30:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 1.4348, loss: 1.4348 2023-12-24 16:11:54,911 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 16:30:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 1.4502, loss: 1.4502 2023-12-24 16:12:20,564 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 16:30:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 1.5165, loss: 1.5165 2023-12-24 16:12:46,083 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 16:29:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 1.5179, loss: 1.5179 2023-12-24 16:13:11,887 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 16:29:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 1.5718, loss: 1.5718 2023-12-24 16:13:37,441 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 16:28:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 1.5127, loss: 1.5127 2023-12-24 16:14:02,934 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 16:28:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.5459, loss: 1.5459 2023-12-24 16:14:28,454 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 16:27:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.6174, loss: 1.6174 2023-12-24 16:14:53,870 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 16:27:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.5487, loss: 1.5487 2023-12-24 16:15:19,590 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 16:26:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 1.5184, loss: 1.5184 2023-12-24 16:15:45,367 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 16:26:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 1.4945, loss: 1.4945 2023-12-24 16:16:11,003 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 16:26:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 1.4891, loss: 1.4891 2023-12-24 16:16:36,803 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 16:25:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 1.5233, loss: 1.5233 2023-12-24 16:17:02,181 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 16:25:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 1.4970, loss: 1.4970 2023-12-24 16:17:27,389 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 16:24:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 1.5581, loss: 1.5581 2023-12-24 16:17:52,573 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 16:24:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.5507, loss: 1.5507 2023-12-24 16:18:17,750 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 16:23:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 1.5020, loss: 1.5020 2023-12-24 16:18:42,953 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 16:23:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.5045, loss: 1.5045 2023-12-24 16:19:08,115 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 16:22:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 1.5482, loss: 1.5482 2023-12-24 16:19:10,047 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-24 16:23:35,458 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:23:36,073 - pyskl - INFO - top1_acc 0.7411 top5_acc 0.9396 2023-12-24 16:23:36,101 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.7411, top5_acc: 0.9396 2023-12-24 16:24:29,133 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 16:22:48, time: 0.530, data_time: 0.274, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.4413, loss: 1.4413 2023-12-24 16:24:55,016 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 16:22:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 1.4896, loss: 1.4896 2023-12-24 16:25:20,975 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 16:21:55, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 1.4414, loss: 1.4414 2023-12-24 16:25:46,889 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 16:21:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 1.4546, loss: 1.4546 2023-12-24 16:26:12,529 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 16:21:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 1.5269, loss: 1.5269 2023-12-24 16:26:37,722 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 16:20:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.4477, loss: 1.4477 2023-12-24 16:27:02,917 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 16:20:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 1.4585, loss: 1.4585 2023-12-24 16:27:28,256 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 16:19:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 1.4614, loss: 1.4614 2023-12-24 16:27:53,432 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 16:19:14, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 1.4410, loss: 1.4410 2023-12-24 16:28:18,589 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 16:18:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 1.5526, loss: 1.5526 2023-12-24 16:28:43,769 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 16:18:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.3754, loss: 1.3754 2023-12-24 16:29:09,492 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 16:17:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 1.5017, loss: 1.5017 2023-12-24 16:29:35,164 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 16:17:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9800, loss_cls: 1.5330, loss: 1.5330 2023-12-24 16:30:00,716 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 16:16:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 1.4756, loss: 1.4756 2023-12-24 16:30:26,429 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 16:16:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.5503, loss: 1.5503 2023-12-24 16:30:52,106 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 16:16:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 1.5990, loss: 1.5990 2023-12-24 16:31:17,970 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 16:15:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 1.4393, loss: 1.4393 2023-12-24 16:31:43,529 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 16:15:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 1.4108, loss: 1.4108 2023-12-24 16:32:09,306 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 16:14:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 1.4856, loss: 1.4856 2023-12-24 16:32:35,180 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 16:14:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.5205, loss: 1.5205 2023-12-24 16:33:00,325 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 16:13:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 1.4670, loss: 1.4670 2023-12-24 16:33:25,556 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 16:13:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 1.4423, loss: 1.4423 2023-12-24 16:33:50,963 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 16:12:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9812, loss_cls: 1.5129, loss: 1.5129 2023-12-24 16:34:16,117 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 16:12:31, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 1.4379, loss: 1.4379 2023-12-24 16:34:41,744 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 16:12:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.5049, loss: 1.5049 2023-12-24 16:35:07,317 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 16:11:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.4900, loss: 1.4900 2023-12-24 16:35:33,005 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 16:11:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.4791, loss: 1.4791 2023-12-24 16:35:58,543 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 16:10:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 1.5123, loss: 1.5123 2023-12-24 16:36:24,414 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 16:10:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 1.5476, loss: 1.5476 2023-12-24 16:36:50,251 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 16:09:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 1.5360, loss: 1.5360 2023-12-24 16:37:16,132 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 16:09:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 1.5106, loss: 1.5106 2023-12-24 16:37:41,954 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 16:08:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 1.5119, loss: 1.5119 2023-12-24 16:38:07,592 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 16:08:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 1.4856, loss: 1.4856 2023-12-24 16:38:33,182 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 16:08:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 1.4720, loss: 1.4720 2023-12-24 16:38:35,173 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-24 16:42:59,976 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:43:00,588 - pyskl - INFO - top1_acc 0.7851 top5_acc 0.9559 2023-12-24 16:43:00,593 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_82.pth was removed 2023-12-24 16:43:00,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. 2023-12-24 16:43:00,810 - pyskl - INFO - Best top1_acc is 0.7851 at 85 epoch. 2023-12-24 16:43:00,836 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7851, top5_acc: 0.9559 2023-12-24 16:43:54,677 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 16:07:57, time: 0.538, data_time: 0.282, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 1.3933, loss: 1.3933 2023-12-24 16:44:20,423 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 16:07:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.3741, loss: 1.3741 2023-12-24 16:44:46,368 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 16:07:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 1.4107, loss: 1.4107 2023-12-24 16:45:12,273 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 16:06:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.3793, loss: 1.3793 2023-12-24 16:45:37,958 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 16:06:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 1.4338, loss: 1.4338 2023-12-24 16:46:04,083 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 16:05:45, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.4249, loss: 1.4249 2023-12-24 16:46:29,485 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 16:05:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 1.4389, loss: 1.4389 2023-12-24 16:46:55,363 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 16:04:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 1.5253, loss: 1.5253 2023-12-24 16:47:20,763 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 16:04:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 1.4494, loss: 1.4494 2023-12-24 16:47:45,921 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 16:03:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 1.4118, loss: 1.4118 2023-12-24 16:48:11,088 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 16:03:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.4702, loss: 1.4702 2023-12-24 16:48:36,243 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 16:03:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 1.4276, loss: 1.4276 2023-12-24 16:49:01,434 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 16:02:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 1.4855, loss: 1.4855 2023-12-24 16:49:26,888 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 16:02:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 1.5273, loss: 1.5273 2023-12-24 16:49:52,544 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 16:01:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 1.4791, loss: 1.4791 2023-12-24 16:50:18,246 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 16:01:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 1.5434, loss: 1.5434 2023-12-24 16:50:43,849 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 16:00:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.4122, loss: 1.4122 2023-12-24 16:51:09,472 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 16:00:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 1.4541, loss: 1.4541 2023-12-24 16:51:34,914 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 15:59:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.4264, loss: 1.4264 2023-12-24 16:52:00,501 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 15:59:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 1.5419, loss: 1.5419 2023-12-24 16:52:26,136 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 15:59:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 1.4714, loss: 1.4714 2023-12-24 16:52:51,893 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 15:58:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 1.4568, loss: 1.4568 2023-12-24 16:53:17,522 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 15:58:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 1.5728, loss: 1.5728 2023-12-24 16:53:43,157 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 15:57:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 1.4303, loss: 1.4303 2023-12-24 16:54:08,822 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 15:57:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 1.4391, loss: 1.4391 2023-12-24 16:54:34,450 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 15:56:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.5620, loss: 1.5620 2023-12-24 16:55:00,209 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 15:56:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.5280, loss: 1.5280 2023-12-24 16:55:25,856 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 15:55:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 1.4134, loss: 1.4134 2023-12-24 16:55:51,381 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 15:55:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 1.4773, loss: 1.4773 2023-12-24 16:56:16,871 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 15:55:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 1.4825, loss: 1.4825 2023-12-24 16:56:42,354 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 15:54:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 1.4863, loss: 1.4863 2023-12-24 16:57:07,881 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 15:54:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 1.4564, loss: 1.4564 2023-12-24 16:57:33,914 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 15:53:42, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.4846, loss: 1.4846 2023-12-24 16:58:00,799 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 15:53:16, time: 0.269, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 1.4851, loss: 1.4851 2023-12-24 16:58:02,969 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-24 17:02:29,508 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:02:30,121 - pyskl - INFO - top1_acc 0.7788 top5_acc 0.9543 2023-12-24 17:02:30,147 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7788, top5_acc: 0.9543 2023-12-24 17:03:23,585 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 15:53:08, time: 0.534, data_time: 0.277, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 1.4143, loss: 1.4143 2023-12-24 17:03:49,354 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 15:52:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 1.3960, loss: 1.3960 2023-12-24 17:04:15,294 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 15:52:14, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 1.4273, loss: 1.4273 2023-12-24 17:04:41,783 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 15:51:48, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5107, loss: 1.5107 2023-12-24 17:05:07,333 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 15:51:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.4490, loss: 1.4490 2023-12-24 17:05:32,773 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 15:50:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9831, loss_cls: 1.4486, loss: 1.4486 2023-12-24 17:05:58,543 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 15:50:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 1.4550, loss: 1.4550 2023-12-24 17:06:24,355 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 15:50:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 1.4142, loss: 1.4142 2023-12-24 17:06:49,558 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 15:49:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 1.4305, loss: 1.4305 2023-12-24 17:07:14,745 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 15:49:08, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 1.3792, loss: 1.3792 2023-12-24 17:07:39,900 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 15:48:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 1.4405, loss: 1.4405 2023-12-24 17:08:05,061 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 15:48:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 1.4425, loss: 1.4425 2023-12-24 17:08:30,182 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 15:47:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 1.4604, loss: 1.4604 2023-12-24 17:08:55,543 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 15:47:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.5225, loss: 1.5225 2023-12-24 17:09:21,055 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 15:46:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 1.4650, loss: 1.4650 2023-12-24 17:09:46,741 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 15:46:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 1.4632, loss: 1.4632 2023-12-24 17:10:12,128 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 15:45:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 1.4776, loss: 1.4776 2023-12-24 17:10:37,625 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 15:45:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 1.4637, loss: 1.4637 2023-12-24 17:11:03,121 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 15:45:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 1.4936, loss: 1.4936 2023-12-24 17:11:28,562 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 15:44:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 1.4307, loss: 1.4307 2023-12-24 17:11:54,094 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 15:44:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.4849, loss: 1.4849 2023-12-24 17:12:19,635 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 15:43:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 1.5215, loss: 1.5215 2023-12-24 17:12:45,409 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 15:43:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 1.4430, loss: 1.4430 2023-12-24 17:13:10,782 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 15:42:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9706, loss_cls: 1.4619, loss: 1.4619 2023-12-24 17:13:36,373 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 15:42:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 1.5233, loss: 1.5233 2023-12-24 17:14:02,043 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 15:41:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 1.4366, loss: 1.4366 2023-12-24 17:14:27,801 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 15:41:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.4362, loss: 1.4362 2023-12-24 17:14:53,704 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 15:41:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 1.4493, loss: 1.4493 2023-12-24 17:15:19,285 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 15:40:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 1.4852, loss: 1.4852 2023-12-24 17:15:44,799 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 15:40:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 1.4963, loss: 1.4963 2023-12-24 17:16:10,460 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 15:39:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 1.4312, loss: 1.4312 2023-12-24 17:16:36,306 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 15:39:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.4687, loss: 1.4687 2023-12-24 17:17:02,248 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 15:38:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 1.4702, loss: 1.4702 2023-12-24 17:17:27,713 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 15:38:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 1.4629, loss: 1.4629 2023-12-24 17:17:29,684 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-24 17:21:54,854 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:21:55,461 - pyskl - INFO - top1_acc 0.7686 top5_acc 0.9516 2023-12-24 17:21:55,487 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7686, top5_acc: 0.9516 2023-12-24 17:22:48,720 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 15:38:16, time: 0.532, data_time: 0.279, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.3413, loss: 1.3413 2023-12-24 17:23:14,466 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 15:37:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.3874, loss: 1.3874 2023-12-24 17:23:40,327 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 15:37:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9862, loss_cls: 1.3957, loss: 1.3957 2023-12-24 17:24:05,759 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 15:36:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.5165, loss: 1.5165 2023-12-24 17:24:31,389 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 15:36:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 1.3506, loss: 1.3506 2023-12-24 17:24:56,932 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 15:36:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 1.4189, loss: 1.4189 2023-12-24 17:25:22,567 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 15:35:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 1.4352, loss: 1.4352 2023-12-24 17:25:48,226 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 15:35:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 1.4180, loss: 1.4180 2023-12-24 17:26:13,723 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 15:34:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 1.4269, loss: 1.4269 2023-12-24 17:26:39,305 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 15:34:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 1.4108, loss: 1.4108 2023-12-24 17:27:04,819 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 15:33:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 1.4537, loss: 1.4537 2023-12-24 17:27:30,062 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 15:33:22, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 1.4775, loss: 1.4775 2023-12-24 17:27:55,596 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 15:32:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.4579, loss: 1.4579 2023-12-24 17:28:21,042 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 15:32:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 1.4457, loss: 1.4457 2023-12-24 17:28:46,911 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 15:32:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 1.4388, loss: 1.4388 2023-12-24 17:29:12,240 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 15:31:35, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.4050, loss: 1.4050 2023-12-24 17:29:37,387 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 15:31:08, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 1.4614, loss: 1.4614 2023-12-24 17:30:02,669 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 15:30:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 1.4414, loss: 1.4414 2023-12-24 17:30:28,441 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 15:30:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 1.4546, loss: 1.4546 2023-12-24 17:30:54,165 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 15:29:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 1.4232, loss: 1.4232 2023-12-24 17:31:19,967 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 15:29:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.4502, loss: 1.4502 2023-12-24 17:31:45,606 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 15:28:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 1.4687, loss: 1.4687 2023-12-24 17:32:10,971 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 15:28:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 1.4401, loss: 1.4401 2023-12-24 17:32:36,778 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 15:28:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.4501, loss: 1.4501 2023-12-24 17:33:02,475 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 15:27:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 1.4739, loss: 1.4739 2023-12-24 17:33:28,129 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 15:27:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.4440, loss: 1.4440 2023-12-24 17:33:53,856 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 15:26:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 1.4053, loss: 1.4053 2023-12-24 17:34:19,216 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 15:26:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.5471, loss: 1.5471 2023-12-24 17:34:44,756 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 15:25:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 1.4433, loss: 1.4433 2023-12-24 17:35:10,279 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 15:25:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 1.5168, loss: 1.5168 2023-12-24 17:35:36,053 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 15:24:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 1.4564, loss: 1.4564 2023-12-24 17:36:02,011 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 15:24:28, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 1.5128, loss: 1.5128 2023-12-24 17:36:27,615 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 15:24:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.4760, loss: 1.4760 2023-12-24 17:36:53,127 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 15:23:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 1.5032, loss: 1.5032 2023-12-24 17:36:55,095 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-24 17:41:20,482 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:41:21,093 - pyskl - INFO - top1_acc 0.7718 top5_acc 0.9495 2023-12-24 17:41:21,120 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7718, top5_acc: 0.9495 2023-12-24 17:42:14,899 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 15:23:25, time: 0.538, data_time: 0.280, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.3973, loss: 1.3973 2023-12-24 17:42:40,478 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 15:22:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 1.4005, loss: 1.4005 2023-12-24 17:43:06,037 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 15:22:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.4190, loss: 1.4190 2023-12-24 17:43:31,771 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 15:22:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 1.4743, loss: 1.4743 2023-12-24 17:43:57,201 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 15:21:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 1.3904, loss: 1.3904 2023-12-24 17:44:22,789 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 15:21:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 1.3737, loss: 1.3737 2023-12-24 17:44:48,491 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 15:20:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.3336, loss: 1.3336 2023-12-24 17:45:14,052 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 15:20:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.3404, loss: 1.3404 2023-12-24 17:45:39,737 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 15:19:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 1.4649, loss: 1.4649 2023-12-24 17:46:05,234 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 15:19:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 1.3980, loss: 1.3980 2023-12-24 17:46:30,660 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 15:18:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 1.4501, loss: 1.4501 2023-12-24 17:46:56,062 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 15:18:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 1.3608, loss: 1.3608 2023-12-24 17:47:21,406 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 15:18:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 1.4414, loss: 1.4414 2023-12-24 17:47:47,075 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 15:17:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 1.3994, loss: 1.3994 2023-12-24 17:48:12,801 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 15:17:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.3703, loss: 1.3703 2023-12-24 17:48:38,490 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 15:16:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 1.3343, loss: 1.3343 2023-12-24 17:49:03,769 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 15:16:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 1.3891, loss: 1.3891 2023-12-24 17:49:29,124 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 15:15:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 1.3632, loss: 1.3632 2023-12-24 17:49:54,804 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 15:15:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 1.4175, loss: 1.4175 2023-12-24 17:50:20,376 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 15:14:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.4003, loss: 1.4003 2023-12-24 17:50:45,975 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 15:14:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 1.4470, loss: 1.4470 2023-12-24 17:51:11,676 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 15:14:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 1.4725, loss: 1.4725 2023-12-24 17:51:37,130 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 15:13:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 1.4694, loss: 1.4694 2023-12-24 17:52:02,250 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 15:13:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 1.4276, loss: 1.4276 2023-12-24 17:52:27,830 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 15:12:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.4203, loss: 1.4203 2023-12-24 17:52:53,651 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 15:12:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 1.3960, loss: 1.3960 2023-12-24 17:53:19,229 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 15:11:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 1.4485, loss: 1.4485 2023-12-24 17:53:44,935 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 15:11:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.4221, loss: 1.4221 2023-12-24 17:54:10,332 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 15:10:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 1.4590, loss: 1.4590 2023-12-24 17:54:35,949 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 15:10:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 1.4590, loss: 1.4590 2023-12-24 17:55:01,806 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 15:10:03, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 1.4611, loss: 1.4611 2023-12-24 17:55:27,307 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 15:09:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 1.5195, loss: 1.5195 2023-12-24 17:55:53,045 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 15:09:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 1.4380, loss: 1.4380 2023-12-24 17:56:18,786 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 15:08:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 1.5174, loss: 1.5174 2023-12-24 17:56:20,858 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-24 18:00:45,553 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 18:00:46,287 - pyskl - INFO - top1_acc 0.7703 top5_acc 0.9498 2023-12-24 18:00:46,324 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7703, top5_acc: 0.9498 2023-12-24 18:01:39,654 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 15:08:33, time: 0.533, data_time: 0.281, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.3740, loss: 1.3740 2023-12-24 18:02:05,221 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 15:08:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 1.2838, loss: 1.2838 2023-12-24 18:02:30,863 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 15:07:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.4055, loss: 1.4055 2023-12-24 18:02:56,230 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 15:07:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.3830, loss: 1.3830 2023-12-24 18:03:21,425 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 15:06:46, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 1.4097, loss: 1.4097 2023-12-24 18:03:46,542 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 15:06:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.3688, loss: 1.3688 2023-12-24 18:04:11,781 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 15:05:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 1.4111, loss: 1.4111 2023-12-24 18:04:37,396 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 15:05:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 1.3875, loss: 1.3875 2023-12-24 18:05:03,076 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 15:04:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.3931, loss: 1.3931 2023-12-24 18:05:28,744 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 15:04:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.4062, loss: 1.4062 2023-12-24 18:05:54,396 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 15:04:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.4456, loss: 1.4456 2023-12-24 18:06:20,036 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 15:03:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 1.4096, loss: 1.4096 2023-12-24 18:06:45,457 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 15:03:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 1.3794, loss: 1.3794 2023-12-24 18:07:11,161 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 15:02:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 1.3771, loss: 1.3771 2023-12-24 18:07:36,883 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 15:02:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.4386, loss: 1.4386 2023-12-24 18:08:02,553 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 15:01:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.3575, loss: 1.3575 2023-12-24 18:08:28,114 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 15:01:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 1.4302, loss: 1.4302 2023-12-24 18:08:53,261 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 15:00:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 1.3407, loss: 1.3407 2023-12-24 18:09:18,394 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 15:00:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 1.3446, loss: 1.3446 2023-12-24 18:09:43,547 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 15:00:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 1.4414, loss: 1.4414 2023-12-24 18:10:08,693 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 14:59:37, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 1.4260, loss: 1.4260 2023-12-24 18:10:34,197 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 14:59:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 1.5091, loss: 1.5091 2023-12-24 18:11:00,050 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 14:58:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 1.4425, loss: 1.4425 2023-12-24 18:11:25,840 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 14:58:17, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 1.4083, loss: 1.4083 2023-12-24 18:11:51,421 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 14:57:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 1.4739, loss: 1.4739 2023-12-24 18:12:17,042 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 14:57:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.4113, loss: 1.4113 2023-12-24 18:12:42,871 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 14:56:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 1.4231, loss: 1.4231 2023-12-24 18:13:08,450 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 14:56:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 1.4071, loss: 1.4071 2023-12-24 18:13:33,964 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 14:56:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 1.4625, loss: 1.4625 2023-12-24 18:13:59,923 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 14:55:37, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 1.4290, loss: 1.4290 2023-12-24 18:14:25,680 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 14:55:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 1.4302, loss: 1.4302 2023-12-24 18:14:51,231 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 14:54:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 1.4679, loss: 1.4679 2023-12-24 18:15:16,665 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 14:54:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 1.4570, loss: 1.4570 2023-12-24 18:15:42,254 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 14:53:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 1.4587, loss: 1.4587 2023-12-24 18:15:44,267 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-24 18:20:10,268 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 18:20:10,882 - pyskl - INFO - top1_acc 0.7741 top5_acc 0.9496 2023-12-24 18:20:10,908 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7741, top5_acc: 0.9496 2023-12-24 18:21:04,208 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 14:53:40, time: 0.533, data_time: 0.276, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.3378, loss: 1.3378 2023-12-24 18:21:29,954 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 14:53:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.3638, loss: 1.3638 2023-12-24 18:21:55,704 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 14:52:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 1.3347, loss: 1.3347 2023-12-24 18:22:21,429 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 14:52:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.3376, loss: 1.3376 2023-12-24 18:22:47,120 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 14:51:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.3664, loss: 1.3664 2023-12-24 18:23:12,848 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 14:51:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 1.3853, loss: 1.3853 2023-12-24 18:23:38,523 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 14:51:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.4241, loss: 1.4241 2023-12-24 18:24:04,267 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 14:50:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 1.3363, loss: 1.3363 2023-12-24 18:24:29,822 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 14:50:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.3866, loss: 1.3866 2023-12-24 18:24:55,504 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 14:49:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 1.4141, loss: 1.4141 2023-12-24 18:25:21,118 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 14:49:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 1.3398, loss: 1.3398 2023-12-24 18:25:46,763 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 14:48:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 1.3837, loss: 1.3837 2023-12-24 18:26:12,575 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 14:48:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 1.3118, loss: 1.3118 2023-12-24 18:26:38,473 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 14:47:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 1.3968, loss: 1.3968 2023-12-24 18:27:04,293 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 14:47:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 1.3830, loss: 1.3830 2023-12-24 18:27:29,985 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 14:47:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 1.3392, loss: 1.3392 2023-12-24 18:27:55,686 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 14:46:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 1.3884, loss: 1.3884 2023-12-24 18:28:21,364 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 14:46:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 1.4153, loss: 1.4153 2023-12-24 18:28:46,854 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 14:45:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.3969, loss: 1.3969 2023-12-24 18:29:12,442 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 14:45:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.4641, loss: 1.4641 2023-12-24 18:29:37,981 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 14:44:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.3916, loss: 1.3916 2023-12-24 18:30:03,482 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 14:44:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 1.3901, loss: 1.3901 2023-12-24 18:30:29,410 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 14:43:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.4719, loss: 1.4719 2023-12-24 18:30:55,146 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 14:43:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 1.4239, loss: 1.4239 2023-12-24 18:31:21,040 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 14:43:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.3844, loss: 1.3844 2023-12-24 18:31:46,769 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 14:42:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 1.4428, loss: 1.4428 2023-12-24 18:32:13,024 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 14:42:08, time: 0.263, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 1.3582, loss: 1.3582 2023-12-24 18:32:38,676 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 14:41:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 1.4191, loss: 1.4191 2023-12-24 18:33:04,312 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 14:41:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.4187, loss: 1.4187 2023-12-24 18:33:30,165 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 14:40:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.3912, loss: 1.3912 2023-12-24 18:33:55,773 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 14:40:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 1.4278, loss: 1.4278 2023-12-24 18:34:21,774 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 14:39:55, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.3584, loss: 1.3584 2023-12-24 18:34:47,411 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 14:39:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 1.4869, loss: 1.4869 2023-12-24 18:35:13,132 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 14:39:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 1.4566, loss: 1.4566 2023-12-24 18:35:15,179 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-24 18:39:40,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 18:39:41,493 - pyskl - INFO - top1_acc 0.7575 top5_acc 0.9462 2023-12-24 18:39:41,519 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7575, top5_acc: 0.9462 2023-12-24 18:40:35,253 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 14:38:52, time: 0.537, data_time: 0.281, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 1.3062, loss: 1.3062 2023-12-24 18:41:00,915 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 14:38:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 1.2892, loss: 1.2892 2023-12-24 18:41:26,637 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 14:37:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 1.3571, loss: 1.3571 2023-12-24 18:41:52,456 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 14:37:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 1.3331, loss: 1.3331 2023-12-24 18:42:18,021 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 14:37:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.3582, loss: 1.3582 2023-12-24 18:42:43,545 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 14:36:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 1.3056, loss: 1.3056 2023-12-24 18:43:09,158 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 14:36:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 1.3578, loss: 1.3578 2023-12-24 18:43:34,993 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 14:35:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 1.3928, loss: 1.3928 2023-12-24 18:44:00,462 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 14:35:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 1.3713, loss: 1.3713 2023-12-24 18:44:26,171 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 14:34:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 1.3238, loss: 1.3238 2023-12-24 18:44:51,828 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 14:34:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 1.3713, loss: 1.3713 2023-12-24 18:45:17,177 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 14:33:58, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9862, loss_cls: 1.4524, loss: 1.4524 2023-12-24 18:45:42,870 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 14:33:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 1.3885, loss: 1.3885 2023-12-24 18:46:08,356 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 14:33:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 1.4043, loss: 1.4043 2023-12-24 18:46:34,005 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 14:32:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 1.4031, loss: 1.4031 2023-12-24 18:46:59,489 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 14:32:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 1.3697, loss: 1.3697 2023-12-24 18:47:24,709 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 14:31:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 1.3983, loss: 1.3983 2023-12-24 18:47:50,235 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 14:31:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 1.4328, loss: 1.4328 2023-12-24 18:48:15,954 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 14:30:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.3816, loss: 1.3816 2023-12-24 18:48:41,738 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 14:30:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 1.3877, loss: 1.3877 2023-12-24 18:49:07,461 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 14:29:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.4352, loss: 1.4352 2023-12-24 18:49:32,995 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 14:29:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 1.4678, loss: 1.4678 2023-12-24 18:49:58,441 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 14:29:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 1.4227, loss: 1.4227 2023-12-24 18:50:24,089 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 14:28:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 1.3172, loss: 1.3172 2023-12-24 18:50:49,764 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 14:28:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 1.3432, loss: 1.3432 2023-12-24 18:51:15,403 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 14:27:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.3746, loss: 1.3746 2023-12-24 18:51:41,210 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 14:27:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 1.4560, loss: 1.4560 2023-12-24 18:52:06,789 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 14:26:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.4199, loss: 1.4199 2023-12-24 18:52:32,489 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 14:26:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.4578, loss: 1.4578 2023-12-24 18:52:58,267 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 14:25:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 1.3993, loss: 1.3993 2023-12-24 18:53:24,059 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 14:25:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 1.4377, loss: 1.4377 2023-12-24 18:53:49,561 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 14:25:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 1.4228, loss: 1.4228 2023-12-24 18:54:15,151 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 14:24:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 1.4342, loss: 1.4342 2023-12-24 18:54:41,040 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 14:24:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 1.4753, loss: 1.4753 2023-12-24 18:54:42,974 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-24 18:59:07,664 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 18:59:08,278 - pyskl - INFO - top1_acc 0.7962 top5_acc 0.9583 2023-12-24 18:59:08,284 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_85.pth was removed 2023-12-24 18:59:08,500 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-24 18:59:08,501 - pyskl - INFO - Best top1_acc is 0.7962 at 92 epoch. 2023-12-24 18:59:08,527 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.7962, top5_acc: 0.9583 2023-12-24 19:00:01,308 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 14:24:00, time: 0.528, data_time: 0.275, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 1.3103, loss: 1.3103 2023-12-24 19:00:27,172 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 14:23:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9888, loss_cls: 1.3353, loss: 1.3353 2023-12-24 19:00:52,967 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 14:23:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 1.3403, loss: 1.3403 2023-12-24 19:01:19,083 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 14:22:41, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.3582, loss: 1.3582 2023-12-24 19:01:44,789 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 14:22:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 1.3454, loss: 1.3454 2023-12-24 19:02:10,568 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 14:21:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 1.3363, loss: 1.3363 2023-12-24 19:02:35,704 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 14:21:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 1.3201, loss: 1.3201 2023-12-24 19:03:00,982 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 14:20:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 1.3452, loss: 1.3452 2023-12-24 19:03:26,797 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 14:20:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.3659, loss: 1.3659 2023-12-24 19:03:52,319 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 14:20:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 1.3555, loss: 1.3555 2023-12-24 19:04:17,996 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 14:19:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 1.3272, loss: 1.3272 2023-12-24 19:04:43,668 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 14:19:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 1.3627, loss: 1.3627 2023-12-24 19:05:09,273 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 14:18:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 1.2812, loss: 1.2812 2023-12-24 19:05:34,884 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 14:18:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 1.3564, loss: 1.3564 2023-12-24 19:06:00,477 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 14:17:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 1.3848, loss: 1.3848 2023-12-24 19:06:25,926 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 14:17:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 1.4312, loss: 1.4312 2023-12-24 19:06:51,413 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 14:16:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 1.4314, loss: 1.4314 2023-12-24 19:07:17,146 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 14:16:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.4487, loss: 1.4487 2023-12-24 19:07:42,954 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 14:16:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.3863, loss: 1.3863 2023-12-24 19:08:08,571 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 14:15:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 1.3223, loss: 1.3223 2023-12-24 19:08:34,056 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 14:15:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 1.3725, loss: 1.3725 2023-12-24 19:08:59,372 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 14:14:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 1.4474, loss: 1.4474 2023-12-24 19:09:25,004 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 14:14:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 1.3598, loss: 1.3598 2023-12-24 19:09:50,679 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 14:13:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 1.3725, loss: 1.3725 2023-12-24 19:10:16,336 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 14:13:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 1.4141, loss: 1.4141 2023-12-24 19:10:41,926 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 14:12:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 1.4012, loss: 1.4012 2023-12-24 19:11:07,489 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 14:12:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.4035, loss: 1.4035 2023-12-24 19:11:33,540 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 14:12:01, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.3017, loss: 1.3017 2023-12-24 19:11:59,379 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 14:11:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.4261, loss: 1.4261 2023-12-24 19:12:25,188 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 14:11:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 1.4312, loss: 1.4312 2023-12-24 19:12:50,848 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 14:10:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 1.4085, loss: 1.4085 2023-12-24 19:13:16,543 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 14:10:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 1.4381, loss: 1.4381 2023-12-24 19:13:42,292 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 14:09:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 1.3715, loss: 1.3715 2023-12-24 19:14:08,133 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 14:09:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 1.4476, loss: 1.4476 2023-12-24 19:14:10,191 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-24 19:18:34,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:18:35,578 - pyskl - INFO - top1_acc 0.7630 top5_acc 0.9492 2023-12-24 19:18:35,604 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7630, top5_acc: 0.9492 2023-12-24 19:19:29,224 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 14:09:10, time: 0.536, data_time: 0.278, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.2586, loss: 1.2586 2023-12-24 19:19:54,812 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 14:08:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 1.3205, loss: 1.3205 2023-12-24 19:20:20,587 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 14:08:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 1.2449, loss: 1.2449 2023-12-24 19:20:46,376 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 14:07:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.2819, loss: 1.2819 2023-12-24 19:21:12,188 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 14:07:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 1.3435, loss: 1.3435 2023-12-24 19:21:37,812 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 14:06:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 1.4244, loss: 1.4244 2023-12-24 19:22:03,381 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 14:06:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.2907, loss: 1.2907 2023-12-24 19:22:28,958 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 14:06:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 1.3106, loss: 1.3106 2023-12-24 19:22:54,357 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 14:05:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 1.3052, loss: 1.3052 2023-12-24 19:23:19,739 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 14:05:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.3591, loss: 1.3591 2023-12-24 19:23:45,289 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 14:04:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 1.3070, loss: 1.3070 2023-12-24 19:24:11,007 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 14:04:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 1.3921, loss: 1.3921 2023-12-24 19:24:36,702 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 14:03:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 1.3864, loss: 1.3864 2023-12-24 19:25:02,307 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 14:03:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.3620, loss: 1.3620 2023-12-24 19:25:27,749 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 14:02:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.3235, loss: 1.3235 2023-12-24 19:25:53,381 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 14:02:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 1.3565, loss: 1.3565 2023-12-24 19:26:18,710 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 14:02:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.3601, loss: 1.3601 2023-12-24 19:26:44,232 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 14:01:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 1.3775, loss: 1.3775 2023-12-24 19:27:09,535 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 14:01:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.3659, loss: 1.3659 2023-12-24 19:27:34,991 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 14:00:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 1.4092, loss: 1.4092 2023-12-24 19:28:00,690 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 14:00:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 1.4063, loss: 1.4063 2023-12-24 19:28:26,193 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 13:59:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 1.3751, loss: 1.3751 2023-12-24 19:28:51,885 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 13:59:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.3412, loss: 1.3412 2023-12-24 19:29:17,260 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 13:58:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.3854, loss: 1.3854 2023-12-24 19:29:42,526 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 13:58:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 1.2932, loss: 1.2932 2023-12-24 19:30:08,126 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 13:58:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 1.3562, loss: 1.3562 2023-12-24 19:30:34,313 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 13:57:36, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.4338, loss: 1.4338 2023-12-24 19:30:59,910 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 13:57:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 1.4485, loss: 1.4485 2023-12-24 19:31:25,070 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 13:56:42, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 1.4425, loss: 1.4425 2023-12-24 19:31:50,229 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 13:56:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 1.3689, loss: 1.3689 2023-12-24 19:32:15,683 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 13:55:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 1.2966, loss: 1.2966 2023-12-24 19:32:41,232 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 13:55:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 1.3701, loss: 1.3701 2023-12-24 19:33:07,153 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 13:54:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 1.4659, loss: 1.4659 2023-12-24 19:33:32,872 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 13:54:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 1.3447, loss: 1.3447 2023-12-24 19:33:34,978 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-24 19:38:01,300 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:38:01,919 - pyskl - INFO - top1_acc 0.7969 top5_acc 0.9571 2023-12-24 19:38:01,924 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_92.pth was removed 2023-12-24 19:38:02,143 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. 2023-12-24 19:38:02,145 - pyskl - INFO - Best top1_acc is 0.7969 at 94 epoch. 2023-12-24 19:38:02,172 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.7969, top5_acc: 0.9571 2023-12-24 19:38:55,796 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 13:54:17, time: 0.536, data_time: 0.282, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 1.2819, loss: 1.2819 2023-12-24 19:39:21,587 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 13:53:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 1.2781, loss: 1.2781 2023-12-24 19:39:47,189 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 13:53:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 1.3542, loss: 1.3542 2023-12-24 19:40:13,276 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 13:52:57, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 1.3296, loss: 1.3296 2023-12-24 19:40:39,194 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 13:52:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 1.3024, loss: 1.3024 2023-12-24 19:41:05,144 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 13:52:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 1.3492, loss: 1.3492 2023-12-24 19:41:31,052 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 13:51:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 1.3234, loss: 1.3234 2023-12-24 19:41:56,827 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 13:51:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.3255, loss: 1.3255 2023-12-24 19:42:22,491 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 13:50:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 1.2914, loss: 1.2914 2023-12-24 19:42:47,822 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 13:50:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 1.3014, loss: 1.3014 2023-12-24 19:43:13,433 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 13:49:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 1.3300, loss: 1.3300 2023-12-24 19:43:39,198 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 13:49:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 1.3183, loss: 1.3183 2023-12-24 19:44:04,634 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 13:48:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.3028, loss: 1.3028 2023-12-24 19:44:30,223 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 13:48:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 1.3939, loss: 1.3939 2023-12-24 19:44:55,799 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 13:48:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.3666, loss: 1.3666 2023-12-24 19:45:21,595 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 13:47:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 1.3541, loss: 1.3541 2023-12-24 19:45:47,126 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 13:47:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 1.3530, loss: 1.3530 2023-12-24 19:46:12,734 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 13:46:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 1.3517, loss: 1.3517 2023-12-24 19:46:38,272 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 13:46:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 1.3097, loss: 1.3097 2023-12-24 19:47:03,987 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 13:45:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 1.3410, loss: 1.3410 2023-12-24 19:47:29,487 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 13:45:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9856, loss_cls: 1.4100, loss: 1.4100 2023-12-24 19:47:55,182 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 13:44:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 1.3279, loss: 1.3279 2023-12-24 19:48:20,616 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 13:44:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.3879, loss: 1.3879 2023-12-24 19:48:46,494 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 13:44:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 1.4340, loss: 1.4340 2023-12-24 19:49:12,162 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 13:43:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.3450, loss: 1.3450 2023-12-24 19:49:37,929 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 13:43:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 1.3717, loss: 1.3717 2023-12-24 19:50:03,858 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 13:42:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 1.3258, loss: 1.3258 2023-12-24 19:50:29,535 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 13:42:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 1.3498, loss: 1.3498 2023-12-24 19:50:55,283 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 13:41:52, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 1.3237, loss: 1.3237 2023-12-24 19:51:20,985 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 13:41:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 1.3771, loss: 1.3771 2023-12-24 19:51:47,210 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 13:40:59, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 1.3377, loss: 1.3377 2023-12-24 19:52:13,109 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 13:40:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 1.3660, loss: 1.3660 2023-12-24 19:52:38,852 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 13:40:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 1.3991, loss: 1.3991 2023-12-24 19:53:05,047 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 13:39:40, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 1.3786, loss: 1.3786 2023-12-24 19:53:07,064 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-24 19:57:32,416 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:57:33,056 - pyskl - INFO - top1_acc 0.7754 top5_acc 0.9511 2023-12-24 19:57:33,092 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.7754, top5_acc: 0.9511 2023-12-24 19:58:28,708 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 13:39:29, time: 0.556, data_time: 0.300, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.2198, loss: 1.2198 2023-12-24 19:58:54,363 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 13:39:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 1.2573, loss: 1.2573 2023-12-24 19:59:20,456 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 13:38:36, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 1.2727, loss: 1.2727 2023-12-24 19:59:46,072 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 13:38:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 1.2658, loss: 1.2658 2023-12-24 20:00:11,924 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 13:37:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 1.3282, loss: 1.3282 2023-12-24 20:00:37,446 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 13:37:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 1.3238, loss: 1.3238 2023-12-24 20:01:03,214 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 13:36:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.2153, loss: 1.2153 2023-12-24 20:01:28,758 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 13:36:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 1.2976, loss: 1.2976 2023-12-24 20:01:54,461 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 13:35:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 1.2931, loss: 1.2931 2023-12-24 20:02:19,885 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 13:35:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 1.3574, loss: 1.3574 2023-12-24 20:02:45,491 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 13:35:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 1.3099, loss: 1.3099 2023-12-24 20:03:11,180 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 13:34:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 1.3218, loss: 1.3218 2023-12-24 20:03:36,796 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 13:34:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.3108, loss: 1.3108 2023-12-24 20:04:02,545 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 13:33:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.3261, loss: 1.3261 2023-12-24 20:04:28,074 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 13:33:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 1.3031, loss: 1.3031 2023-12-24 20:04:53,716 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 13:32:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 1.2963, loss: 1.2963 2023-12-24 20:05:19,573 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 13:32:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.3309, loss: 1.3309 2023-12-24 20:05:45,147 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 13:31:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 1.3484, loss: 1.3484 2023-12-24 20:06:10,812 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 13:31:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 1.2995, loss: 1.2995 2023-12-24 20:06:36,495 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 13:31:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 1.2813, loss: 1.2813 2023-12-24 20:07:02,076 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 13:30:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 1.3471, loss: 1.3471 2023-12-24 20:07:27,788 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 13:30:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.3544, loss: 1.3544 2023-12-24 20:07:53,288 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 13:29:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 1.3246, loss: 1.3246 2023-12-24 20:08:18,861 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 13:29:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.3602, loss: 1.3602 2023-12-24 20:08:44,561 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 13:28:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 1.3269, loss: 1.3269 2023-12-24 20:09:10,444 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 13:28:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 1.3357, loss: 1.3357 2023-12-24 20:09:35,699 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 13:27:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 1.3435, loss: 1.3435 2023-12-24 20:10:00,917 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 13:27:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 1.3453, loss: 1.3453 2023-12-24 20:10:26,078 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 13:27:03, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 1.2861, loss: 1.2861 2023-12-24 20:10:51,892 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 13:26:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 1.3569, loss: 1.3569 2023-12-24 20:11:17,568 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 13:26:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 1.3778, loss: 1.3778 2023-12-24 20:11:43,487 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 13:25:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 1.3547, loss: 1.3547 2023-12-24 20:12:09,105 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 13:25:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 1.3120, loss: 1.3120 2023-12-24 20:12:34,767 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 13:24:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.3269, loss: 1.3269 2023-12-24 20:12:36,715 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-24 20:17:01,702 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:17:02,322 - pyskl - INFO - top1_acc 0.7830 top5_acc 0.9540 2023-12-24 20:17:02,349 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.7830, top5_acc: 0.9540 2023-12-24 20:17:56,153 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 13:24:37, time: 0.538, data_time: 0.283, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.2640, loss: 1.2640 2023-12-24 20:18:22,082 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 13:24:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.1940, loss: 1.1940 2023-12-24 20:18:48,107 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 13:23:44, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 1.2070, loss: 1.2070 2023-12-24 20:19:13,917 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 13:23:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 1.2898, loss: 1.2898 2023-12-24 20:19:39,775 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 13:22:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 1.2543, loss: 1.2543 2023-12-24 20:20:05,309 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 13:22:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 1.2773, loss: 1.2773 2023-12-24 20:20:31,125 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 13:21:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.2652, loss: 1.2652 2023-12-24 20:20:56,733 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 13:21:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 1.2518, loss: 1.2518 2023-12-24 20:21:22,410 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 13:21:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 1.2708, loss: 1.2708 2023-12-24 20:21:47,822 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 13:20:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 1.2783, loss: 1.2783 2023-12-24 20:22:13,620 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 13:20:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 1.3266, loss: 1.3266 2023-12-24 20:22:39,428 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 13:19:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 1.3051, loss: 1.3051 2023-12-24 20:23:04,889 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 13:19:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 1.2859, loss: 1.2859 2023-12-24 20:23:30,076 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 13:18:51, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 1.2196, loss: 1.2196 2023-12-24 20:23:55,335 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 13:18:25, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 1.2810, loss: 1.2810 2023-12-24 20:24:21,034 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 13:17:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 1.3337, loss: 1.3337 2023-12-24 20:24:46,736 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 13:17:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9762, loss_cls: 1.3144, loss: 1.3144 2023-12-24 20:25:12,416 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 13:17:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 1.3119, loss: 1.3119 2023-12-24 20:25:38,214 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 13:16:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 1.2654, loss: 1.2654 2023-12-24 20:26:03,932 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 13:16:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 1.3310, loss: 1.3310 2023-12-24 20:26:29,894 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 13:15:45, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 1.3530, loss: 1.3530 2023-12-24 20:26:55,458 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 13:15:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 1.3836, loss: 1.3836 2023-12-24 20:27:20,884 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 13:14:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 1.3418, loss: 1.3418 2023-12-24 20:27:46,300 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 13:14:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.3446, loss: 1.3446 2023-12-24 20:28:11,778 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 13:13:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 1.3600, loss: 1.3600 2023-12-24 20:28:37,444 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 13:13:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 1.3702, loss: 1.3702 2023-12-24 20:29:03,216 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 13:13:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 1.3059, loss: 1.3059 2023-12-24 20:29:29,100 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 13:12:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 1.2868, loss: 1.2868 2023-12-24 20:29:55,046 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 13:12:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.3995, loss: 1.3995 2023-12-24 20:30:20,624 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 13:11:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 1.3612, loss: 1.3612 2023-12-24 20:30:46,159 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 13:11:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 1.3800, loss: 1.3800 2023-12-24 20:31:11,746 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 13:10:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 1.3782, loss: 1.3782 2023-12-24 20:31:37,825 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 13:10:26, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.3799, loss: 1.3799 2023-12-24 20:32:03,322 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 13:09:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 1.3419, loss: 1.3419 2023-12-24 20:32:05,289 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-24 20:36:32,140 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:36:32,751 - pyskl - INFO - top1_acc 0.7796 top5_acc 0.9534 2023-12-24 20:36:32,777 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.7796, top5_acc: 0.9534 2023-12-24 20:37:26,653 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 13:09:46, time: 0.539, data_time: 0.283, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 1.2347, loss: 1.2347 2023-12-24 20:37:52,528 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 13:09:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 1.2933, loss: 1.2933 2023-12-24 20:38:18,335 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 13:08:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9925, loss_cls: 1.2216, loss: 1.2216 2023-12-24 20:38:44,352 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 13:08:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 1.2706, loss: 1.2706 2023-12-24 20:39:10,069 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 13:08:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9900, loss_cls: 1.3091, loss: 1.3091 2023-12-24 20:39:35,849 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 13:07:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9919, loss_cls: 1.2713, loss: 1.2713 2023-12-24 20:40:01,554 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 13:07:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 1.2733, loss: 1.2733 2023-12-24 20:40:27,421 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 13:06:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 1.3379, loss: 1.3379 2023-12-24 20:40:53,077 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 13:06:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 1.2756, loss: 1.2756 2023-12-24 20:41:18,744 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 13:05:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 1.2606, loss: 1.2606 2023-12-24 20:41:44,047 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 13:05:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.2898, loss: 1.2898 2023-12-24 20:42:09,162 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 13:04:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.2354, loss: 1.2354 2023-12-24 20:42:34,511 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 13:04:27, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 1.3153, loss: 1.3153 2023-12-24 20:43:00,115 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 13:04:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 1.2803, loss: 1.2803 2023-12-24 20:43:25,586 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 13:03:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9912, loss_cls: 1.3340, loss: 1.3340 2023-12-24 20:43:51,106 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 13:03:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 1.3125, loss: 1.3125 2023-12-24 20:44:16,531 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 13:02:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 1.3233, loss: 1.3233 2023-12-24 20:44:41,694 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 13:02:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 1.3194, loss: 1.3194 2023-12-24 20:45:06,823 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 13:01:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 1.2679, loss: 1.2679 2023-12-24 20:45:32,010 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 13:01:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 1.2635, loss: 1.2635 2023-12-24 20:45:57,594 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 13:00:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 1.3388, loss: 1.3388 2023-12-24 20:46:23,004 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 13:00:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 1.2753, loss: 1.2753 2023-12-24 20:46:48,455 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 13:00:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 1.3310, loss: 1.3310 2023-12-24 20:47:13,580 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 12:59:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 1.2962, loss: 1.2962 2023-12-24 20:47:38,894 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 12:59:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 1.3882, loss: 1.3882 2023-12-24 20:48:04,947 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 12:58:40, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 1.4175, loss: 1.4175 2023-12-24 20:48:30,772 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 12:58:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 1.3177, loss: 1.3177 2023-12-24 20:48:56,587 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 12:57:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 1.3122, loss: 1.3122 2023-12-24 20:49:22,272 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 12:57:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 1.3570, loss: 1.3570 2023-12-24 20:49:48,099 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 12:56:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 1.3513, loss: 1.3513 2023-12-24 20:50:13,636 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 12:56:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 1.3194, loss: 1.3194 2023-12-24 20:50:39,514 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 12:56:00, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 1.3405, loss: 1.3405 2023-12-24 20:51:05,250 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 12:55:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.3145, loss: 1.3145 2023-12-24 20:51:30,505 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:55:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 1.3113, loss: 1.3113 2023-12-24 20:51:32,494 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-24 20:55:58,311 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:55:58,932 - pyskl - INFO - top1_acc 0.7922 top5_acc 0.9578 2023-12-24 20:55:58,958 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.7922, top5_acc: 0.9578 2023-12-24 20:56:53,186 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:54:53, time: 0.542, data_time: 0.285, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 1.2396, loss: 1.2396 2023-12-24 20:57:19,127 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:54:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 1.1795, loss: 1.1795 2023-12-24 20:57:44,914 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:54:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 1.2381, loss: 1.2381 2023-12-24 20:58:10,717 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:53:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.2152, loss: 1.2152 2023-12-24 20:58:36,470 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:53:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.2100, loss: 1.2100 2023-12-24 20:59:02,287 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 12:52:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 1.3211, loss: 1.3211 2023-12-24 20:59:27,878 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 12:52:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 1.2517, loss: 1.2517 2023-12-24 20:59:53,464 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 12:51:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.2502, loss: 1.2502 2023-12-24 21:00:19,357 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 12:51:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 1.2335, loss: 1.2335 2023-12-24 21:00:44,915 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 12:50:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 1.2509, loss: 1.2509 2023-12-24 21:01:10,455 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 12:50:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.3186, loss: 1.3186 2023-12-24 21:01:36,388 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 12:50:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 1.3058, loss: 1.3058 2023-12-24 21:02:02,195 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 12:49:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 1.3104, loss: 1.3104 2023-12-24 21:02:27,545 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 12:49:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 1.2852, loss: 1.2852 2023-12-24 21:02:52,868 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 12:48:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.2374, loss: 1.2374 2023-12-24 21:03:18,463 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 12:48:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 1.2430, loss: 1.2430 2023-12-24 21:03:43,718 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 12:47:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 1.2208, loss: 1.2208 2023-12-24 21:04:08,872 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 12:47:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 1.2819, loss: 1.2819 2023-12-24 21:04:33,999 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 12:46:54, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 1.2818, loss: 1.2818 2023-12-24 21:04:59,650 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 12:46:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 1.2342, loss: 1.2342 2023-12-24 21:05:25,417 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 12:46:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 1.2518, loss: 1.2518 2023-12-24 21:05:50,922 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 12:45:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 1.2245, loss: 1.2245 2023-12-24 21:06:16,563 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 12:45:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 1.2840, loss: 1.2840 2023-12-24 21:06:42,148 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 12:44:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 1.2440, loss: 1.2440 2023-12-24 21:07:07,877 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 12:44:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 1.3072, loss: 1.3072 2023-12-24 21:07:33,690 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 12:43:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 1.2804, loss: 1.2804 2023-12-24 21:07:59,509 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 12:43:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 1.2618, loss: 1.2618 2023-12-24 21:08:25,095 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 12:42:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 1.3010, loss: 1.3010 2023-12-24 21:08:50,879 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 12:42:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.2800, loss: 1.2800 2023-12-24 21:09:16,625 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 12:42:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 1.3679, loss: 1.3679 2023-12-24 21:09:42,451 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 12:41:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 1.3741, loss: 1.3741 2023-12-24 21:10:08,324 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 12:41:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 1.2469, loss: 1.2469 2023-12-24 21:10:33,893 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 12:40:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 1.3485, loss: 1.3485 2023-12-24 21:10:59,627 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 12:40:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 1.2612, loss: 1.2612 2023-12-24 21:11:01,587 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-24 21:15:27,743 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:15:28,366 - pyskl - INFO - top1_acc 0.7981 top5_acc 0.9569 2023-12-24 21:15:28,371 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_94.pth was removed 2023-12-24 21:15:28,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2023-12-24 21:15:28,591 - pyskl - INFO - Best top1_acc is 0.7981 at 99 epoch. 2023-12-24 21:15:28,618 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.7981, top5_acc: 0.9569 2023-12-24 21:16:22,245 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 12:40:02, time: 0.536, data_time: 0.281, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 1.2430, loss: 1.2430 2023-12-24 21:16:48,149 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 12:39:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.2108, loss: 1.2108 2023-12-24 21:17:14,129 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 12:39:09, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 1.2648, loss: 1.2648 2023-12-24 21:17:40,150 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 12:38:42, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 1.2630, loss: 1.2630 2023-12-24 21:18:05,662 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 12:38:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 1.2471, loss: 1.2471 2023-12-24 21:18:31,207 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 12:37:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 1.1971, loss: 1.1971 2023-12-24 21:18:56,793 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 12:37:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 1.2181, loss: 1.2181 2023-12-24 21:19:22,370 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 12:36:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 1.2067, loss: 1.2067 2023-12-24 21:19:48,181 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 12:36:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 1.3171, loss: 1.3171 2023-12-24 21:20:13,705 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 12:36:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.2035, loss: 1.2035 2023-12-24 21:20:39,100 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 12:35:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 1.2321, loss: 1.2321 2023-12-24 21:21:04,441 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 12:35:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 1.2801, loss: 1.2801 2023-12-24 21:21:29,911 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 12:34:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.2050, loss: 1.2050 2023-12-24 21:21:55,717 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 12:34:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.2549, loss: 1.2549 2023-12-24 21:22:21,249 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 12:33:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 1.2662, loss: 1.2662 2023-12-24 21:22:46,848 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 12:33:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.3083, loss: 1.3083 2023-12-24 21:23:12,563 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 12:32:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 1.2977, loss: 1.2977 2023-12-24 21:23:38,315 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 12:32:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.2027, loss: 1.2027 2023-12-24 21:24:04,033 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 12:32:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 1.2532, loss: 1.2532 2023-12-24 21:24:29,813 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 12:31:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 1.2660, loss: 1.2660 2023-12-24 21:24:55,605 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 12:31:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 1.2603, loss: 1.2603 2023-12-24 21:25:21,197 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 12:30:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 1.2758, loss: 1.2758 2023-12-24 21:25:46,794 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 12:30:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 1.3015, loss: 1.3015 2023-12-24 21:26:12,600 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 12:29:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 1.2539, loss: 1.2539 2023-12-24 21:26:38,372 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 12:29:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 1.2576, loss: 1.2576 2023-12-24 21:27:04,190 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 12:28:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9912, loss_cls: 1.2629, loss: 1.2629 2023-12-24 21:27:29,865 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 12:28:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 1.2654, loss: 1.2654 2023-12-24 21:27:55,153 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 12:28:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.3475, loss: 1.3475 2023-12-24 21:28:20,842 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 12:27:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 1.3168, loss: 1.3168 2023-12-24 21:28:46,277 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 12:27:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.2572, loss: 1.2572 2023-12-24 21:29:11,912 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 12:26:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 1.2092, loss: 1.2092 2023-12-24 21:29:37,875 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 12:26:18, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 1.3269, loss: 1.3269 2023-12-24 21:30:03,651 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 12:25:51, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 1.2889, loss: 1.2889 2023-12-24 21:30:29,336 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 12:25:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.2944, loss: 1.2944 2023-12-24 21:30:31,287 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-24 21:34:56,602 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:34:57,216 - pyskl - INFO - top1_acc 0.7843 top5_acc 0.9554 2023-12-24 21:34:57,244 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.7843, top5_acc: 0.9554 2023-12-24 21:35:50,725 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 12:25:10, time: 0.535, data_time: 0.278, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 1.2560, loss: 1.2560 2023-12-24 21:36:16,469 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 12:24:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.2122, loss: 1.2122 2023-12-24 21:36:42,448 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 12:24:17, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 1.2125, loss: 1.2125 2023-12-24 21:37:08,258 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 12:23:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.2255, loss: 1.2255 2023-12-24 21:37:33,833 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 12:23:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 1.1759, loss: 1.1759 2023-12-24 21:37:59,422 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 12:22:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 1.2354, loss: 1.2354 2023-12-24 21:38:25,126 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 12:22:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 1.1778, loss: 1.1778 2023-12-24 21:38:50,610 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 12:22:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 1.2805, loss: 1.2805 2023-12-24 21:39:16,455 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 12:21:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 1.1889, loss: 1.1889 2023-12-24 21:39:42,022 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 12:21:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 1.2747, loss: 1.2747 2023-12-24 21:40:07,208 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 12:20:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 1.2175, loss: 1.2175 2023-12-24 21:40:32,353 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 12:20:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 1.2331, loss: 1.2331 2023-12-24 21:40:57,531 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 12:19:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.2449, loss: 1.2449 2023-12-24 21:41:22,718 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 12:19:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 1.2578, loss: 1.2578 2023-12-24 21:41:47,882 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 12:18:57, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.2527, loss: 1.2527 2023-12-24 21:42:13,116 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 12:18:30, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.2487, loss: 1.2487 2023-12-24 21:42:38,527 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 12:18:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.2478, loss: 1.2478 2023-12-24 21:43:03,752 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 12:17:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 1.2339, loss: 1.2339 2023-12-24 21:43:29,321 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 12:17:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.2391, loss: 1.2391 2023-12-24 21:43:55,046 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 12:16:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.3195, loss: 1.3195 2023-12-24 21:44:20,662 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 12:16:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 1.2845, loss: 1.2845 2023-12-24 21:44:46,210 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 12:15:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.1959, loss: 1.1959 2023-12-24 21:45:11,601 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 12:15:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.2640, loss: 1.2640 2023-12-24 21:45:37,331 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 12:14:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 1.2308, loss: 1.2308 2023-12-24 21:46:02,916 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 12:14:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 1.2805, loss: 1.2805 2023-12-24 21:46:28,834 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 12:14:04, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.2481, loss: 1.2481 2023-12-24 21:46:54,577 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 12:13:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.2646, loss: 1.2646 2023-12-24 21:47:20,379 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 12:13:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 1.3330, loss: 1.3330 2023-12-24 21:47:45,864 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 12:12:44, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 1.2270, loss: 1.2270 2023-12-24 21:48:11,629 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 12:12:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 1.3114, loss: 1.3114 2023-12-24 21:48:37,353 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 12:11:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 1.2538, loss: 1.2538 2023-12-24 21:49:02,918 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 12:11:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9925, loss_cls: 1.2808, loss: 1.2808 2023-12-24 21:49:28,571 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 12:10:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 1.2659, loss: 1.2659 2023-12-24 21:49:54,520 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 12:10:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 1.2033, loss: 1.2033 2023-12-24 21:49:56,589 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-24 21:54:22,076 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:54:22,696 - pyskl - INFO - top1_acc 0.7637 top5_acc 0.9480 2023-12-24 21:54:22,724 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.7637, top5_acc: 0.9480 2023-12-24 21:55:17,243 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 12:10:17, time: 0.545, data_time: 0.290, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 1.2793, loss: 1.2793 2023-12-24 21:55:42,942 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 12:09:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 1.2181, loss: 1.2181 2023-12-24 21:56:08,593 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 12:09:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 1.2051, loss: 1.2051 2023-12-24 21:56:34,538 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 12:08:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 1.2351, loss: 1.2351 2023-12-24 21:57:00,195 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 12:08:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 1.2227, loss: 1.2227 2023-12-24 21:57:25,903 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 12:08:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 1.2043, loss: 1.2043 2023-12-24 21:57:51,689 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 12:07:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 1.1620, loss: 1.1620 2023-12-24 21:58:17,283 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 12:07:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 1.1856, loss: 1.1856 2023-12-24 21:58:43,119 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 12:06:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 1.2252, loss: 1.2252 2023-12-24 21:59:08,717 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 12:06:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.2235, loss: 1.2235 2023-12-24 21:59:34,362 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 12:05:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 1.2607, loss: 1.2607 2023-12-24 21:59:59,932 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 12:05:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9956, loss_cls: 1.1833, loss: 1.1833 2023-12-24 22:00:25,427 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 12:04:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9950, loss_cls: 1.2045, loss: 1.2045 2023-12-24 22:00:51,010 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 12:04:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 1.2697, loss: 1.2697 2023-12-24 22:01:16,514 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 12:04:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.2486, loss: 1.2486 2023-12-24 22:01:42,365 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 12:03:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 1.2406, loss: 1.2406 2023-12-24 22:02:08,005 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 12:03:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 1.2592, loss: 1.2592 2023-12-24 22:02:33,770 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 12:02:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 1.2189, loss: 1.2189 2023-12-24 22:02:59,347 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 12:02:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 1.3259, loss: 1.3259 2023-12-24 22:03:24,933 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 12:01:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 1.3146, loss: 1.3146 2023-12-24 22:03:50,663 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 12:01:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 1.2249, loss: 1.2249 2023-12-24 22:04:16,199 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 12:00:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 1.2829, loss: 1.2829 2023-12-24 22:04:41,691 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 12:00:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.2468, loss: 1.2468 2023-12-24 22:05:07,296 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 12:00:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 1.2401, loss: 1.2401 2023-12-24 22:05:33,057 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 11:59:39, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 1.2510, loss: 1.2510 2023-12-24 22:05:58,964 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 11:59:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.2370, loss: 1.2370 2023-12-24 22:06:24,754 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 11:58:46, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 1.1570, loss: 1.1570 2023-12-24 22:06:50,504 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 11:58:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 1.2270, loss: 1.2270 2023-12-24 22:07:16,296 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 11:57:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 1.2933, loss: 1.2933 2023-12-24 22:07:42,170 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 11:57:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 1.2475, loss: 1.2475 2023-12-24 22:08:07,874 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 11:57:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.2461, loss: 1.2461 2023-12-24 22:08:33,407 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 11:56:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 1.2355, loss: 1.2355 2023-12-24 22:08:59,046 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 11:56:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.2303, loss: 1.2303 2023-12-24 22:09:24,821 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:55:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.2250, loss: 1.2250 2023-12-24 22:09:26,786 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-24 22:13:53,033 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:13:53,651 - pyskl - INFO - top1_acc 0.8030 top5_acc 0.9592 2023-12-24 22:13:53,656 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_99.pth was removed 2023-12-24 22:13:53,873 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. 2023-12-24 22:13:53,875 - pyskl - INFO - Best top1_acc is 0.8030 at 102 epoch. 2023-12-24 22:13:53,900 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8030, top5_acc: 0.9592 2023-12-24 22:14:48,195 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:55:25, time: 0.543, data_time: 0.286, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.2151, loss: 1.2151 2023-12-24 22:15:13,937 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:54:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.1253, loss: 1.1253 2023-12-24 22:15:39,735 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:54:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 1.1590, loss: 1.1590 2023-12-24 22:16:05,870 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:54:06, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 1.1593, loss: 1.1593 2023-12-24 22:16:31,732 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:53:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.1524, loss: 1.1524 2023-12-24 22:16:57,369 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:53:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 1.1835, loss: 1.1835 2023-12-24 22:17:22,947 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:52:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 1.1759, loss: 1.1759 2023-12-24 22:17:48,579 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:52:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.1812, loss: 1.1812 2023-12-24 22:18:14,379 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:51:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 1.1546, loss: 1.1546 2023-12-24 22:18:39,811 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:51:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 1.2100, loss: 1.2100 2023-12-24 22:19:05,230 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:51:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 1.1704, loss: 1.1704 2023-12-24 22:19:30,753 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:50:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 1.2256, loss: 1.2256 2023-12-24 22:19:56,256 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:50:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 1.2054, loss: 1.2054 2023-12-24 22:20:21,656 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:49:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.1720, loss: 1.1720 2023-12-24 22:20:47,243 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:49:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.1989, loss: 1.1989 2023-12-24 22:21:12,649 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:48:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.1742, loss: 1.1742 2023-12-24 22:21:38,461 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 11:48:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 1.1878, loss: 1.1878 2023-12-24 22:22:04,098 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 11:47:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 1.2110, loss: 1.2110 2023-12-24 22:22:29,599 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 11:47:27, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.2038, loss: 1.2038 2023-12-24 22:22:55,324 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 11:47:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 1.2263, loss: 1.2263 2023-12-24 22:23:20,824 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 11:46:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 1.2086, loss: 1.2086 2023-12-24 22:23:46,486 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 11:46:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 1.1833, loss: 1.1833 2023-12-24 22:24:12,041 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 11:45:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 1.2247, loss: 1.2247 2023-12-24 22:24:37,469 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 11:45:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 1.2453, loss: 1.2453 2023-12-24 22:25:02,813 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 11:44:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 1.2753, loss: 1.2753 2023-12-24 22:25:28,460 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 11:44:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 1.2634, loss: 1.2634 2023-12-24 22:25:54,084 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 11:43:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 1.2260, loss: 1.2260 2023-12-24 22:26:20,010 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 11:43:28, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.2475, loss: 1.2475 2023-12-24 22:26:45,564 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 11:43:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 1.1923, loss: 1.1923 2023-12-24 22:27:10,693 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 11:42:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 1.2226, loss: 1.2226 2023-12-24 22:27:35,944 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 11:42:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 1.2222, loss: 1.2222 2023-12-24 22:28:01,277 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 11:41:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 1.2036, loss: 1.2036 2023-12-24 22:28:26,694 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 11:41:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 1.2721, loss: 1.2721 2023-12-24 22:28:52,273 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 11:40:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.2158, loss: 1.2158 2023-12-24 22:28:54,240 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-24 22:33:19,529 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:33:20,143 - pyskl - INFO - top1_acc 0.8034 top5_acc 0.9592 2023-12-24 22:33:20,149 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_102.pth was removed 2023-12-24 22:33:20,365 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2023-12-24 22:33:20,367 - pyskl - INFO - Best top1_acc is 0.8034 at 103 epoch. 2023-12-24 22:33:20,392 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8034, top5_acc: 0.9592 2023-12-24 22:34:13,598 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 11:40:32, time: 0.532, data_time: 0.276, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.1247, loss: 1.1247 2023-12-24 22:34:39,395 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 11:40:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 1.1961, loss: 1.1961 2023-12-24 22:35:05,285 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 11:39:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 1.1349, loss: 1.1349 2023-12-24 22:35:31,260 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 11:39:12, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 1.1965, loss: 1.1965 2023-12-24 22:35:56,680 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 11:38:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.1534, loss: 1.1534 2023-12-24 22:36:22,059 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 11:38:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.1795, loss: 1.1795 2023-12-24 22:36:47,604 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 11:37:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 1.1791, loss: 1.1791 2023-12-24 22:37:13,311 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 11:37:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 1.1935, loss: 1.1935 2023-12-24 22:37:38,833 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 11:36:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.1882, loss: 1.1882 2023-12-24 22:38:04,306 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 11:36:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 1.1821, loss: 1.1821 2023-12-24 22:38:29,884 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 11:36:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 1.2114, loss: 1.2114 2023-12-24 22:38:55,335 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 11:35:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.1962, loss: 1.1962 2023-12-24 22:39:21,059 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 11:35:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.1747, loss: 1.1747 2023-12-24 22:39:46,327 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 11:34:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 1.1862, loss: 1.1862 2023-12-24 22:40:11,423 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 11:34:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 1.2193, loss: 1.2193 2023-12-24 22:40:36,480 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 11:33:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 1.2311, loss: 1.2311 2023-12-24 22:41:01,595 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 11:33:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 1.2077, loss: 1.2077 2023-12-24 22:41:26,969 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 11:32:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 1.1939, loss: 1.1939 2023-12-24 22:41:52,561 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 11:32:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 1.1722, loss: 1.1722 2023-12-24 22:42:17,977 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 11:32:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 1.1519, loss: 1.1519 2023-12-24 22:42:43,594 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 11:31:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.2107, loss: 1.2107 2023-12-24 22:43:09,113 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 11:31:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 1.2717, loss: 1.2717 2023-12-24 22:43:34,636 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 11:30:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 1.2483, loss: 1.2483 2023-12-24 22:44:00,151 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 11:30:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 1.2110, loss: 1.2110 2023-12-24 22:44:25,738 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 11:29:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.2052, loss: 1.2052 2023-12-24 22:44:51,356 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 11:29:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 1.2408, loss: 1.2408 2023-12-24 22:45:17,011 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 11:29:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 1.2426, loss: 1.2426 2023-12-24 22:45:43,056 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 11:28:33, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 1.2771, loss: 1.2771 2023-12-24 22:46:08,868 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 11:28:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 1.2248, loss: 1.2248 2023-12-24 22:46:33,992 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 11:27:40, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9962, loss_cls: 1.1648, loss: 1.1648 2023-12-24 22:46:59,090 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 11:27:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 1.1605, loss: 1.1605 2023-12-24 22:47:24,183 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 11:26:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 1.1997, loss: 1.1997 2023-12-24 22:47:49,400 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 11:26:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 1.2581, loss: 1.2581 2023-12-24 22:48:15,234 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 11:25:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 1.1816, loss: 1.1816 2023-12-24 22:48:17,192 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-24 22:52:41,755 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:52:42,402 - pyskl - INFO - top1_acc 0.7997 top5_acc 0.9603 2023-12-24 22:52:42,428 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.7997, top5_acc: 0.9603 2023-12-24 22:53:35,777 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 11:25:37, time: 0.533, data_time: 0.277, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 1.1263, loss: 1.1263 2023-12-24 22:54:01,468 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 11:25:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 1.1415, loss: 1.1415 2023-12-24 22:54:27,343 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 11:24:44, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 1.1325, loss: 1.1325 2023-12-24 22:54:53,037 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 11:24:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 1.1755, loss: 1.1755 2023-12-24 22:55:18,761 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 11:23:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 1.1564, loss: 1.1564 2023-12-24 22:55:44,133 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 11:23:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 1.1868, loss: 1.1868 2023-12-24 22:56:09,692 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 11:22:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 1.1697, loss: 1.1697 2023-12-24 22:56:35,518 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 11:22:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 1.1718, loss: 1.1718 2023-12-24 22:57:01,156 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 11:22:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 1.1148, loss: 1.1148 2023-12-24 22:57:26,678 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 11:21:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 1.1814, loss: 1.1814 2023-12-24 22:57:52,384 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 11:21:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 1.1647, loss: 1.1647 2023-12-24 22:58:18,226 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 11:20:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 1.1380, loss: 1.1380 2023-12-24 22:58:43,721 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 11:20:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 1.2014, loss: 1.2014 2023-12-24 22:59:09,518 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 11:19:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.1401, loss: 1.1401 2023-12-24 22:59:35,162 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 11:19:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.1359, loss: 1.1359 2023-12-24 23:00:00,796 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 11:18:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.1624, loss: 1.1624 2023-12-24 23:00:26,684 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 11:18:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 1.1621, loss: 1.1621 2023-12-24 23:00:52,424 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 11:18:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 1.2107, loss: 1.2107 2023-12-24 23:01:18,011 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 11:17:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9925, loss_cls: 1.2228, loss: 1.2228 2023-12-24 23:01:43,467 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 11:17:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 1.1872, loss: 1.1872 2023-12-24 23:02:08,822 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 11:16:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.1510, loss: 1.1510 2023-12-24 23:02:34,229 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 11:16:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 1.1831, loss: 1.1831 2023-12-24 23:02:59,668 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 11:15:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.2215, loss: 1.2215 2023-12-24 23:03:24,752 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 11:15:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.2291, loss: 1.2291 2023-12-24 23:03:49,851 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 11:14:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 1.1960, loss: 1.1960 2023-12-24 23:04:14,972 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 11:14:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 1.1624, loss: 1.1624 2023-12-24 23:04:40,745 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 11:14:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 1.2439, loss: 1.2439 2023-12-24 23:05:06,373 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 11:13:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 1.2918, loss: 1.2918 2023-12-24 23:05:32,048 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 11:13:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.1628, loss: 1.1628 2023-12-24 23:05:57,654 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 11:12:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 1.1953, loss: 1.1953 2023-12-24 23:06:23,352 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 11:12:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 1.2271, loss: 1.2271 2023-12-24 23:06:49,008 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 11:11:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 1.1765, loss: 1.1765 2023-12-24 23:07:14,649 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 11:11:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.1970, loss: 1.1970 2023-12-24 23:07:40,065 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 11:11:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 1.2463, loss: 1.2463 2023-12-24 23:07:42,075 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-24 23:12:07,030 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:12:07,713 - pyskl - INFO - top1_acc 0.7805 top5_acc 0.9530 2023-12-24 23:12:07,739 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.7805, top5_acc: 0.9530 2023-12-24 23:13:01,767 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 11:10:43, time: 0.540, data_time: 0.283, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.1400, loss: 1.1400 2023-12-24 23:13:27,632 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 11:10:17, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 1.1163, loss: 1.1163 2023-12-24 23:13:53,609 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 11:09:51, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.1280, loss: 1.1280 2023-12-24 23:14:19,089 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 11:09:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.0947, loss: 1.0947 2023-12-24 23:14:44,239 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 11:08:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 1.1484, loss: 1.1484 2023-12-24 23:15:09,359 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 11:08:30, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 1.1500, loss: 1.1500 2023-12-24 23:15:34,494 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 11:08:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.1601, loss: 1.1601 2023-12-24 23:16:00,022 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 11:07:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.1135, loss: 1.1135 2023-12-24 23:16:25,915 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 11:07:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 1.2003, loss: 1.2003 2023-12-24 23:16:51,237 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 11:06:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 1.1352, loss: 1.1352 2023-12-24 23:17:16,567 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 11:06:17, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 1.1391, loss: 1.1391 2023-12-24 23:17:42,218 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 11:05:51, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.0753, loss: 1.0753 2023-12-24 23:18:07,808 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 11:05:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.1982, loss: 1.1982 2023-12-24 23:18:33,254 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 11:04:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 1.1381, loss: 1.1381 2023-12-24 23:18:58,970 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 11:04:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.1775, loss: 1.1775 2023-12-24 23:19:24,448 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 11:04:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 1.1986, loss: 1.1986 2023-12-24 23:19:50,269 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 11:03:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 1.2437, loss: 1.2437 2023-12-24 23:20:16,029 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 11:03:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9950, loss_cls: 1.1968, loss: 1.1968 2023-12-24 23:20:41,628 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 11:02:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 1.1846, loss: 1.1846 2023-12-24 23:21:07,253 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 11:02:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 1.2069, loss: 1.2069 2023-12-24 23:21:32,451 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 11:01:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 1.1272, loss: 1.1272 2023-12-24 23:21:57,598 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 11:01:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 1.1588, loss: 1.1588 2023-12-24 23:22:22,773 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 11:00:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.1527, loss: 1.1527 2023-12-24 23:22:48,244 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 11:00:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 1.1444, loss: 1.1444 2023-12-24 23:23:13,773 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 11:00:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 1.1363, loss: 1.1363 2023-12-24 23:23:39,527 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 10:59:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9944, loss_cls: 1.1770, loss: 1.1770 2023-12-24 23:24:05,091 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 10:59:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.1905, loss: 1.1905 2023-12-24 23:24:30,867 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 10:58:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 1.1393, loss: 1.1393 2023-12-24 23:24:56,053 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 10:58:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 1.2018, loss: 1.2018 2023-12-24 23:25:21,238 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 10:57:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.1616, loss: 1.1616 2023-12-24 23:25:46,741 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 10:57:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 1.1981, loss: 1.1981 2023-12-24 23:26:12,420 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 10:56:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.1869, loss: 1.1869 2023-12-24 23:26:37,791 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 10:56:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.1625, loss: 1.1625 2023-12-24 23:27:02,885 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 10:56:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 1.1434, loss: 1.1434 2023-12-24 23:27:04,840 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-24 23:31:30,643 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:31:31,260 - pyskl - INFO - top1_acc 0.7992 top5_acc 0.9575 2023-12-24 23:31:31,287 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.7992, top5_acc: 0.9575 2023-12-24 23:32:24,565 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:55:48, time: 0.533, data_time: 0.275, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 1.1386, loss: 1.1386 2023-12-24 23:32:50,112 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:55:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 1.0781, loss: 1.0781 2023-12-24 23:33:15,946 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:54:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 1.1037, loss: 1.1037 2023-12-24 23:33:41,821 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:54:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.1476, loss: 1.1476 2023-12-24 23:34:07,622 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:54:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 1.1077, loss: 1.1077 2023-12-24 23:34:33,145 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:53:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.0805, loss: 1.0805 2023-12-24 23:34:58,772 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:53:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.1537, loss: 1.1537 2023-12-24 23:35:24,462 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:52:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 1.1439, loss: 1.1439 2023-12-24 23:35:50,096 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:52:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 1.1539, loss: 1.1539 2023-12-24 23:36:15,727 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:51:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 1.1244, loss: 1.1244 2023-12-24 23:36:41,461 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:51:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 1.1471, loss: 1.1471 2023-12-24 23:37:06,717 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:50:56, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 1.1339, loss: 1.1339 2023-12-24 23:37:32,271 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:50:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.1368, loss: 1.1368 2023-12-24 23:37:57,996 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:50:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.1190, loss: 1.1190 2023-12-24 23:38:23,501 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:49:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.2096, loss: 1.2096 2023-12-24 23:38:49,108 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:49:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9956, loss_cls: 1.1733, loss: 1.1733 2023-12-24 23:39:14,446 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:48:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 1.1362, loss: 1.1362 2023-12-24 23:39:39,993 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:48:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 1.1555, loss: 1.1555 2023-12-24 23:40:05,919 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:47:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9944, loss_cls: 1.1702, loss: 1.1702 2023-12-24 23:40:31,479 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:47:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 1.1642, loss: 1.1642 2023-12-24 23:40:57,085 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:46:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 1.1805, loss: 1.1805 2023-12-24 23:41:22,552 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:46:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 1.1324, loss: 1.1324 2023-12-24 23:41:47,684 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:46:04, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 1.1709, loss: 1.1709 2023-12-24 23:42:13,011 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:45:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 1.1895, loss: 1.1895 2023-12-24 23:42:38,572 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:45:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 1.1066, loss: 1.1066 2023-12-24 23:43:03,894 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:44:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 1.1361, loss: 1.1361 2023-12-24 23:43:29,685 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:44:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 1.2010, loss: 1.2010 2023-12-24 23:43:55,278 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 10:43:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 1.1752, loss: 1.1752 2023-12-24 23:44:20,862 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 10:43:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 1.2053, loss: 1.2053 2023-12-24 23:44:46,682 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 10:42:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 1.1851, loss: 1.1851 2023-12-24 23:45:12,431 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 10:42:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 1.2180, loss: 1.2180 2023-12-24 23:45:38,567 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 10:42:05, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.2066, loss: 1.2066 2023-12-24 23:46:04,269 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 10:41:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 1.1795, loss: 1.1795 2023-12-24 23:46:30,204 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 10:41:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 1.1906, loss: 1.1906 2023-12-24 23:46:32,154 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-24 23:50:57,476 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:50:58,085 - pyskl - INFO - top1_acc 0.8013 top5_acc 0.9573 2023-12-24 23:50:58,111 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8013, top5_acc: 0.9573 2023-12-24 23:51:52,216 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 10:40:55, time: 0.541, data_time: 0.283, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 1.1020, loss: 1.1020 2023-12-24 23:52:17,970 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 10:40:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 1.1201, loss: 1.1201 2023-12-24 23:52:43,599 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 10:40:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 1.0887, loss: 1.0887 2023-12-24 23:53:09,539 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 10:39:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9981, loss_cls: 1.1098, loss: 1.1098 2023-12-24 23:53:34,732 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 10:39:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 1.1473, loss: 1.1473 2023-12-24 23:53:59,826 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 10:38:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 1.0834, loss: 1.0834 2023-12-24 23:54:25,455 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 10:38:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.0632, loss: 1.0632 2023-12-24 23:54:51,852 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 10:37:50, time: 0.264, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 1.1307, loss: 1.1307 2023-12-24 23:55:17,787 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 10:37:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.0777, loss: 1.0777 2023-12-24 23:55:43,399 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 10:36:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 1.1412, loss: 1.1412 2023-12-24 23:56:08,853 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 10:36:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.1327, loss: 1.1327 2023-12-24 23:56:34,431 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 10:36:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.0825, loss: 1.0825 2023-12-24 23:56:59,786 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 10:35:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 1.1460, loss: 1.1460 2023-12-24 23:57:24,905 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 10:35:10, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 1.1061, loss: 1.1061 2023-12-24 23:57:50,026 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 10:34:43, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.0967, loss: 1.0967 2023-12-24 23:58:15,123 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 10:34:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9850, loss_cls: 1.1262, loss: 1.1262 2023-12-24 23:58:40,366 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 10:33:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 1.1033, loss: 1.1033 2023-12-24 23:59:05,886 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 10:33:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.1420, loss: 1.1420 2023-12-24 23:59:31,372 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 10:32:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.0934, loss: 1.0934 2023-12-24 23:59:56,877 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 10:32:30, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9931, loss_cls: 1.1998, loss: 1.1998 2023-12-25 00:00:22,584 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 10:32:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.1013, loss: 1.1013 2023-12-25 00:00:48,019 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 10:31:37, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 1.1877, loss: 1.1877 2023-12-25 00:01:13,447 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 10:31:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 1.1344, loss: 1.1344 2023-12-25 00:01:38,823 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 10:30:44, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 1.2274, loss: 1.2274 2023-12-25 00:02:04,368 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 10:30:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 1.2071, loss: 1.2071 2023-12-25 00:02:29,860 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 10:29:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 1.1162, loss: 1.1162 2023-12-25 00:02:55,501 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 10:29:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 1.1178, loss: 1.1178 2023-12-25 00:03:21,124 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 10:28:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9944, loss_cls: 1.1672, loss: 1.1672 2023-12-25 00:03:46,824 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 10:28:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 1.1537, loss: 1.1537 2023-12-25 00:04:12,492 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 10:28:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.0923, loss: 1.0923 2023-12-25 00:04:37,648 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 10:27:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 1.1500, loss: 1.1500 2023-12-25 00:05:03,151 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 10:27:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 1.1434, loss: 1.1434 2023-12-25 00:05:28,778 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 10:26:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.1383, loss: 1.1383 2023-12-25 00:05:54,273 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 10:26:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 1.1512, loss: 1.1512 2023-12-25 00:05:56,185 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-25 00:10:20,728 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:10:21,334 - pyskl - INFO - top1_acc 0.8072 top5_acc 0.9572 2023-12-25 00:10:21,339 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_103.pth was removed 2023-12-25 00:10:21,577 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2023-12-25 00:10:21,579 - pyskl - INFO - Best top1_acc is 0.8072 at 108 epoch. 2023-12-25 00:10:21,608 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8072, top5_acc: 0.9572 2023-12-25 00:11:15,506 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 10:26:01, time: 0.539, data_time: 0.281, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.1193, loss: 1.1193 2023-12-25 00:11:41,032 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 10:25:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.0875, loss: 1.0875 2023-12-25 00:12:06,994 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 10:25:08, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 1.0734, loss: 1.0734 2023-12-25 00:12:32,890 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 10:24:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.1000, loss: 1.1000 2023-12-25 00:12:58,485 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 10:24:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.0429, loss: 1.0429 2023-12-25 00:13:23,904 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 10:23:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 1.1271, loss: 1.1271 2023-12-25 00:13:49,638 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 10:23:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9975, loss_cls: 1.0683, loss: 1.0683 2023-12-25 00:14:15,233 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 10:22:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 1.0499, loss: 1.0499 2023-12-25 00:14:40,562 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 10:22:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 1.0834, loss: 1.0834 2023-12-25 00:15:06,608 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 10:22:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.1119, loss: 1.1119 2023-12-25 00:15:32,168 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 10:21:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 1.0587, loss: 1.0587 2023-12-25 00:15:57,773 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 10:21:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 1.0981, loss: 1.0981 2023-12-25 00:16:23,127 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 10:20:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.1461, loss: 1.1461 2023-12-25 00:16:48,236 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 10:20:16, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 1.0823, loss: 1.0823 2023-12-25 00:17:13,348 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 10:19:49, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.0938, loss: 1.0938 2023-12-25 00:17:38,497 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 10:19:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.0554, loss: 1.0554 2023-12-25 00:18:03,743 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 10:18:56, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 1.1175, loss: 1.1175 2023-12-25 00:18:29,377 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 10:18:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 1.1435, loss: 1.1435 2023-12-25 00:18:54,877 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 10:18:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 1.1117, loss: 1.1117 2023-12-25 00:19:20,083 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 10:17:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 1.1582, loss: 1.1582 2023-12-25 00:19:45,257 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 10:17:09, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.0905, loss: 1.0905 2023-12-25 00:20:10,764 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 10:16:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.1158, loss: 1.1158 2023-12-25 00:20:36,313 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 10:16:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.0773, loss: 1.0773 2023-12-25 00:21:01,940 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 10:15:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.0985, loss: 1.0985 2023-12-25 00:21:27,731 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 10:15:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 1.0943, loss: 1.0943 2023-12-25 00:21:53,282 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 10:14:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.1362, loss: 1.1362 2023-12-25 00:22:18,971 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 10:14:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 1.1170, loss: 1.1170 2023-12-25 00:22:44,703 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 10:14:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.1564, loss: 1.1564 2023-12-25 00:23:10,307 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 10:13:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 1.1561, loss: 1.1561 2023-12-25 00:23:35,879 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 10:13:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.1646, loss: 1.1646 2023-12-25 00:24:01,511 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 10:12:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 1.1239, loss: 1.1239 2023-12-25 00:24:26,965 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 10:12:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.0950, loss: 1.0950 2023-12-25 00:24:52,604 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 10:11:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 1.1424, loss: 1.1424 2023-12-25 00:25:18,290 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 10:11:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 1.1836, loss: 1.1836 2023-12-25 00:25:20,351 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-25 00:29:45,547 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:29:46,161 - pyskl - INFO - top1_acc 0.8100 top5_acc 0.9610 2023-12-25 00:29:46,166 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_108.pth was removed 2023-12-25 00:29:46,391 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-25 00:29:46,392 - pyskl - INFO - Best top1_acc is 0.8100 at 109 epoch. 2023-12-25 00:29:46,422 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8100, top5_acc: 0.9610 2023-12-25 00:30:40,015 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 10:11:06, time: 0.536, data_time: 0.283, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.0822, loss: 1.0822 2023-12-25 00:31:05,598 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 10:10:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.0377, loss: 1.0377 2023-12-25 00:31:31,474 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 10:10:13, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.0556, loss: 1.0556 2023-12-25 00:31:57,225 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 10:09:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.0357, loss: 1.0357 2023-12-25 00:32:22,940 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 10:09:20, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.0731, loss: 1.0731 2023-12-25 00:32:48,685 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 10:08:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.0431, loss: 1.0431 2023-12-25 00:33:14,374 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 10:08:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.0547, loss: 1.0547 2023-12-25 00:33:39,862 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 10:08:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9950, loss_cls: 1.1544, loss: 1.1544 2023-12-25 00:34:05,607 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 10:07:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.0769, loss: 1.0769 2023-12-25 00:34:31,420 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 10:07:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.0899, loss: 1.0899 2023-12-25 00:34:56,895 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 10:06:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.0936, loss: 1.0936 2023-12-25 00:35:22,425 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 10:06:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 1.1153, loss: 1.1153 2023-12-25 00:35:47,532 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 10:05:48, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 1.0946, loss: 1.0946 2023-12-25 00:36:12,648 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 10:05:21, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.0843, loss: 1.0843 2023-12-25 00:36:37,962 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 10:04:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 1.1295, loss: 1.1295 2023-12-25 00:37:03,421 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 10:04:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 1.1321, loss: 1.1321 2023-12-25 00:37:28,922 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 10:04:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 1.1266, loss: 1.1266 2023-12-25 00:37:54,452 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 10:03:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 1.1088, loss: 1.1088 2023-12-25 00:38:20,031 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 10:03:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.9959, loss: 0.9959 2023-12-25 00:38:45,463 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 10:02:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.0737, loss: 1.0737 2023-12-25 00:39:11,114 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 10:02:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.1207, loss: 1.1207 2023-12-25 00:39:36,503 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 10:01:49, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 1.1268, loss: 1.1268 2023-12-25 00:40:01,634 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 10:01:22, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 1.1400, loss: 1.1400 2023-12-25 00:40:26,935 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 10:00:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 1.1485, loss: 1.1485 2023-12-25 00:40:52,407 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 10:00:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.1472, loss: 1.1472 2023-12-25 00:41:17,896 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 10:00:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 1.1266, loss: 1.1266 2023-12-25 00:41:43,363 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 9:59:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.1393, loss: 1.1393 2023-12-25 00:42:09,253 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 9:59:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 1.1154, loss: 1.1154 2023-12-25 00:42:34,754 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 9:58:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.1173, loss: 1.1173 2023-12-25 00:43:00,392 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 9:58:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 1.1819, loss: 1.1819 2023-12-25 00:43:26,286 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 9:57:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.1041, loss: 1.1041 2023-12-25 00:43:52,035 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 9:57:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.1074, loss: 1.1074 2023-12-25 00:44:17,870 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 9:56:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 1.1395, loss: 1.1395 2023-12-25 00:44:43,555 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 9:56:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 1.0747, loss: 1.0747 2023-12-25 00:44:45,537 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-25 00:49:11,058 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:49:11,668 - pyskl - INFO - top1_acc 0.8030 top5_acc 0.9602 2023-12-25 00:49:11,694 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8030, top5_acc: 0.9602 2023-12-25 00:50:05,524 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:56:12, time: 0.538, data_time: 0.280, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 1.0232, loss: 1.0232 2023-12-25 00:50:31,495 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:55:46, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 1.0265, loss: 1.0265 2023-12-25 00:50:57,650 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:55:20, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 1.0352, loss: 1.0352 2023-12-25 00:51:23,585 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:54:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.0590, loss: 1.0590 2023-12-25 00:51:48,999 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:54:27, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 1.0711, loss: 1.0711 2023-12-25 00:52:14,529 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:54:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 1.0530, loss: 1.0530 2023-12-25 00:52:40,424 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:53:34, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.0484, loss: 1.0484 2023-12-25 00:53:06,197 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:53:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.9865, loss: 0.9865 2023-12-25 00:53:32,102 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:52:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 1.0546, loss: 1.0546 2023-12-25 00:53:58,104 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:52:14, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.0951, loss: 1.0951 2023-12-25 00:54:23,490 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:51:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.0498, loss: 1.0498 2023-12-25 00:54:48,983 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:51:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.0605, loss: 1.0605 2023-12-25 00:55:14,697 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:50:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.0453, loss: 1.0453 2023-12-25 00:55:40,226 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:50:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 1.0584, loss: 1.0584 2023-12-25 00:56:05,720 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:50:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.0683, loss: 1.0683 2023-12-25 00:56:30,944 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:49:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 1.0492, loss: 1.0492 2023-12-25 00:56:56,412 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:49:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.0963, loss: 1.0963 2023-12-25 00:57:22,058 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:48:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.0953, loss: 1.0953 2023-12-25 00:57:47,734 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:48:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 1.0978, loss: 1.0978 2023-12-25 00:58:13,396 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:47:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.0778, loss: 1.0778 2023-12-25 00:58:38,952 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:47:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 1.1249, loss: 1.1249 2023-12-25 00:59:04,696 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:46:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 1.0568, loss: 1.0568 2023-12-25 00:59:30,196 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:46:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 1.0591, loss: 1.0591 2023-12-25 00:59:55,820 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:46:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.0901, loss: 1.0901 2023-12-25 01:00:21,435 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:45:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.0534, loss: 1.0534 2023-12-25 01:00:47,302 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:45:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.1373, loss: 1.1373 2023-12-25 01:01:13,181 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:44:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.0953, loss: 1.0953 2023-12-25 01:01:38,723 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:44:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.0668, loss: 1.0668 2023-12-25 01:02:04,002 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:43:50, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.1377, loss: 1.1377 2023-12-25 01:02:29,667 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:43:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.1033, loss: 1.1033 2023-12-25 01:02:55,436 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:42:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.1076, loss: 1.1076 2023-12-25 01:03:21,045 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:42:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 1.0838, loss: 1.0838 2023-12-25 01:03:46,642 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:42:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.0984, loss: 1.0984 2023-12-25 01:04:12,861 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:41:38, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 1.1154, loss: 1.1154 2023-12-25 01:04:14,957 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-25 01:08:40,939 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:08:41,550 - pyskl - INFO - top1_acc 0.8143 top5_acc 0.9635 2023-12-25 01:08:41,556 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_109.pth was removed 2023-12-25 01:08:41,777 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2023-12-25 01:08:41,779 - pyskl - INFO - Best top1_acc is 0.8143 at 111 epoch. 2023-12-25 01:08:41,805 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8143, top5_acc: 0.9635 2023-12-25 01:09:35,457 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:41:19, time: 0.536, data_time: 0.281, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.0315, loss: 1.0315 2023-12-25 01:10:01,177 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:40:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.0495, loss: 1.0495 2023-12-25 01:10:26,987 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:40:27, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.0330, loss: 1.0330 2023-12-25 01:10:52,731 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:40:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.0217, loss: 1.0217 2023-12-25 01:11:18,182 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:39:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.0292, loss: 1.0292 2023-12-25 01:11:43,612 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 9:39:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.0174, loss: 1.0174 2023-12-25 01:12:09,265 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 9:38:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.0590, loss: 1.0590 2023-12-25 01:12:34,954 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 9:38:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9988, loss_cls: 1.0497, loss: 1.0497 2023-12-25 01:13:00,708 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 9:37:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.9831, loss: 0.9831 2023-12-25 01:13:26,317 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 9:37:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.0432, loss: 1.0432 2023-12-25 01:13:51,963 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 9:36:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.0493, loss: 1.0493 2023-12-25 01:14:17,399 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 9:36:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.0537, loss: 1.0537 2023-12-25 01:14:42,899 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 9:36:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.0925, loss: 1.0925 2023-12-25 01:15:08,488 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 9:35:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.0450, loss: 1.0450 2023-12-25 01:15:33,931 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 9:35:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.0485, loss: 1.0485 2023-12-25 01:15:59,374 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 9:34:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 1.0531, loss: 1.0531 2023-12-25 01:16:25,135 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 9:34:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9969, loss_cls: 1.1047, loss: 1.1047 2023-12-25 01:16:50,613 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 9:33:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.0621, loss: 1.0621 2023-12-25 01:17:15,905 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 9:33:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.0572, loss: 1.0572 2023-12-25 01:17:41,450 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 9:32:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.0464, loss: 1.0464 2023-12-25 01:18:07,085 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 9:32:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.0773, loss: 1.0773 2023-12-25 01:18:32,484 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 9:32:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.0572, loss: 1.0572 2023-12-25 01:18:58,045 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 9:31:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.0990, loss: 1.0990 2023-12-25 01:19:23,809 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 9:31:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 1.0518, loss: 1.0518 2023-12-25 01:19:49,468 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 9:30:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.0801, loss: 1.0801 2023-12-25 01:20:14,982 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 9:30:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.0711, loss: 1.0711 2023-12-25 01:20:40,724 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 9:29:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.0435, loss: 1.0435 2023-12-25 01:21:06,401 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 9:29:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.0516, loss: 1.0516 2023-12-25 01:21:31,972 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 9:28:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.1004, loss: 1.1004 2023-12-25 01:21:57,724 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 9:28:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.0452, loss: 1.0452 2023-12-25 01:22:23,505 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 9:28:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 1.0965, loss: 1.0965 2023-12-25 01:22:49,128 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 9:27:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 1.1309, loss: 1.1309 2023-12-25 01:23:14,848 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 9:27:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.0724, loss: 1.0724 2023-12-25 01:23:40,468 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 9:26:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.0824, loss: 1.0824 2023-12-25 01:23:42,439 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-25 01:28:07,522 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:28:08,120 - pyskl - INFO - top1_acc 0.8148 top5_acc 0.9631 2023-12-25 01:28:08,125 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_111.pth was removed 2023-12-25 01:28:08,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2023-12-25 01:28:08,365 - pyskl - INFO - Best top1_acc is 0.8148 at 112 epoch. 2023-12-25 01:28:08,391 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8148, top5_acc: 0.9631 2023-12-25 01:29:01,949 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 9:26:26, time: 0.536, data_time: 0.280, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 1.0486, loss: 1.0486 2023-12-25 01:29:27,355 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 9:25:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.0125, loss: 1.0125 2023-12-25 01:29:53,069 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 9:25:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.9776, loss: 0.9776 2023-12-25 01:30:18,799 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 9:25:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 1.0245, loss: 1.0245 2023-12-25 01:30:44,524 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 9:24:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.9879, loss: 0.9879 2023-12-25 01:31:10,196 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 9:24:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 1.0636, loss: 1.0636 2023-12-25 01:31:35,768 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 9:23:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.0190, loss: 1.0190 2023-12-25 01:32:01,261 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 9:23:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 1.0436, loss: 1.0436 2023-12-25 01:32:26,978 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 9:22:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.0578, loss: 1.0578 2023-12-25 01:32:52,621 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 9:22:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.0271, loss: 1.0271 2023-12-25 01:33:17,702 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 9:22:00, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.0292, loss: 1.0292 2023-12-25 01:33:42,792 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 9:21:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 1.0351, loss: 1.0351 2023-12-25 01:34:07,864 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 9:21:07, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.0516, loss: 1.0516 2023-12-25 01:34:33,131 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 9:20:40, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.0143, loss: 1.0143 2023-12-25 01:34:58,713 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 9:20:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.0230, loss: 1.0230 2023-12-25 01:35:24,435 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 9:19:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.0555, loss: 1.0555 2023-12-25 01:35:50,331 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 9:19:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.0471, loss: 1.0471 2023-12-25 01:36:15,748 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 9:18:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.0543, loss: 1.0543 2023-12-25 01:36:41,091 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 9:18:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 1.0616, loss: 1.0616 2023-12-25 01:37:06,187 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 9:18:01, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.0555, loss: 1.0555 2023-12-25 01:37:31,765 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 9:17:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.0865, loss: 1.0865 2023-12-25 01:37:57,347 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 9:17:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 1.0894, loss: 1.0894 2023-12-25 01:38:22,949 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 9:16:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 1.0500, loss: 1.0500 2023-12-25 01:38:48,367 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 9:16:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 1.0624, loss: 1.0624 2023-12-25 01:39:13,918 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 9:15:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 1.0685, loss: 1.0685 2023-12-25 01:39:39,702 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 9:15:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.1008, loss: 1.1008 2023-12-25 01:40:05,228 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 9:14:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 1.0194, loss: 1.0194 2023-12-25 01:40:31,058 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 9:14:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.0720, loss: 1.0720 2023-12-25 01:40:56,504 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 9:14:03, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.0050, loss: 1.0050 2023-12-25 01:41:22,189 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 9:13:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.0635, loss: 1.0635 2023-12-25 01:41:48,109 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 9:13:10, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.0515, loss: 1.0515 2023-12-25 01:42:13,375 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 9:12:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 1.0503, loss: 1.0503 2023-12-25 01:42:38,840 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 9:12:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 1.1201, loss: 1.1201 2023-12-25 01:43:04,446 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 9:11:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.1053, loss: 1.1053 2023-12-25 01:43:06,415 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-25 01:47:32,655 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:47:33,268 - pyskl - INFO - top1_acc 0.8147 top5_acc 0.9615 2023-12-25 01:47:33,295 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8147, top5_acc: 0.9615 2023-12-25 01:48:26,884 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 9:11:31, time: 0.536, data_time: 0.280, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.9951, loss: 0.9951 2023-12-25 01:48:52,444 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 9:11:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.0127, loss: 1.0127 2023-12-25 01:49:18,272 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 9:10:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.9639, loss: 0.9639 2023-12-25 01:49:43,876 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 9:10:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.9786, loss: 0.9786 2023-12-25 01:50:09,467 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 9:09:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.0046, loss: 1.0046 2023-12-25 01:50:35,282 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 9:09:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.0018, loss: 1.0018 2023-12-25 01:51:00,862 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 9:08:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 1.0000, loss_cls: 0.9802, loss: 0.9802 2023-12-25 01:51:26,601 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 9:08:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.9908, loss: 0.9908 2023-12-25 01:51:52,274 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 9:07:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.0038, loss: 1.0038 2023-12-25 01:52:17,961 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 9:07:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.9775, loss: 0.9775 2023-12-25 01:52:43,598 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 9:07:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.9917, loss: 0.9917 2023-12-25 01:53:09,139 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 9:06:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.0279, loss: 1.0279 2023-12-25 01:53:34,655 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 9:06:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 1.0312, loss: 1.0312 2023-12-25 01:54:00,203 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 9:05:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.0179, loss: 1.0179 2023-12-25 01:54:25,959 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 9:05:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.0485, loss: 1.0485 2023-12-25 01:54:51,868 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 9:04:54, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.9790, loss: 0.9790 2023-12-25 01:55:17,500 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 9:04:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 1.0157, loss: 1.0157 2023-12-25 01:55:42,983 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 9:04:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.0246, loss: 1.0246 2023-12-25 01:56:08,457 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 9:03:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.0287, loss: 1.0287 2023-12-25 01:56:33,614 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 9:03:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 1.0423, loss: 1.0423 2023-12-25 01:56:59,071 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 9:02:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.0228, loss: 1.0228 2023-12-25 01:57:24,333 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 9:02:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 1.0821, loss: 1.0821 2023-12-25 01:57:49,501 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 9:01:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 1.0569, loss: 1.0569 2023-12-25 01:58:15,191 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 9:01:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.0899, loss: 1.0899 2023-12-25 01:58:40,701 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 9:00:55, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.0451, loss: 1.0451 2023-12-25 01:59:06,257 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 9:00:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.0132, loss: 1.0132 2023-12-25 01:59:32,117 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 9:00:02, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.0305, loss: 1.0305 2023-12-25 01:59:58,057 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 8:59:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.0399, loss: 1.0399 2023-12-25 02:00:23,969 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 8:59:09, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.0412, loss: 1.0412 2023-12-25 02:00:49,780 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 8:58:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.0487, loss: 1.0487 2023-12-25 02:01:15,422 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 8:58:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 1.0119, loss: 1.0119 2023-12-25 02:01:41,255 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 8:57:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.0350, loss: 1.0350 2023-12-25 02:02:07,001 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 8:57:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.9964, loss: 0.9964 2023-12-25 02:02:32,547 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 8:56:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.0519, loss: 1.0519 2023-12-25 02:02:34,581 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-25 02:06:59,938 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:07:00,554 - pyskl - INFO - top1_acc 0.8132 top5_acc 0.9613 2023-12-25 02:07:00,582 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8132, top5_acc: 0.9613 2023-12-25 02:07:54,039 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:56:37, time: 0.535, data_time: 0.277, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.9469, loss: 0.9469 2023-12-25 02:08:19,706 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:56:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.9961, loss: 0.9961 2023-12-25 02:08:45,839 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:55:44, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.9541, loss: 0.9541 2023-12-25 02:09:11,878 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:55:18, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.9562, loss: 0.9562 2023-12-25 02:09:37,902 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:54:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.9785, loss: 0.9785 2023-12-25 02:10:03,656 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:54:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.9552, loss: 0.9552 2023-12-25 02:10:29,612 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:53:59, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.9605, loss: 0.9605 2023-12-25 02:10:55,322 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:53:32, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.9818, loss: 0.9818 2023-12-25 02:11:21,003 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:53:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.9719, loss: 0.9719 2023-12-25 02:11:46,940 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:52:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.9698, loss: 0.9698 2023-12-25 02:12:12,487 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:52:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.9459, loss: 0.9459 2023-12-25 02:12:37,891 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:51:46, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 0.9644, loss: 0.9644 2023-12-25 02:13:03,374 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:51:20, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.0185, loss: 1.0185 2023-12-25 02:13:28,857 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:50:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.0214, loss: 1.0214 2023-12-25 02:13:54,794 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:50:27, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.9974, loss: 0.9974 2023-12-25 02:14:20,487 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:50:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 1.0064, loss: 1.0064 2023-12-25 02:14:46,024 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:49:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.9619, loss: 0.9619 2023-12-25 02:15:11,604 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:49:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.0496, loss: 1.0496 2023-12-25 02:15:37,261 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:48:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.0090, loss: 1.0090 2023-12-25 02:16:02,838 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:48:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.0024, loss: 1.0024 2023-12-25 02:16:28,356 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:47:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.0013, loss: 1.0013 2023-12-25 02:16:54,035 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:47:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.0160, loss: 1.0160 2023-12-25 02:17:19,745 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:46:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.0145, loss: 1.0145 2023-12-25 02:17:45,095 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:46:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.9952, loss: 0.9952 2023-12-25 02:18:10,309 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:46:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 1.0160, loss: 1.0160 2023-12-25 02:18:35,463 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:45:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.0443, loss: 1.0443 2023-12-25 02:19:01,069 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:45:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.0167, loss: 1.0167 2023-12-25 02:19:26,911 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:44:42, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.0512, loss: 1.0512 2023-12-25 02:19:52,738 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:44:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.0135, loss: 1.0135 2023-12-25 02:20:17,967 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:43:49, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.0161, loss: 1.0161 2023-12-25 02:20:43,532 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:43:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.0030, loss: 1.0030 2023-12-25 02:21:09,178 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:42:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.0544, loss: 1.0544 2023-12-25 02:21:34,597 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:42:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 1.0694, loss: 1.0694 2023-12-25 02:22:00,177 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:42:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.0441, loss: 1.0441 2023-12-25 02:22:02,180 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-25 02:26:26,696 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:26:27,304 - pyskl - INFO - top1_acc 0.8235 top5_acc 0.9630 2023-12-25 02:26:27,310 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_112.pth was removed 2023-12-25 02:26:27,652 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. 2023-12-25 02:26:27,654 - pyskl - INFO - Best top1_acc is 0.8235 at 115 epoch. 2023-12-25 02:26:27,681 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8235, top5_acc: 0.9630 2023-12-25 02:27:21,578 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:41:43, time: 0.539, data_time: 0.283, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 0.9943, loss: 0.9943 2023-12-25 02:27:47,190 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:41:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.9539, loss: 0.9539 2023-12-25 02:28:12,819 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:40:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.9475, loss: 0.9475 2023-12-25 02:28:38,486 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:40:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.9700, loss: 0.9700 2023-12-25 02:29:04,217 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:39:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.9561, loss: 0.9561 2023-12-25 02:29:29,892 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:39:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.9381, loss: 0.9381 2023-12-25 02:29:55,257 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:39:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.9608, loss: 0.9608 2023-12-25 02:30:21,168 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:38:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.9807, loss: 0.9807 2023-12-25 02:30:46,809 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:38:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.9560, loss: 0.9560 2023-12-25 02:31:12,326 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:37:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.9471, loss: 0.9471 2023-12-25 02:31:37,615 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:37:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.9750, loss: 0.9750 2023-12-25 02:32:02,726 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:36:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.9864, loss: 0.9864 2023-12-25 02:32:27,833 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:36:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9994, loss_cls: 0.9991, loss: 0.9991 2023-12-25 02:32:52,939 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:35:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.9912, loss: 0.9912 2023-12-25 02:33:18,441 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:35:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.9958, loss: 0.9958 2023-12-25 02:33:44,048 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:35:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.9420, loss: 0.9420 2023-12-25 02:34:09,666 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 8:34:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.9715, loss: 0.9715 2023-12-25 02:34:35,105 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 8:34:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.9757, loss: 0.9757 2023-12-25 02:35:00,602 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 8:33:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.0045, loss: 1.0045 2023-12-25 02:35:26,011 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 8:33:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.9965, loss: 0.9965 2023-12-25 02:35:51,571 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 8:32:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.9568, loss: 0.9568 2023-12-25 02:36:17,261 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 8:32:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.0068, loss: 1.0068 2023-12-25 02:36:42,753 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 8:32:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.9762, loss: 0.9762 2023-12-25 02:37:08,209 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 8:31:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.9630, loss: 0.9630 2023-12-25 02:37:33,663 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 8:31:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.0049, loss: 1.0049 2023-12-25 02:37:58,899 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 8:30:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.9865, loss: 0.9865 2023-12-25 02:38:24,500 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 8:30:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.9745, loss: 0.9745 2023-12-25 02:38:50,293 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 8:29:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.9954, loss: 0.9954 2023-12-25 02:39:15,472 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 8:29:21, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 0.9861, loss: 0.9861 2023-12-25 02:39:40,674 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 8:28:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.9952, loss: 0.9952 2023-12-25 02:40:05,870 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 8:28:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.9607, loss: 0.9607 2023-12-25 02:40:31,767 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 8:28:01, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.0027, loss: 1.0027 2023-12-25 02:40:57,528 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 8:27:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.0133, loss: 1.0133 2023-12-25 02:41:23,278 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 8:27:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.9590, loss: 0.9590 2023-12-25 02:41:25,249 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-25 02:45:50,408 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:45:51,050 - pyskl - INFO - top1_acc 0.8121 top5_acc 0.9612 2023-12-25 02:45:51,076 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8121, top5_acc: 0.9612 2023-12-25 02:46:45,257 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 8:26:48, time: 0.542, data_time: 0.283, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.9797, loss: 0.9797 2023-12-25 02:47:11,016 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 8:26:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.9622, loss: 0.9622 2023-12-25 02:47:36,871 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 8:25:56, time: 0.259, data_time: 0.001, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.9411, loss: 0.9411 2023-12-25 02:48:02,652 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 8:25:29, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.9463, loss: 0.9463 2023-12-25 02:48:28,304 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 8:25:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 0.9425, loss: 0.9425 2023-12-25 02:48:53,886 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 8:24:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.9105, loss: 0.9105 2023-12-25 02:49:19,670 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 8:24:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.9170, loss: 0.9170 2023-12-25 02:49:45,097 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 8:23:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.9616, loss: 0.9616 2023-12-25 02:50:10,673 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 8:23:17, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.9411, loss: 0.9411 2023-12-25 02:50:36,349 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 8:22:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.9725, loss: 0.9725 2023-12-25 02:51:01,818 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 8:22:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.9501, loss: 0.9501 2023-12-25 02:51:27,190 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 8:21:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.9532, loss: 0.9532 2023-12-25 02:51:52,285 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 8:21:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.9493, loss: 0.9493 2023-12-25 02:52:17,595 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 8:21:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.8965, loss: 0.8965 2023-12-25 02:52:43,270 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 8:20:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.9408, loss: 0.9408 2023-12-25 02:53:08,638 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 8:20:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.9762, loss: 0.9762 2023-12-25 02:53:34,307 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 8:19:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.9277, loss: 0.9277 2023-12-25 02:53:59,565 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 8:19:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.9665, loss: 0.9665 2023-12-25 02:54:24,924 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 8:18:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 0.9899, loss: 0.9899 2023-12-25 02:54:50,027 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 8:18:25, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.9741, loss: 0.9741 2023-12-25 02:55:15,127 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 8:17:58, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.9803, loss: 0.9803 2023-12-25 02:55:40,738 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 8:17:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.9900, loss: 0.9900 2023-12-25 02:56:06,106 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 8:17:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 0.9826, loss: 0.9826 2023-12-25 02:56:31,660 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 8:16:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.9874, loss: 0.9874 2023-12-25 02:56:57,198 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 8:16:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.9688, loss: 0.9688 2023-12-25 02:57:22,464 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 8:15:46, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.9984, loss: 0.9984 2023-12-25 02:57:47,698 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 8:15:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.0123, loss: 1.0123 2023-12-25 02:58:13,605 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 8:14:53, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9994, loss_cls: 0.9844, loss: 0.9844 2023-12-25 02:58:39,570 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 8:14:26, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.9964, loss: 0.9964 2023-12-25 02:59:05,258 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 8:14:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.9629, loss: 0.9629 2023-12-25 02:59:30,980 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 8:13:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.9670, loss: 0.9670 2023-12-25 02:59:56,868 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 8:13:07, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.0071, loss: 1.0071 2023-12-25 03:00:22,397 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 8:12:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.0105, loss: 1.0105 2023-12-25 03:00:47,880 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 8:12:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.9749, loss: 0.9749 2023-12-25 03:00:49,949 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-25 03:05:15,193 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:05:15,805 - pyskl - INFO - top1_acc 0.8250 top5_acc 0.9617 2023-12-25 03:05:15,810 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_115.pth was removed 2023-12-25 03:05:16,027 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2023-12-25 03:05:16,029 - pyskl - INFO - Best top1_acc is 0.8250 at 117 epoch. 2023-12-25 03:05:16,055 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8250, top5_acc: 0.9617 2023-12-25 03:06:10,394 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 8:11:54, time: 0.543, data_time: 0.284, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9143, loss: 0.9143 2023-12-25 03:06:35,965 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 8:11:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.9244, loss: 0.9244 2023-12-25 03:07:01,953 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 8:11:01, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9117, loss: 0.9117 2023-12-25 03:07:27,830 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 8:10:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.9072, loss: 0.9072 2023-12-25 03:07:53,661 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 8:10:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.9092, loss: 0.9092 2023-12-25 03:08:19,615 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 8:09:42, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.9289, loss: 0.9289 2023-12-25 03:08:45,055 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 8:09:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.9187, loss: 0.9187 2023-12-25 03:09:10,555 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 8:08:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.9210, loss: 0.9210 2023-12-25 03:09:36,061 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 8:08:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.9281, loss: 0.9281 2023-12-25 03:10:01,673 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 8:07:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.9583, loss: 0.9583 2023-12-25 03:10:27,301 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 8:07:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.9266, loss: 0.9266 2023-12-25 03:10:52,566 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 8:07:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 1.0000, loss_cls: 0.9683, loss: 0.9683 2023-12-25 03:11:17,945 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 8:06:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.9579, loss: 0.9579 2023-12-25 03:11:43,430 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 8:06:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.9527, loss: 0.9527 2023-12-25 03:12:09,253 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 8:05:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 0.9624, loss: 0.9624 2023-12-25 03:12:34,631 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 8:05:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9492, loss: 0.9492 2023-12-25 03:13:00,373 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 8:04:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.9452, loss: 0.9452 2023-12-25 03:13:25,843 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 8:04:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.9933, loss: 0.9933 2023-12-25 03:13:51,378 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 8:03:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 0.9700, loss: 0.9700 2023-12-25 03:14:16,772 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 8:03:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.9708, loss: 0.9708 2023-12-25 03:14:42,035 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 8:03:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.9448, loss: 0.9448 2023-12-25 03:15:07,243 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 8:02:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.9443, loss: 0.9443 2023-12-25 03:15:32,376 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 8:02:11, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.9345, loss: 0.9345 2023-12-25 03:15:57,964 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 8:01:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.9847, loss: 0.9847 2023-12-25 03:16:23,477 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 8:01:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.9480, loss: 0.9480 2023-12-25 03:16:48,894 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 8:00:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.9801, loss: 0.9801 2023-12-25 03:17:14,454 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 8:00:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.9923, loss: 0.9923 2023-12-25 03:17:40,075 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 7:59:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 0.9887, loss: 0.9887 2023-12-25 03:18:05,613 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 7:59:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.9374, loss: 0.9374 2023-12-25 03:18:31,297 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 7:59:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.9653, loss: 0.9653 2023-12-25 03:18:56,733 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:58:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.9796, loss: 0.9796 2023-12-25 03:19:22,073 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:58:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.9700, loss: 0.9700 2023-12-25 03:19:47,593 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:57:46, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.9374, loss: 0.9374 2023-12-25 03:20:13,477 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:57:20, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.9681, loss: 0.9681 2023-12-25 03:20:15,461 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-25 03:24:39,942 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:24:40,550 - pyskl - INFO - top1_acc 0.8178 top5_acc 0.9642 2023-12-25 03:24:40,576 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8178, top5_acc: 0.9642 2023-12-25 03:25:34,217 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:56:59, time: 0.536, data_time: 0.281, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.9553, loss: 0.9553 2023-12-25 03:25:59,869 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:56:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.8980, loss: 0.8980 2023-12-25 03:26:25,827 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:56:06, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.9143, loss: 0.9143 2023-12-25 03:26:51,690 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:55:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.8814, loss: 0.8814 2023-12-25 03:27:17,526 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:55:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.8802, loss: 0.8802 2023-12-25 03:27:43,006 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:54:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.8987, loss: 0.8987 2023-12-25 03:28:08,304 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:54:20, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9015, loss: 0.9015 2023-12-25 03:28:33,463 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:53:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.8895, loss: 0.8895 2023-12-25 03:28:58,653 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:53:27, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.9396, loss: 0.9396 2023-12-25 03:29:23,951 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:53:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.9347, loss: 0.9347 2023-12-25 03:29:49,613 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:52:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.9242, loss: 0.9242 2023-12-25 03:30:15,314 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:52:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.9374, loss: 0.9374 2023-12-25 03:30:40,827 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:51:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9169, loss: 0.9169 2023-12-25 03:31:06,286 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:51:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9320, loss: 0.9320 2023-12-25 03:31:32,022 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:50:48, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.9155, loss: 0.9155 2023-12-25 03:31:57,458 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:50:22, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.8915, loss: 0.8915 2023-12-25 03:32:23,060 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:49:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.9209, loss: 0.9209 2023-12-25 03:32:48,436 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:49:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.8912, loss: 0.8912 2023-12-25 03:33:13,673 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:49:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.8939, loss: 0.8939 2023-12-25 03:33:39,074 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:48:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.9092, loss: 0.9092 2023-12-25 03:34:04,553 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:48:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.9212, loss: 0.9212 2023-12-25 03:34:30,157 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:47:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.9168, loss: 0.9168 2023-12-25 03:34:55,473 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:47:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.9086, loss: 0.9086 2023-12-25 03:35:20,667 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:46:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9484, loss: 0.9484 2023-12-25 03:35:45,823 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:46:23, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.9075, loss: 0.9075 2023-12-25 03:36:10,958 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:45:56, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.9479, loss: 0.9479 2023-12-25 03:36:36,719 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:45:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 0.9117, loss: 0.9117 2023-12-25 03:37:02,401 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:45:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.9486, loss: 0.9486 2023-12-25 03:37:28,369 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:44:37, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.9524, loss: 0.9524 2023-12-25 03:37:54,298 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:44:11, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.9590, loss: 0.9590 2023-12-25 03:38:19,900 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:43:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.9642, loss: 0.9642 2023-12-25 03:38:45,482 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:43:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.9473, loss: 0.9473 2023-12-25 03:39:11,427 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:42:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.9536, loss: 0.9536 2023-12-25 03:39:37,311 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:42:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.9153, loss: 0.9153 2023-12-25 03:39:39,261 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-25 03:44:04,310 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:44:04,923 - pyskl - INFO - top1_acc 0.8110 top5_acc 0.9585 2023-12-25 03:44:04,949 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8110, top5_acc: 0.9585 2023-12-25 03:44:57,961 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:42:04, time: 0.530, data_time: 0.278, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.9170, loss: 0.9170 2023-12-25 03:45:23,596 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:41:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.9005, loss: 0.9005 2023-12-25 03:45:49,386 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:41:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.8780, loss: 0.8780 2023-12-25 03:46:15,249 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:40:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.8851, loss: 0.8851 2023-12-25 03:46:40,936 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:40:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.8820, loss: 0.8820 2023-12-25 03:47:06,517 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:39:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.8956, loss: 0.8956 2023-12-25 03:47:32,124 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:39:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.8736, loss: 0.8736 2023-12-25 03:47:57,728 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:38:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.9075, loss: 0.9075 2023-12-25 03:48:23,326 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:38:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.8940, loss: 0.8940 2023-12-25 03:48:48,619 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:38:06, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.9056, loss: 0.9056 2023-12-25 03:49:14,599 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:37:40, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.8961, loss: 0.8961 2023-12-25 03:49:39,912 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:37:13, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.9117, loss: 0.9117 2023-12-25 03:50:05,062 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:36:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.9097, loss: 0.9097 2023-12-25 03:50:30,457 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:36:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.9278, loss: 0.9278 2023-12-25 03:50:55,938 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:35:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.9246, loss: 0.9246 2023-12-25 03:51:21,508 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:35:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.9045, loss: 0.9045 2023-12-25 03:51:47,236 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:35:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.9641, loss: 0.9641 2023-12-25 03:52:12,491 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:34:34, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.8928, loss: 0.8928 2023-12-25 03:52:38,092 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:34:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.9059, loss: 0.9059 2023-12-25 03:53:03,876 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:33:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.9038, loss: 0.9038 2023-12-25 03:53:29,267 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:33:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.9130, loss: 0.9130 2023-12-25 03:53:54,870 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:32:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.9010, loss: 0.9010 2023-12-25 03:54:20,338 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:32:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.9106, loss: 0.9106 2023-12-25 03:54:46,083 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:31:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.9253, loss: 0.9253 2023-12-25 03:55:11,586 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:31:29, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.9116, loss: 0.9116 2023-12-25 03:55:37,055 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:31:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.8986, loss: 0.8986 2023-12-25 03:56:02,745 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 7:30:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.8868, loss: 0.8868 2023-12-25 03:56:28,342 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 7:30:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.9318, loss: 0.9318 2023-12-25 03:56:54,223 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 7:29:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.9397, loss: 0.9397 2023-12-25 03:57:19,944 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 7:29:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.9266, loss: 0.9266 2023-12-25 03:57:45,598 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 7:28:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.9075, loss: 0.9075 2023-12-25 03:58:11,168 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 7:28:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.9380, loss: 0.9380 2023-12-25 03:58:37,084 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 7:27:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9435, loss: 0.9435 2023-12-25 03:59:02,753 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 7:27:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.9239, loss: 0.9239 2023-12-25 03:59:04,732 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-25 04:03:29,536 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:03:30,153 - pyskl - INFO - top1_acc 0.8332 top5_acc 0.9658 2023-12-25 04:03:30,158 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_117.pth was removed 2023-12-25 04:03:30,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2023-12-25 04:03:30,374 - pyskl - INFO - Best top1_acc is 0.8332 at 120 epoch. 2023-12-25 04:03:30,400 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8332, top5_acc: 0.9658 2023-12-25 04:04:23,546 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 7:27:10, time: 0.531, data_time: 0.275, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-25 04:04:49,079 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 7:26:43, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.8848, loss: 0.8848 2023-12-25 04:05:15,285 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 7:26:17, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 2023-12-25 04:05:41,228 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 7:25:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.8722, loss: 0.8722 2023-12-25 04:06:06,771 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 7:25:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.8682, loss: 0.8682 2023-12-25 04:06:32,509 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 7:24:58, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.8992, loss: 0.8992 2023-12-25 04:06:58,099 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 7:24:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.8941, loss: 0.8941 2023-12-25 04:07:23,751 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 7:24:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.8840, loss: 0.8840 2023-12-25 04:07:49,537 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 7:23:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.8747, loss: 0.8747 2023-12-25 04:08:15,268 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 7:23:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.8926, loss: 0.8926 2023-12-25 04:08:41,063 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 7:22:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.8860, loss: 0.8860 2023-12-25 04:09:06,885 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 7:22:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.8886, loss: 0.8886 2023-12-25 04:09:32,228 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 7:21:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 0.9260, loss: 0.9260 2023-12-25 04:09:57,526 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 7:21:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.8990, loss: 0.8990 2023-12-25 04:10:22,943 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 7:20:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.9051, loss: 0.9051 2023-12-25 04:10:48,590 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 7:20:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.8750, loss: 0.8750 2023-12-25 04:11:14,382 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 7:20:07, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.8995, loss: 0.8995 2023-12-25 04:11:39,507 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 7:19:40, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.9086, loss: 0.9086 2023-12-25 04:12:04,636 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 7:19:13, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.9073, loss: 0.9073 2023-12-25 04:12:29,751 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 7:18:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.8737, loss: 0.8737 2023-12-25 04:12:54,873 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 7:18:20, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.8777, loss: 0.8777 2023-12-25 04:13:20,279 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 7:17:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.8835, loss: 0.8835 2023-12-25 04:13:45,911 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 7:17:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.9293, loss: 0.9293 2023-12-25 04:14:11,407 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 7:17:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.9190, loss: 0.9190 2023-12-25 04:14:37,113 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 7:16:34, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.9329, loss: 0.9329 2023-12-25 04:15:02,794 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 7:16:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.9092, loss: 0.9092 2023-12-25 04:15:28,912 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 7:15:42, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.9062, loss: 0.9062 2023-12-25 04:15:54,531 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 7:15:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.9296, loss: 0.9296 2023-12-25 04:16:20,247 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 7:14:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.9216, loss: 0.9216 2023-12-25 04:16:45,990 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 7:14:22, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.8950, loss: 0.8950 2023-12-25 04:17:11,765 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 7:13:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.8981, loss: 0.8981 2023-12-25 04:17:37,078 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 7:13:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.9112, loss: 0.9112 2023-12-25 04:18:02,552 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 7:13:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.8900, loss: 0.8900 2023-12-25 04:18:28,238 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 7:12:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.9025, loss: 0.9025 2023-12-25 04:18:30,204 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-25 04:22:55,259 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:22:55,876 - pyskl - INFO - top1_acc 0.8238 top5_acc 0.9627 2023-12-25 04:22:55,903 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8238, top5_acc: 0.9627 2023-12-25 04:23:49,652 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 7:12:15, time: 0.537, data_time: 0.281, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.8707, loss: 0.8707 2023-12-25 04:24:15,281 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 7:11:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8104, loss: 0.8104 2023-12-25 04:24:41,154 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 7:11:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8374, loss: 0.8374 2023-12-25 04:25:06,937 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 7:10:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.8634, loss: 0.8634 2023-12-25 04:25:32,541 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 7:10:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.8547, loss: 0.8547 2023-12-25 04:25:58,286 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 7:10:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.8592, loss: 0.8592 2023-12-25 04:26:24,183 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 7:09:37, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.8277, loss: 0.8277 2023-12-25 04:26:50,012 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 7:09:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.8703, loss: 0.8703 2023-12-25 04:27:15,677 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 7:08:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.8551, loss: 0.8551 2023-12-25 04:27:40,893 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 7:08:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 2023-12-25 04:28:06,204 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 7:07:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.8614, loss: 0.8614 2023-12-25 04:28:31,898 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 7:07:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8403, loss: 0.8403 2023-12-25 04:28:57,670 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 7:06:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.8865, loss: 0.8865 2023-12-25 04:29:23,264 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 7:06:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.8856, loss: 0.8856 2023-12-25 04:29:48,889 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 7:06:05, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.8978, loss: 0.8978 2023-12-25 04:30:14,516 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 7:05:39, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.8692, loss: 0.8692 2023-12-25 04:30:40,247 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 7:05:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.8987, loss: 0.8987 2023-12-25 04:31:05,918 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 7:04:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.8638, loss: 0.8638 2023-12-25 04:31:31,706 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 7:04:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.8782, loss: 0.8782 2023-12-25 04:31:57,314 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 7:03:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.9041, loss: 0.9041 2023-12-25 04:32:22,882 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 7:03:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.8856, loss: 0.8856 2023-12-25 04:32:48,291 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 7:03:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.8851, loss: 0.8851 2023-12-25 04:33:13,943 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 7:02:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.8957, loss: 0.8957 2023-12-25 04:33:39,385 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 7:02:07, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.8826, loss: 0.8826 2023-12-25 04:34:05,137 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 7:01:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.9108, loss: 0.9108 2023-12-25 04:34:30,578 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 7:01:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.9319, loss: 0.9319 2023-12-25 04:34:56,087 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 7:00:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.9088, loss: 0.9088 2023-12-25 04:35:21,865 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 7:00:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.8994, loss: 0.8994 2023-12-25 04:35:47,752 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 6:59:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.9041, loss: 0.9041 2023-12-25 04:36:13,362 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 6:59:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.9055, loss: 0.9055 2023-12-25 04:36:39,161 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:59:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.8999, loss: 0.8999 2023-12-25 04:37:04,649 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:58:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.9020, loss: 0.9020 2023-12-25 04:37:30,237 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:58:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.8770, loss: 0.8770 2023-12-25 04:37:56,090 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:57:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.9054, loss: 0.9054 2023-12-25 04:37:58,157 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-25 04:42:23,232 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:42:23,841 - pyskl - INFO - top1_acc 0.8277 top5_acc 0.9613 2023-12-25 04:42:23,867 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8277, top5_acc: 0.9613 2023-12-25 04:43:17,713 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:57:21, time: 0.538, data_time: 0.280, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.8715, loss: 0.8715 2023-12-25 04:43:43,416 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:56:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.8519, loss: 0.8519 2023-12-25 04:44:09,396 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:56:28, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8372, loss: 0.8372 2023-12-25 04:44:35,440 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:56:02, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.8301, loss: 0.8301 2023-12-25 04:45:01,272 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:55:36, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8780, loss: 0.8780 2023-12-25 04:45:26,983 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:55:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.8686, loss: 0.8686 2023-12-25 04:45:52,618 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:54:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.8795, loss: 0.8795 2023-12-25 04:46:17,870 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:54:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.8741, loss: 0.8741 2023-12-25 04:46:43,993 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:53:50, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.8651, loss: 0.8651 2023-12-25 04:47:09,622 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:53:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.8636, loss: 0.8636 2023-12-25 04:47:35,198 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:52:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.8638, loss: 0.8638 2023-12-25 04:48:01,064 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:52:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8312, loss: 0.8312 2023-12-25 04:48:26,270 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:52:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.8769, loss: 0.8769 2023-12-25 04:48:51,752 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:51:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.8674, loss: 0.8674 2023-12-25 04:49:17,198 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:51:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.8502, loss: 0.8502 2023-12-25 04:49:42,612 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:50:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.8530, loss: 0.8530 2023-12-25 04:50:08,481 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:50:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.8861, loss: 0.8861 2023-12-25 04:50:34,275 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:49:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.8403, loss: 0.8403 2023-12-25 04:50:59,753 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:49:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.8446, loss: 0.8446 2023-12-25 04:51:25,447 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:48:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.8642, loss: 0.8642 2023-12-25 04:51:50,899 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:48:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8473, loss: 0.8473 2023-12-25 04:52:16,497 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:48:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.8683, loss: 0.8683 2023-12-25 04:52:42,228 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:47:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.8936, loss: 0.8936 2023-12-25 04:53:07,754 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:47:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8562, loss: 0.8562 2023-12-25 04:53:33,407 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:46:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8301, loss: 0.8301 2023-12-25 04:53:58,781 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:46:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.8675, loss: 0.8675 2023-12-25 04:54:24,622 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:45:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.8581, loss: 0.8581 2023-12-25 04:54:50,664 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:45:27, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.8981, loss: 0.8981 2023-12-25 04:55:16,383 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:45:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.8630, loss: 0.8630 2023-12-25 04:55:42,319 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:44:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8569, loss: 0.8569 2023-12-25 04:56:07,883 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:44:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9107, loss: 0.9107 2023-12-25 04:56:33,431 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:43:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.8754, loss: 0.8754 2023-12-25 04:56:59,238 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:43:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.9014, loss: 0.9014 2023-12-25 04:57:25,000 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:42:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.9069, loss: 0.9069 2023-12-25 04:57:26,970 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-25 05:01:52,719 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:01:53,329 - pyskl - INFO - top1_acc 0.8244 top5_acc 0.9627 2023-12-25 05:01:53,357 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8244, top5_acc: 0.9627 2023-12-25 05:02:46,821 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:42:27, time: 0.535, data_time: 0.281, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8290, loss: 0.8290 2023-12-25 05:03:12,125 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:42:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8546, loss: 0.8546 2023-12-25 05:03:38,080 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:41:34, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.8489, loss: 0.8489 2023-12-25 05:04:04,312 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:41:08, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.8627, loss: 0.8627 2023-12-25 05:04:29,950 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:40:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.8499, loss: 0.8499 2023-12-25 05:04:55,663 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:40:15, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.8705, loss: 0.8705 2023-12-25 05:05:21,526 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:39:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8280, loss: 0.8280 2023-12-25 05:05:47,394 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:39:22, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.8408, loss: 0.8408 2023-12-25 05:06:13,207 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:38:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.8505, loss: 0.8505 2023-12-25 05:06:38,872 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:38:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.8510, loss: 0.8510 2023-12-25 05:07:04,617 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:38:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.8250, loss: 0.8250 2023-12-25 05:07:30,245 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:37:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 2023-12-25 05:07:55,861 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:37:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.8357, loss: 0.8357 2023-12-25 05:08:21,448 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:36:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8495, loss: 0.8495 2023-12-25 05:08:46,834 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:36:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8208, loss: 0.8208 2023-12-25 05:09:12,432 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:35:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.8395, loss: 0.8395 2023-12-25 05:09:37,972 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:35:24, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8161, loss: 0.8161 2023-12-25 05:10:03,733 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:34:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-25 05:10:29,296 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:34:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.8508, loss: 0.8508 2023-12-25 05:10:54,799 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:34:05, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.8694, loss: 0.8694 2023-12-25 05:11:20,395 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:33:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.8658, loss: 0.8658 2023-12-25 05:11:46,053 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:33:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.8397, loss: 0.8397 2023-12-25 05:12:11,766 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:32:46, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.8728, loss: 0.8728 2023-12-25 05:12:37,131 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:32:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.8700, loss: 0.8700 2023-12-25 05:13:02,659 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:31:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8273, loss: 0.8273 2023-12-25 05:13:28,010 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:31:26, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.8471, loss: 0.8471 2023-12-25 05:13:53,453 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:31:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8482, loss: 0.8482 2023-12-25 05:14:19,302 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:30:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.8583, loss: 0.8583 2023-12-25 05:14:44,940 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:30:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8504, loss: 0.8504 2023-12-25 05:15:10,719 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:29:41, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.8414, loss: 0.8414 2023-12-25 05:15:36,536 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:29:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.8579, loss: 0.8579 2023-12-25 05:16:02,308 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:28:48, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.8581, loss: 0.8581 2023-12-25 05:16:28,209 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:28:21, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8425, loss: 0.8425 2023-12-25 05:16:53,779 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:27:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.8636, loss: 0.8636 2023-12-25 05:16:55,742 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-25 05:21:20,485 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:21:21,095 - pyskl - INFO - top1_acc 0.8277 top5_acc 0.9633 2023-12-25 05:21:21,122 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8277, top5_acc: 0.9633 2023-12-25 05:22:14,636 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:27:33, time: 0.535, data_time: 0.279, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8116, loss: 0.8116 2023-12-25 05:22:40,201 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:27:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8236, loss: 0.8236 2023-12-25 05:23:05,794 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:26:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8199, loss: 0.8199 2023-12-25 05:23:31,568 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 6:26:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.8209, loss: 0.8209 2023-12-25 05:23:56,775 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 6:25:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.8250, loss: 0.8250 2023-12-25 05:24:21,964 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 6:25:20, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.7963, loss: 0.7963 2023-12-25 05:24:47,732 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 6:24:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.8166, loss: 0.8166 2023-12-25 05:25:13,218 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 6:24:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8110, loss: 0.8110 2023-12-25 05:25:38,831 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 6:24:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.7996, loss: 0.7996 2023-12-25 05:26:04,484 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 6:23:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8313, loss: 0.8313 2023-12-25 05:26:30,282 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 6:23:08, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.8284, loss: 0.8284 2023-12-25 05:26:56,147 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 6:22:42, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8090, loss: 0.8090 2023-12-25 05:27:21,795 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 6:22:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.8383, loss: 0.8383 2023-12-25 05:27:47,601 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 6:21:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8160, loss: 0.8160 2023-12-25 05:28:13,211 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 6:21:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8193, loss: 0.8193 2023-12-25 05:28:38,962 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 6:20:56, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8353, loss: 0.8353 2023-12-25 05:29:04,731 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 6:20:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.8290, loss: 0.8290 2023-12-25 05:29:30,422 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 6:20:03, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8225, loss: 0.8225 2023-12-25 05:29:55,903 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 6:19:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.8576, loss: 0.8576 2023-12-25 05:30:21,450 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 6:19:10, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.8267, loss: 0.8267 2023-12-25 05:30:47,152 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 6:18:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8100, loss: 0.8100 2023-12-25 05:31:12,725 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 6:18:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8180, loss: 0.8180 2023-12-25 05:31:38,336 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 6:17:51, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8150, loss: 0.8150 2023-12-25 05:32:03,863 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 6:17:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8209, loss: 0.8209 2023-12-25 05:32:29,494 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 6:16:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8214, loss: 0.8214 2023-12-25 05:32:54,770 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 6:16:32, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8500, loss: 0.8500 2023-12-25 05:33:20,216 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 6:16:05, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8279, loss: 0.8279 2023-12-25 05:33:45,908 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 6:15:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.8278, loss: 0.8278 2023-12-25 05:34:11,574 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 6:15:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 2023-12-25 05:34:37,201 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 6:14:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8504, loss: 0.8504 2023-12-25 05:35:02,621 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 6:14:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8460, loss: 0.8460 2023-12-25 05:35:27,806 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 6:13:53, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 2023-12-25 05:35:53,478 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 6:13:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.8540, loss: 0.8540 2023-12-25 05:36:19,078 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 6:13:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.8412, loss: 0.8412 2023-12-25 05:36:21,123 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-25 05:40:45,530 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:40:46,143 - pyskl - INFO - top1_acc 0.8247 top5_acc 0.9621 2023-12-25 05:40:46,169 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8247, top5_acc: 0.9621 2023-12-25 05:41:38,943 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 6:12:38, time: 0.528, data_time: 0.274, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8052, loss: 0.8052 2023-12-25 05:42:04,639 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 6:12:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8032, loss: 0.8032 2023-12-25 05:42:30,387 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 6:11:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8196, loss: 0.8196 2023-12-25 05:42:56,248 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 6:11:19, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8176, loss: 0.8176 2023-12-25 05:43:22,164 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 6:10:52, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8191, loss: 0.8191 2023-12-25 05:43:47,355 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 6:10:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.8095, loss: 0.8095 2023-12-25 05:44:12,664 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 6:09:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.8009, loss: 0.8009 2023-12-25 05:44:38,325 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 6:09:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.8105, loss: 0.8105 2023-12-25 05:45:04,177 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 6:09:06, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.8492, loss: 0.8492 2023-12-25 05:45:30,025 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 6:08:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8106, loss: 0.8106 2023-12-25 05:45:55,994 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 6:08:14, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8105, loss: 0.8105 2023-12-25 05:46:21,631 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 6:07:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.8494, loss: 0.8494 2023-12-25 05:46:47,123 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 6:07:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.8322, loss: 0.8322 2023-12-25 05:47:12,608 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 6:06:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8345, loss: 0.8345 2023-12-25 05:47:38,164 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 6:06:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8356, loss: 0.8356 2023-12-25 05:48:03,515 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 6:06:01, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.8211, loss: 0.8211 2023-12-25 05:48:29,194 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 6:05:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8230, loss: 0.8230 2023-12-25 05:48:54,545 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 6:05:08, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8018, loss: 0.8018 2023-12-25 05:49:19,628 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 6:04:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8175, loss: 0.8175 2023-12-25 05:49:44,928 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 6:04:15, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.8479, loss: 0.8479 2023-12-25 05:50:10,496 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 6:03:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8106, loss: 0.8106 2023-12-25 05:50:35,809 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 6:03:23, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8105, loss: 0.8105 2023-12-25 05:51:01,283 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 6:02:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 2023-12-25 05:51:27,089 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 6:02:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8550, loss: 0.8550 2023-12-25 05:51:52,547 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 6:02:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8342, loss: 0.8342 2023-12-25 05:52:17,887 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 6:01:37, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8345, loss: 0.8345 2023-12-25 05:52:43,646 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 6:01:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8286, loss: 0.8286 2023-12-25 05:53:09,437 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 6:00:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8066, loss: 0.8066 2023-12-25 05:53:34,992 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 6:00:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.8275, loss: 0.8275 2023-12-25 05:54:00,852 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 5:59:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.8187, loss: 0.8187 2023-12-25 05:54:26,471 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 5:59:25, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8149, loss: 0.8149 2023-12-25 05:54:52,087 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:58:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8349, loss: 0.8349 2023-12-25 05:55:18,017 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:58:32, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8459, loss: 0.8459 2023-12-25 05:55:43,409 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:58:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8128, loss: 0.8128 2023-12-25 05:55:45,459 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-25 06:00:10,507 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:00:11,121 - pyskl - INFO - top1_acc 0.8265 top5_acc 0.9642 2023-12-25 06:00:11,148 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8265, top5_acc: 0.9642 2023-12-25 06:01:04,237 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:57:43, time: 0.531, data_time: 0.275, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8112, loss: 0.8112 2023-12-25 06:01:29,850 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:57:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.7912, loss: 0.7912 2023-12-25 06:01:55,751 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:56:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7908, loss: 0.7908 2023-12-25 06:02:21,668 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:56:24, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8020, loss: 0.8020 2023-12-25 06:02:47,307 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:55:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7826, loss: 0.7826 2023-12-25 06:03:12,761 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:55:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.7995, loss: 0.7995 2023-12-25 06:03:38,386 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:55:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.7988, loss: 0.7988 2023-12-25 06:04:04,080 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:54:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7913, loss: 0.7913 2023-12-25 06:04:29,524 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:54:11, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7787, loss: 0.7787 2023-12-25 06:04:55,110 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:53:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7998, loss: 0.7998 2023-12-25 06:05:20,876 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:53:19, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8157, loss: 0.8157 2023-12-25 06:05:46,517 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:52:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8193, loss: 0.8193 2023-12-25 06:06:12,152 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:52:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7888, loss: 0.7888 2023-12-25 06:06:37,743 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:51:59, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8234, loss: 0.8234 2023-12-25 06:07:03,197 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:51:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.7997, loss: 0.7997 2023-12-25 06:07:28,657 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:51:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8057, loss: 0.8057 2023-12-25 06:07:54,212 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:50:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8016, loss: 0.8016 2023-12-25 06:08:19,575 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:50:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.7939, loss: 0.7939 2023-12-25 06:08:45,149 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:49:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8057, loss: 0.8057 2023-12-25 06:09:10,837 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:49:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8512, loss: 0.8512 2023-12-25 06:09:36,039 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:48:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.7937, loss: 0.7937 2023-12-25 06:10:01,159 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:48:28, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8309, loss: 0.8309 2023-12-25 06:10:26,610 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:48:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8214, loss: 0.8214 2023-12-25 06:10:52,226 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:47:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7903, loss: 0.7903 2023-12-25 06:11:17,715 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:47:08, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.8502, loss: 0.8502 2023-12-25 06:11:43,392 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:46:42, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8064, loss: 0.8064 2023-12-25 06:12:09,208 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:46:16, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8039, loss: 0.8039 2023-12-25 06:12:34,947 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:45:49, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7977, loss: 0.7977 2023-12-25 06:13:00,692 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:45:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8069, loss: 0.8069 2023-12-25 06:13:26,414 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:44:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.7965, loss: 0.7965 2023-12-25 06:13:52,107 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:44:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7923, loss: 0.7923 2023-12-25 06:14:17,612 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:44:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.8118, loss: 0.8118 2023-12-25 06:14:43,334 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:43:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7888, loss: 0.7888 2023-12-25 06:15:08,897 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:43:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.8092, loss: 0.8092 2023-12-25 06:15:10,830 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-25 06:19:35,849 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:19:36,458 - pyskl - INFO - top1_acc 0.8387 top5_acc 0.9649 2023-12-25 06:19:36,463 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_120.pth was removed 2023-12-25 06:19:36,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-25 06:19:36,678 - pyskl - INFO - Best top1_acc is 0.8387 at 127 epoch. 2023-12-25 06:19:36,705 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8387, top5_acc: 0.9649 2023-12-25 06:20:30,467 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:42:48, time: 0.538, data_time: 0.281, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.7998, loss: 0.7998 2023-12-25 06:20:56,094 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:42:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8059, loss: 0.8059 2023-12-25 06:21:21,758 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:41:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8019, loss: 0.8019 2023-12-25 06:21:47,484 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:41:29, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7772, loss: 0.7772 2023-12-25 06:22:13,020 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:41:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7814, loss: 0.7814 2023-12-25 06:22:38,552 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:40:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7746, loss: 0.7746 2023-12-25 06:23:03,973 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:40:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8033, loss: 0.8033 2023-12-25 06:23:29,383 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:39:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7794, loss: 0.7794 2023-12-25 06:23:55,114 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:39:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7803, loss: 0.7803 2023-12-25 06:24:20,575 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:38:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7600, loss: 0.7600 2023-12-25 06:24:46,291 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:38:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7841, loss: 0.7841 2023-12-25 06:25:11,940 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:37:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7895, loss: 0.7895 2023-12-25 06:25:37,427 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:37:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8010, loss: 0.8010 2023-12-25 06:26:03,204 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:37:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7813, loss: 0.7813 2023-12-25 06:26:28,944 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:36:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7865, loss: 0.7865 2023-12-25 06:26:54,286 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:36:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7944, loss: 0.7944 2023-12-25 06:27:19,760 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:35:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7713, loss: 0.7713 2023-12-25 06:27:45,233 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:35:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7974, loss: 0.7974 2023-12-25 06:28:10,553 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:34:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7721, loss: 0.7721 2023-12-25 06:28:35,951 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:34:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.7916, loss: 0.7916 2023-12-25 06:29:01,394 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:33:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.8013, loss: 0.8013 2023-12-25 06:29:26,796 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:33:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7812, loss: 0.7812 2023-12-25 06:29:52,180 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:33:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.7779, loss: 0.7779 2023-12-25 06:30:17,701 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:32:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7812, loss: 0.7812 2023-12-25 06:30:43,029 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:32:14, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7969, loss: 0.7969 2023-12-25 06:31:08,783 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:31:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.7992, loss: 0.7992 2023-12-25 06:31:34,313 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:31:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7950, loss: 0.7950 2023-12-25 06:32:00,057 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:30:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8015, loss: 0.8015 2023-12-25 06:32:25,568 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:30:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8090, loss: 0.8090 2023-12-25 06:32:51,069 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:30:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.7967, loss: 0.7967 2023-12-25 06:33:16,753 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:29:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8085, loss: 0.8085 2023-12-25 06:33:42,293 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:29:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8070, loss: 0.8070 2023-12-25 06:34:07,902 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:28:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7816, loss: 0.7816 2023-12-25 06:34:33,774 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:28:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7945, loss: 0.7945 2023-12-25 06:34:35,734 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-25 06:39:00,450 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:39:01,058 - pyskl - INFO - top1_acc 0.8345 top5_acc 0.9646 2023-12-25 06:39:01,084 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8345, top5_acc: 0.9646 2023-12-25 06:39:54,132 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:27:53, time: 0.530, data_time: 0.274, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.7943, loss: 0.7943 2023-12-25 06:40:19,984 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:27:26, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7822, loss: 0.7822 2023-12-25 06:40:45,704 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:27:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8047, loss: 0.8047 2023-12-25 06:41:11,520 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:26:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.7855, loss: 0.7855 2023-12-25 06:41:37,237 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:26:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7804, loss: 0.7804 2023-12-25 06:42:02,800 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:25:41, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7585, loss: 0.7585 2023-12-25 06:42:28,394 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:25:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7759, loss: 0.7759 2023-12-25 06:42:54,294 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:24:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7828, loss: 0.7828 2023-12-25 06:43:20,072 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:24:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7867, loss: 0.7867 2023-12-25 06:43:45,702 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:23:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7826, loss: 0.7826 2023-12-25 06:44:11,589 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:23:29, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.7770, loss: 0.7770 2023-12-25 06:44:37,431 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:23:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7670, loss: 0.7670 2023-12-25 06:45:03,028 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:22:36, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7956, loss: 0.7956 2023-12-25 06:45:28,410 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:22:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7785, loss: 0.7785 2023-12-25 06:45:53,836 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 5:21:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7791, loss: 0.7791 2023-12-25 06:46:19,321 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 5:21:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7975, loss: 0.7975 2023-12-25 06:46:44,791 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 5:20:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.7778, loss: 0.7778 2023-12-25 06:47:10,135 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 5:20:24, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.7996, loss: 0.7996 2023-12-25 06:47:35,604 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 5:19:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7795, loss: 0.7795 2023-12-25 06:48:01,076 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 5:19:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7729, loss: 0.7729 2023-12-25 06:48:26,363 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 5:19:04, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.7882, loss: 0.7882 2023-12-25 06:48:51,855 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 5:18:38, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7791, loss: 0.7791 2023-12-25 06:49:17,433 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 5:18:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7883, loss: 0.7883 2023-12-25 06:49:42,795 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 5:17:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8011, loss: 0.8011 2023-12-25 06:50:07,898 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 5:17:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7799, loss: 0.7799 2023-12-25 06:50:32,983 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 5:16:52, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.7719, loss: 0.7719 2023-12-25 06:50:58,561 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 5:16:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7820, loss: 0.7820 2023-12-25 06:51:24,222 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 5:15:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.7868, loss: 0.7868 2023-12-25 06:51:49,840 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 5:15:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.7850, loss: 0.7850 2023-12-25 06:52:15,044 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 5:15:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.7850, loss: 0.7850 2023-12-25 06:52:40,252 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 5:14:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7906, loss: 0.7906 2023-12-25 06:53:05,441 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 5:14:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7764, loss: 0.7764 2023-12-25 06:53:30,622 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 5:13:47, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7877, loss: 0.7877 2023-12-25 06:53:56,297 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 5:13:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.7971, loss: 0.7971 2023-12-25 06:53:58,312 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-25 06:58:23,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:58:24,466 - pyskl - INFO - top1_acc 0.8456 top5_acc 0.9666 2023-12-25 06:58:24,471 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_127.pth was removed 2023-12-25 06:58:24,692 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-25 06:58:24,694 - pyskl - INFO - Best top1_acc is 0.8456 at 129 epoch. 2023-12-25 06:58:24,720 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8456, top5_acc: 0.9666 2023-12-25 06:59:18,029 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 5:12:57, time: 0.533, data_time: 0.277, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7607, loss: 0.7607 2023-12-25 06:59:43,625 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 5:12:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7796, loss: 0.7796 2023-12-25 07:00:09,236 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 5:12:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7606, loss: 0.7606 2023-12-25 07:00:35,146 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 5:11:38, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7684, loss: 0.7684 2023-12-25 07:01:00,414 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 5:11:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7730, loss: 0.7730 2023-12-25 07:01:25,582 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 5:10:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7672, loss: 0.7672 2023-12-25 07:01:50,724 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 5:10:19, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7636, loss: 0.7636 2023-12-25 07:02:15,911 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 5:09:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7683, loss: 0.7683 2023-12-25 07:02:41,087 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 5:09:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7585, loss: 0.7585 2023-12-25 07:03:06,386 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 5:08:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7710, loss: 0.7710 2023-12-25 07:03:31,855 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 5:08:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.7666, loss: 0.7666 2023-12-25 07:03:57,407 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 5:08:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7823, loss: 0.7823 2023-12-25 07:04:22,907 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 5:07:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7751, loss: 0.7751 2023-12-25 07:04:48,574 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 5:07:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7634, loss: 0.7634 2023-12-25 07:05:14,134 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 5:06:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7847, loss: 0.7847 2023-12-25 07:05:39,599 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 5:06:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.7790, loss: 0.7790 2023-12-25 07:06:04,939 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 5:05:54, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.7843, loss: 0.7843 2023-12-25 07:06:30,303 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 5:05:28, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7720, loss: 0.7720 2023-12-25 07:06:55,540 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 5:05:01, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7783, loss: 0.7783 2023-12-25 07:07:21,068 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 5:04:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.7633, loss: 0.7633 2023-12-25 07:07:46,387 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 5:04:08, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7815, loss: 0.7815 2023-12-25 07:08:11,791 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 5:03:42, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7808, loss: 0.7808 2023-12-25 07:08:37,193 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 5:03:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7684, loss: 0.7684 2023-12-25 07:09:02,998 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 5:02:49, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.7823, loss: 0.7823 2023-12-25 07:09:28,526 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 5:02:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7722, loss: 0.7722 2023-12-25 07:09:54,093 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 5:01:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7651, loss: 0.7651 2023-12-25 07:10:19,789 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 5:01:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.7694, loss: 0.7694 2023-12-25 07:10:45,395 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 5:01:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7669, loss: 0.7669 2023-12-25 07:11:11,095 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 5:00:37, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7766, loss: 0.7766 2023-12-25 07:11:36,883 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 5:00:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7728, loss: 0.7728 2023-12-25 07:12:02,583 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 4:59:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7578, loss: 0.7578 2023-12-25 07:12:28,265 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:59:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7936, loss: 0.7936 2023-12-25 07:12:53,865 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:58:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7777, loss: 0.7777 2023-12-25 07:13:19,595 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:58:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.7785, loss: 0.7785 2023-12-25 07:13:21,559 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-25 07:17:46,255 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:17:46,861 - pyskl - INFO - top1_acc 0.8469 top5_acc 0.9672 2023-12-25 07:17:46,867 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_129.pth was removed 2023-12-25 07:17:47,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. 2023-12-25 07:17:47,079 - pyskl - INFO - Best top1_acc is 0.8469 at 130 epoch. 2023-12-25 07:17:47,105 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8469, top5_acc: 0.9672 2023-12-25 07:18:40,070 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:58:02, time: 0.530, data_time: 0.272, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7500, loss: 0.7500 2023-12-25 07:19:05,665 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:57:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7652, loss: 0.7652 2023-12-25 07:19:31,622 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:57:09, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7597, loss: 0.7597 2023-12-25 07:19:57,519 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:56:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.7749, loss: 0.7749 2023-12-25 07:20:23,148 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:56:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7631, loss: 0.7631 2023-12-25 07:20:48,846 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:55:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7506, loss: 0.7506 2023-12-25 07:21:14,691 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:55:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.7798, loss: 0.7798 2023-12-25 07:21:40,241 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:54:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7650, loss: 0.7650 2023-12-25 07:22:06,015 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:54:31, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7766, loss: 0.7766 2023-12-25 07:22:31,672 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:54:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7473, loss: 0.7473 2023-12-25 07:22:57,297 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:53:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7605, loss: 0.7605 2023-12-25 07:23:22,967 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:53:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.7700, loss: 0.7700 2023-12-25 07:23:48,631 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:52:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7618, loss: 0.7618 2023-12-25 07:24:14,378 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:52:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7736, loss: 0.7736 2023-12-25 07:24:39,833 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:51:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7663, loss: 0.7663 2023-12-25 07:25:04,933 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:51:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.7786, loss: 0.7786 2023-12-25 07:25:30,042 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:50:59, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7595, loss: 0.7595 2023-12-25 07:25:55,120 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:50:33, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7682, loss: 0.7682 2023-12-25 07:26:20,343 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:50:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.7673, loss: 0.7673 2023-12-25 07:26:45,789 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:49:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.7965, loss: 0.7965 2023-12-25 07:27:11,277 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:49:13, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7676, loss: 0.7676 2023-12-25 07:27:36,575 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:48:47, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7601, loss: 0.7601 2023-12-25 07:28:02,065 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:48:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7672, loss: 0.7672 2023-12-25 07:28:27,835 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:47:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7830, loss: 0.7830 2023-12-25 07:28:53,407 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:47:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7677, loss: 0.7677 2023-12-25 07:29:18,902 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:47:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7722, loss: 0.7722 2023-12-25 07:29:44,478 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:46:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.7738, loss: 0.7738 2023-12-25 07:30:10,269 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:46:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7665, loss: 0.7665 2023-12-25 07:30:35,864 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:45:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7755, loss: 0.7755 2023-12-25 07:31:01,379 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:45:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7689, loss: 0.7689 2023-12-25 07:31:27,022 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:44:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7539, loss: 0.7539 2023-12-25 07:31:52,911 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:44:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.7931, loss: 0.7931 2023-12-25 07:32:18,918 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:43:57, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.7744, loss: 0.7744 2023-12-25 07:32:44,709 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:43:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.7775, loss: 0.7775 2023-12-25 07:32:46,663 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-25 07:37:12,067 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:37:12,681 - pyskl - INFO - top1_acc 0.7960 top5_acc 0.9522 2023-12-25 07:37:12,708 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.7960, top5_acc: 0.9522 2023-12-25 07:38:05,609 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:43:07, time: 0.529, data_time: 0.272, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7536, loss: 0.7536 2023-12-25 07:38:31,242 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:42:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7514, loss: 0.7514 2023-12-25 07:38:56,979 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:42:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7529, loss: 0.7529 2023-12-25 07:39:22,867 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:41:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7659, loss: 0.7659 2023-12-25 07:39:48,580 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:41:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7593, loss: 0.7593 2023-12-25 07:40:14,346 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:40:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7629, loss: 0.7629 2023-12-25 07:40:39,986 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:40:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7477, loss: 0.7477 2023-12-25 07:41:05,556 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:40:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7391, loss: 0.7391 2023-12-25 07:41:30,801 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:39:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7784, loss: 0.7784 2023-12-25 07:41:56,525 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:39:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7688, loss: 0.7688 2023-12-25 07:42:22,340 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:38:43, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7557, loss: 0.7557 2023-12-25 07:42:47,956 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:38:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7750, loss: 0.7750 2023-12-25 07:43:13,516 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:37:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7599, loss: 0.7599 2023-12-25 07:43:39,045 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:37:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7529, loss: 0.7529 2023-12-25 07:44:04,616 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:36:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7538, loss: 0.7538 2023-12-25 07:44:30,019 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:36:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7555, loss: 0.7555 2023-12-25 07:44:55,456 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:36:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7801, loss: 0.7801 2023-12-25 07:45:21,009 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:35:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7803, loss: 0.7803 2023-12-25 07:45:46,207 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:35:11, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7578, loss: 0.7578 2023-12-25 07:46:11,712 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:34:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7618, loss: 0.7618 2023-12-25 07:46:37,152 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:34:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7625, loss: 0.7625 2023-12-25 07:47:02,727 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:33:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7489, loss: 0.7489 2023-12-25 07:47:27,863 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:33:26, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7712, loss: 0.7712 2023-12-25 07:47:53,211 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:32:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-25 07:48:18,873 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:32:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7575, loss: 0.7575 2023-12-25 07:48:44,274 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:32:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7568, loss: 0.7568 2023-12-25 07:49:09,757 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:31:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7601, loss: 0.7601 2023-12-25 07:49:35,462 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:31:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7535, loss: 0.7535 2023-12-25 07:50:01,121 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:30:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-25 07:50:26,829 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:30:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7577, loss: 0.7577 2023-12-25 07:50:52,172 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:29:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7503, loss: 0.7503 2023-12-25 07:51:17,366 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:29:28, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7524, loss: 0.7524 2023-12-25 07:51:42,524 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:29:02, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7660, loss: 0.7660 2023-12-25 07:52:07,700 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:28:35, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7604, loss: 0.7604 2023-12-25 07:52:09,671 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-25 07:56:36,707 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:56:37,334 - pyskl - INFO - top1_acc 0.8484 top5_acc 0.9670 2023-12-25 07:56:37,339 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_130.pth was removed 2023-12-25 07:56:37,563 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-25 07:56:37,565 - pyskl - INFO - Best top1_acc is 0.8484 at 132 epoch. 2023-12-25 07:56:37,594 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8484, top5_acc: 0.9670 2023-12-25 07:57:31,082 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:28:11, time: 0.535, data_time: 0.280, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7597, loss: 0.7597 2023-12-25 07:57:56,716 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:27:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7542, loss: 0.7542 2023-12-25 07:58:22,388 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:27:18, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7585, loss: 0.7585 2023-12-25 07:58:48,194 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:26:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7604, loss: 0.7604 2023-12-25 07:59:13,550 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:26:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7365, loss: 0.7365 2023-12-25 07:59:39,410 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:25:59, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7494, loss: 0.7494 2023-12-25 08:00:05,272 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:25:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7566, loss: 0.7566 2023-12-25 08:00:30,875 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:25:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7398, loss: 0.7398 2023-12-25 08:00:56,655 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:24:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7454, loss: 0.7454 2023-12-25 08:01:22,446 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:24:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7521, loss: 0.7521 2023-12-25 08:01:48,210 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:23:47, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7599, loss: 0.7599 2023-12-25 08:02:14,000 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:23:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7625, loss: 0.7625 2023-12-25 08:02:39,606 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:22:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7523, loss: 0.7523 2023-12-25 08:03:05,104 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:22:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7550, loss: 0.7550 2023-12-25 08:03:30,698 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:22:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7602, loss: 0.7602 2023-12-25 08:03:56,068 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:21:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-25 08:04:21,421 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:21:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7566, loss: 0.7566 2023-12-25 08:04:47,108 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:20:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7478, loss: 0.7478 2023-12-25 08:05:12,812 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:20:16, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7543, loss: 0.7543 2023-12-25 08:05:38,411 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:19:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7566, loss: 0.7566 2023-12-25 08:06:04,012 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:19:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7509, loss: 0.7509 2023-12-25 08:06:29,565 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:18:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7561, loss: 0.7561 2023-12-25 08:06:54,983 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:18:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7675, loss: 0.7675 2023-12-25 08:07:20,410 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:18:04, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7513, loss: 0.7513 2023-12-25 08:07:46,044 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:17:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7718, loss: 0.7718 2023-12-25 08:08:11,641 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 4:17:11, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.7500, loss: 0.7500 2023-12-25 08:08:37,264 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 4:16:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7665, loss: 0.7665 2023-12-25 08:09:02,830 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 4:16:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7480, loss: 0.7480 2023-12-25 08:09:28,617 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 4:15:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-25 08:09:54,045 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 4:15:26, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7571, loss: 0.7571 2023-12-25 08:10:19,497 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 4:15:00, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7486, loss: 0.7486 2023-12-25 08:10:45,282 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 4:14:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7571, loss: 0.7571 2023-12-25 08:11:10,759 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 4:14:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7651, loss: 0.7651 2023-12-25 08:11:36,480 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 4:13:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7614, loss: 0.7614 2023-12-25 08:11:38,763 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-25 08:16:06,255 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:16:06,863 - pyskl - INFO - top1_acc 0.8481 top5_acc 0.9673 2023-12-25 08:16:06,890 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8481, top5_acc: 0.9673 2023-12-25 08:16:59,941 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 4:13:16, time: 0.530, data_time: 0.276, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7509, loss: 0.7509 2023-12-25 08:17:25,720 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 4:12:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7533, loss: 0.7533 2023-12-25 08:17:51,334 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 4:12:23, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7708, loss: 0.7708 2023-12-25 08:18:17,011 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 4:11:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7339, loss: 0.7339 2023-12-25 08:18:42,904 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 4:11:31, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7356, loss: 0.7356 2023-12-25 08:19:08,516 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 4:11:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7686, loss: 0.7686 2023-12-25 08:19:34,094 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 4:10:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7476, loss: 0.7476 2023-12-25 08:19:59,794 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 4:10:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7494, loss: 0.7494 2023-12-25 08:20:25,512 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 4:09:45, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-25 08:20:51,176 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 4:09:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-25 08:21:16,743 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 4:08:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7466, loss: 0.7466 2023-12-25 08:21:42,197 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 4:08:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-25 08:22:07,706 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 4:07:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-25 08:22:33,264 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 4:07:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7548, loss: 0.7548 2023-12-25 08:22:58,857 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 4:07:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.7645, loss: 0.7645 2023-12-25 08:23:24,497 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 4:06:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7419, loss: 0.7419 2023-12-25 08:23:50,467 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 4:06:14, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7657, loss: 0.7657 2023-12-25 08:24:15,709 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 4:05:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7588, loss: 0.7588 2023-12-25 08:24:41,098 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 4:05:21, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7588, loss: 0.7588 2023-12-25 08:25:06,451 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 4:04:55, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7588, loss: 0.7588 2023-12-25 08:25:31,993 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 4:04:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7626, loss: 0.7626 2023-12-25 08:25:57,547 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 4:04:02, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-25 08:26:22,773 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 4:03:36, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7551, loss: 0.7551 2023-12-25 08:26:48,079 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 4:03:09, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7493, loss: 0.7493 2023-12-25 08:27:13,765 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 4:02:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7570, loss: 0.7570 2023-12-25 08:27:39,154 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 4:02:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7508, loss: 0.7508 2023-12-25 08:28:04,965 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 4:01:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.7681, loss: 0.7681 2023-12-25 08:28:30,789 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 4:01:24, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.7399, loss: 0.7399 2023-12-25 08:28:56,353 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 4:00:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-25 08:29:21,919 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 4:00:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7544, loss: 0.7544 2023-12-25 08:29:47,597 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 4:00:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7532, loss: 0.7532 2023-12-25 08:30:13,330 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 3:59:38, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7436, loss: 0.7436 2023-12-25 08:30:39,020 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:59:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-25 08:31:04,876 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:58:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7523, loss: 0.7523 2023-12-25 08:31:06,869 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-25 08:35:32,521 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:35:33,131 - pyskl - INFO - top1_acc 0.8456 top5_acc 0.9679 2023-12-25 08:35:33,158 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8456, top5_acc: 0.9679 2023-12-25 08:36:26,705 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:58:21, time: 0.535, data_time: 0.280, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7645, loss: 0.7645 2023-12-25 08:36:52,341 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:57:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7530, loss: 0.7530 2023-12-25 08:37:18,158 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:57:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-25 08:37:43,845 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:57:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7333, loss: 0.7333 2023-12-25 08:38:09,428 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:56:35, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7569, loss: 0.7569 2023-12-25 08:38:34,888 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:56:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7380, loss: 0.7380 2023-12-25 08:39:00,633 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:55:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7507, loss: 0.7507 2023-12-25 08:39:26,006 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:55:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7414, loss: 0.7414 2023-12-25 08:39:51,697 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:54:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7656, loss: 0.7656 2023-12-25 08:40:17,074 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:54:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7482, loss: 0.7482 2023-12-25 08:40:42,814 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:53:57, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7497, loss: 0.7497 2023-12-25 08:41:08,465 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:53:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7468, loss: 0.7468 2023-12-25 08:41:34,051 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:53:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7513, loss: 0.7513 2023-12-25 08:41:59,497 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:52:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7478, loss: 0.7478 2023-12-25 08:42:24,982 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:52:12, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-25 08:42:50,620 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:51:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7596, loss: 0.7596 2023-12-25 08:43:16,213 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:51:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7499, loss: 0.7499 2023-12-25 08:43:41,385 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:50:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7424, loss: 0.7424 2023-12-25 08:44:06,991 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:50:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-25 08:44:32,588 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:50:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7550, loss: 0.7550 2023-12-25 08:44:58,243 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:49:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7270, loss: 0.7270 2023-12-25 08:45:23,816 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:49:07, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7475, loss: 0.7475 2023-12-25 08:45:49,270 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:48:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-25 08:46:14,726 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:48:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7522, loss: 0.7522 2023-12-25 08:46:40,370 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:47:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7428, loss: 0.7428 2023-12-25 08:47:05,937 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:47:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7552, loss: 0.7552 2023-12-25 08:47:31,886 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:46:55, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.7556, loss: 0.7556 2023-12-25 08:47:57,440 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:46:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7586, loss: 0.7586 2023-12-25 08:48:23,266 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:46:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7447, loss: 0.7447 2023-12-25 08:48:48,920 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:45:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-25 08:49:14,482 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:45:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7439, loss: 0.7439 2023-12-25 08:49:40,046 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:44:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-25 08:50:05,207 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:44:17, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7485, loss: 0.7485 2023-12-25 08:50:30,359 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:43:50, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7308, loss: 0.7308 2023-12-25 08:50:32,474 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-25 08:54:57,490 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:54:58,098 - pyskl - INFO - top1_acc 0.8498 top5_acc 0.9680 2023-12-25 08:54:58,103 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_132.pth was removed 2023-12-25 08:54:58,318 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-25 08:54:58,320 - pyskl - INFO - Best top1_acc is 0.8498 at 135 epoch. 2023-12-25 08:54:58,346 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8498, top5_acc: 0.9680 2023-12-25 08:55:51,092 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:43:26, time: 0.527, data_time: 0.273, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-25 08:56:16,639 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:42:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7516, loss: 0.7516 2023-12-25 08:56:42,283 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:42:33, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7471, loss: 0.7471 2023-12-25 08:57:07,900 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:42:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7457, loss: 0.7457 2023-12-25 08:57:33,484 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:41:40, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7582, loss: 0.7582 2023-12-25 08:57:58,633 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:41:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7320, loss: 0.7320 2023-12-25 08:58:23,769 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:40:47, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7468, loss: 0.7468 2023-12-25 08:58:48,900 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:40:21, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7399, loss: 0.7399 2023-12-25 08:59:14,068 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:39:54, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-25 08:59:39,528 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:39:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7488, loss: 0.7488 2023-12-25 09:00:05,198 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:39:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7414, loss: 0.7414 2023-12-25 09:00:31,018 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:38:35, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7575, loss: 0.7575 2023-12-25 09:00:56,666 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:38:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7548, loss: 0.7548 2023-12-25 09:01:22,309 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:37:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.7450, loss: 0.7450 2023-12-25 09:01:47,608 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:37:16, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.7529, loss: 0.7529 2023-12-25 09:02:13,061 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:36:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7479, loss: 0.7479 2023-12-25 09:02:38,538 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:36:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7525, loss: 0.7525 2023-12-25 09:03:03,933 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:35:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7473, loss: 0.7473 2023-12-25 09:03:29,594 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:35:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7377, loss: 0.7377 2023-12-25 09:03:55,084 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:35:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7451, loss: 0.7451 2023-12-25 09:04:20,453 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:34:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7633, loss: 0.7633 2023-12-25 09:04:45,954 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:34:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7477, loss: 0.7477 2023-12-25 09:05:11,388 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:33:45, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7529, loss: 0.7529 2023-12-25 09:05:36,713 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:33:19, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7460, loss: 0.7460 2023-12-25 09:06:02,170 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:32:52, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7473, loss: 0.7473 2023-12-25 09:06:27,899 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:32:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7413, loss: 0.7413 2023-12-25 09:06:54,019 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:32:00, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7448, loss: 0.7448 2023-12-25 09:07:19,784 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:31:33, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7382, loss: 0.7382 2023-12-25 09:07:45,327 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:31:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7546, loss: 0.7546 2023-12-25 09:08:11,095 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:30:40, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7417, loss: 0.7417 2023-12-25 09:08:36,590 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:30:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7432, loss: 0.7432 2023-12-25 09:09:02,210 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:29:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7531, loss: 0.7531 2023-12-25 09:09:27,826 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:29:21, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7436, loss: 0.7436 2023-12-25 09:09:53,429 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:28:55, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-25 09:09:55,648 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-25 09:14:22,387 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:14:23,008 - pyskl - INFO - top1_acc 0.8398 top5_acc 0.9646 2023-12-25 09:14:23,039 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8398, top5_acc: 0.9646 2023-12-25 09:15:17,423 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:28:30, time: 0.544, data_time: 0.287, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7335, loss: 0.7335 2023-12-25 09:15:43,185 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:28:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-25 09:16:09,151 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:27:37, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7461, loss: 0.7461 2023-12-25 09:16:34,903 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:27:11, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7461, loss: 0.7461 2023-12-25 09:17:00,824 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:26:45, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7500, loss: 0.7500 2023-12-25 09:17:26,581 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:26:18, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7513, loss: 0.7513 2023-12-25 09:17:52,193 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:25:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7352, loss: 0.7352 2023-12-25 09:18:17,995 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:25:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7279, loss: 0.7279 2023-12-25 09:18:43,431 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:24:59, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7466, loss: 0.7466 2023-12-25 09:19:09,376 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:24:33, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7434, loss: 0.7434 2023-12-25 09:19:35,034 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:24:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7393, loss: 0.7393 2023-12-25 09:20:00,731 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:23:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7503, loss: 0.7503 2023-12-25 09:20:26,498 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:23:14, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.7576, loss: 0.7576 2023-12-25 09:20:51,892 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:22:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7506, loss: 0.7506 2023-12-25 09:21:17,431 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:22:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-25 09:21:42,775 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:21:55, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-25 09:22:08,329 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:21:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-25 09:22:33,815 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:21:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7468, loss: 0.7468 2023-12-25 09:22:59,336 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:20:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7501, loss: 0.7501 2023-12-25 09:23:24,968 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:20:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7349, loss: 0.7349 2023-12-25 09:23:50,179 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:19:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7478, loss: 0.7478 2023-12-25 09:24:15,647 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:19:17, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-25 09:24:40,795 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:18:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-25 09:25:05,886 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:18:24, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7542, loss: 0.7542 2023-12-25 09:25:31,261 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:17:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7490, loss: 0.7490 2023-12-25 09:25:56,981 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:17:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7435, loss: 0.7435 2023-12-25 09:26:22,943 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:17:05, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7327, loss: 0.7327 2023-12-25 09:26:48,714 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:16:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7370, loss: 0.7370 2023-12-25 09:27:14,364 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:16:12, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7590, loss: 0.7590 2023-12-25 09:27:39,978 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:15:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7463, loss: 0.7463 2023-12-25 09:28:05,591 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:15:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.7537, loss: 0.7537 2023-12-25 09:28:31,228 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:14:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7331, loss: 0.7331 2023-12-25 09:28:56,846 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:14:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7520, loss: 0.7520 2023-12-25 09:29:22,467 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:14:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7519, loss: 0.7519 2023-12-25 09:29:24,678 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-25 09:33:50,315 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:33:50,924 - pyskl - INFO - top1_acc 0.8512 top5_acc 0.9682 2023-12-25 09:33:50,929 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_135.pth was removed 2023-12-25 09:33:51,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2023-12-25 09:33:51,151 - pyskl - INFO - Best top1_acc is 0.8512 at 137 epoch. 2023-12-25 09:33:51,177 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8512, top5_acc: 0.9682 2023-12-25 09:34:44,373 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:13:35, time: 0.532, data_time: 0.274, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7431, loss: 0.7431 2023-12-25 09:35:10,218 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:13:09, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-25 09:35:35,868 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 3:12:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7390, loss: 0.7390 2023-12-25 09:36:01,733 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 3:12:16, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7470, loss: 0.7470 2023-12-25 09:36:27,427 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 3:11:50, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7321, loss: 0.7321 2023-12-25 09:36:53,181 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 3:11:23, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7467, loss: 0.7467 2023-12-25 09:37:19,100 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 3:10:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7425, loss: 0.7425 2023-12-25 09:37:44,897 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 3:10:30, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7335, loss: 0.7335 2023-12-25 09:38:10,451 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 3:10:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7351, loss: 0.7351 2023-12-25 09:38:36,203 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 3:09:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7468, loss: 0.7468 2023-12-25 09:39:01,946 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 3:09:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7351, loss: 0.7351 2023-12-25 09:39:27,569 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 3:08:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7456, loss: 0.7456 2023-12-25 09:39:53,268 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 3:08:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7462, loss: 0.7462 2023-12-25 09:40:18,839 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 3:07:52, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7439, loss: 0.7439 2023-12-25 09:40:44,485 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 3:07:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7262, loss: 0.7262 2023-12-25 09:41:10,230 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 3:07:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7475, loss: 0.7475 2023-12-25 09:41:35,674 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 3:06:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7483, loss: 0.7483 2023-12-25 09:42:01,132 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 3:06:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7463, loss: 0.7463 2023-12-25 09:42:26,266 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 3:05:40, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 09:42:51,654 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 3:05:14, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7528, loss: 0.7528 2023-12-25 09:43:16,953 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 3:04:48, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7477, loss: 0.7477 2023-12-25 09:43:42,277 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 3:04:21, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7356, loss: 0.7356 2023-12-25 09:44:07,933 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 3:03:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 09:44:33,268 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 3:03:29, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-25 09:44:59,013 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 3:03:02, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7355, loss: 0.7355 2023-12-25 09:45:24,898 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 3:02:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-25 09:45:50,647 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 3:02:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7380, loss: 0.7380 2023-12-25 09:46:16,329 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 3:01:43, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7543, loss: 0.7543 2023-12-25 09:46:42,076 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 3:01:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7368, loss: 0.7368 2023-12-25 09:47:07,500 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 3:00:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-25 09:47:32,698 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 3:00:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7479, loss: 0.7479 2023-12-25 09:47:57,893 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 2:59:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7350, loss: 0.7350 2023-12-25 09:48:23,593 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:59:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7491, loss: 0.7491 2023-12-25 09:48:49,273 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:59:05, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-25 09:48:51,325 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-25 09:53:16,598 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:53:17,213 - pyskl - INFO - top1_acc 0.8410 top5_acc 0.9649 2023-12-25 09:53:17,241 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8410, top5_acc: 0.9649 2023-12-25 09:54:11,263 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:58:40, time: 0.540, data_time: 0.284, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7394, loss: 0.7394 2023-12-25 09:54:37,060 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:58:13, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7400, loss: 0.7400 2023-12-25 09:55:02,987 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:57:47, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7324, loss: 0.7324 2023-12-25 09:55:29,150 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:57:21, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7411, loss: 0.7411 2023-12-25 09:55:54,844 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:56:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7350, loss: 0.7350 2023-12-25 09:56:20,629 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:56:28, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7411, loss: 0.7411 2023-12-25 09:56:46,094 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:56:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7415, loss: 0.7415 2023-12-25 09:57:12,175 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:55:35, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7339, loss: 0.7339 2023-12-25 09:57:37,726 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:55:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7465, loss: 0.7465 2023-12-25 09:58:03,340 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:54:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7420, loss: 0.7420 2023-12-25 09:58:28,822 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:54:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7406, loss: 0.7406 2023-12-25 09:58:54,584 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:53:50, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7478, loss: 0.7478 2023-12-25 09:59:19,819 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:53:24, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 09:59:44,957 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:52:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7498, loss: 0.7498 2023-12-25 10:00:10,268 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:52:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7350, loss: 0.7350 2023-12-25 10:00:35,968 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:52:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7463, loss: 0.7463 2023-12-25 10:01:01,404 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:51:38, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7257, loss: 0.7257 2023-12-25 10:01:26,743 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:51:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-25 10:01:52,565 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:50:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7448, loss: 0.7448 2023-12-25 10:02:18,437 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:50:19, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 10:02:43,954 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:49:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7530, loss: 0.7530 2023-12-25 10:03:09,484 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:49:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7515, loss: 0.7515 2023-12-25 10:03:34,814 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:49:00, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7473, loss: 0.7473 2023-12-25 10:04:00,210 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:48:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-25 10:04:25,870 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:48:07, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7416, loss: 0.7416 2023-12-25 10:04:51,766 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:47:41, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7334, loss: 0.7334 2023-12-25 10:05:17,228 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:47:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7463, loss: 0.7463 2023-12-25 10:05:42,392 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:46:48, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7331, loss: 0.7331 2023-12-25 10:06:08,465 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:46:22, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7371, loss: 0.7371 2023-12-25 10:06:34,232 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:45:55, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7482, loss: 0.7482 2023-12-25 10:06:59,787 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:45:29, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7485, loss: 0.7485 2023-12-25 10:07:25,625 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:45:03, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7362, loss: 0.7362 2023-12-25 10:07:51,374 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:44:36, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-25 10:08:17,131 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:44:10, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7427, loss: 0.7427 2023-12-25 10:08:19,114 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-25 10:12:44,913 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:12:45,523 - pyskl - INFO - top1_acc 0.8550 top5_acc 0.9686 2023-12-25 10:12:45,528 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_137.pth was removed 2023-12-25 10:12:45,741 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-25 10:12:45,743 - pyskl - INFO - Best top1_acc is 0.8550 at 139 epoch. 2023-12-25 10:12:45,769 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8550, top5_acc: 0.9686 2023-12-25 10:13:39,600 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:43:44, time: 0.538, data_time: 0.282, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7502, loss: 0.7502 2023-12-25 10:14:05,117 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:43:18, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7389, loss: 0.7389 2023-12-25 10:14:30,514 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:42:52, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7533, loss: 0.7533 2023-12-25 10:14:56,328 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:42:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7496, loss: 0.7496 2023-12-25 10:15:22,103 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:41:59, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7360, loss: 0.7360 2023-12-25 10:15:47,642 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:41:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-25 10:16:13,073 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:41:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7455, loss: 0.7455 2023-12-25 10:16:38,437 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:40:40, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7492, loss: 0.7492 2023-12-25 10:17:04,038 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:40:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-25 10:17:29,574 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:39:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7395, loss: 0.7395 2023-12-25 10:17:55,250 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:39:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7441, loss: 0.7441 2023-12-25 10:18:20,918 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:38:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7552, loss: 0.7552 2023-12-25 10:18:46,436 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:38:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7353, loss: 0.7353 2023-12-25 10:19:11,874 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:38:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-25 10:19:37,407 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:37:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7429, loss: 0.7429 2023-12-25 10:20:02,923 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:37:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7428, loss: 0.7428 2023-12-25 10:20:28,192 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:36:43, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7501, loss: 0.7501 2023-12-25 10:20:53,569 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:36:16, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7448, loss: 0.7448 2023-12-25 10:21:19,038 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:35:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7447, loss: 0.7447 2023-12-25 10:21:44,425 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:35:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7214, loss: 0.7214 2023-12-25 10:22:09,938 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:34:57, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7339, loss: 0.7339 2023-12-25 10:22:35,320 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:34:31, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7417, loss: 0.7417 2023-12-25 10:23:00,430 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:34:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7395, loss: 0.7395 2023-12-25 10:23:25,557 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:33:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7485, loss: 0.7485 2023-12-25 10:23:50,966 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:33:12, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7459, loss: 0.7459 2023-12-25 10:24:16,810 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:32:45, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7398, loss: 0.7398 2023-12-25 10:24:42,268 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:32:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7358, loss: 0.7358 2023-12-25 10:25:07,848 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:31:53, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7380, loss: 0.7380 2023-12-25 10:25:33,749 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:31:26, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7356, loss: 0.7356 2023-12-25 10:25:59,404 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:31:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7414, loss: 0.7414 2023-12-25 10:26:24,972 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:30:34, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7368, loss: 0.7368 2023-12-25 10:26:50,262 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:30:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7419, loss: 0.7419 2023-12-25 10:27:15,455 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:29:41, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7552, loss: 0.7552 2023-12-25 10:27:40,609 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:29:15, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7417, loss: 0.7417 2023-12-25 10:27:42,741 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-25 10:32:08,085 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:32:08,700 - pyskl - INFO - top1_acc 0.8522 top5_acc 0.9674 2023-12-25 10:32:08,727 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8522, top5_acc: 0.9674 2023-12-25 10:33:02,606 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:28:49, time: 0.539, data_time: 0.281, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7420, loss: 0.7420 2023-12-25 10:33:28,481 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:28:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7430, loss: 0.7430 2023-12-25 10:33:54,213 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:27:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7381, loss: 0.7381 2023-12-25 10:34:19,796 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:27:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7444, loss: 0.7444 2023-12-25 10:34:45,084 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:27:03, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7331, loss: 0.7331 2023-12-25 10:35:10,239 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:26:37, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7554, loss: 0.7554 2023-12-25 10:35:35,733 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:26:11, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7674, loss: 0.7674 2023-12-25 10:36:01,504 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:25:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7273, loss: 0.7273 2023-12-25 10:36:27,370 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:25:18, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-25 10:36:53,407 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:24:52, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-25 10:37:19,181 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:24:25, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7381, loss: 0.7381 2023-12-25 10:37:44,889 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:23:59, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7500, loss: 0.7500 2023-12-25 10:38:10,326 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:23:33, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7309, loss: 0.7309 2023-12-25 10:38:35,893 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:23:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7514, loss: 0.7514 2023-12-25 10:39:01,378 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:22:40, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-25 10:39:26,916 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:22:14, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7291, loss: 0.7291 2023-12-25 10:39:52,519 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:21:47, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7355, loss: 0.7355 2023-12-25 10:40:18,218 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:21:21, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7417, loss: 0.7417 2023-12-25 10:40:43,939 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:20:55, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-25 10:41:09,689 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:20:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7487, loss: 0.7487 2023-12-25 10:41:35,460 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:20:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 10:42:00,816 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:19:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7315, loss: 0.7315 2023-12-25 10:42:26,290 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:19:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7336, loss: 0.7336 2023-12-25 10:42:51,863 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:18:43, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7358, loss: 0.7358 2023-12-25 10:43:17,587 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:18:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-25 10:43:43,466 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:17:50, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7441, loss: 0.7441 2023-12-25 10:44:08,902 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:17:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7623, loss: 0.7623 2023-12-25 10:44:34,082 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:16:58, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7367, loss: 0.7367 2023-12-25 10:44:59,352 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:16:31, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7357, loss: 0.7357 2023-12-25 10:45:25,208 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:16:05, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7596, loss: 0.7596 2023-12-25 10:45:50,821 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:15:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7322, loss: 0.7322 2023-12-25 10:46:16,485 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:15:12, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7567, loss: 0.7567 2023-12-25 10:46:42,126 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:14:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7306, loss: 0.7306 2023-12-25 10:47:07,613 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:14:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7494, loss: 0.7494 2023-12-25 10:47:09,631 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-25 10:51:34,685 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:51:35,297 - pyskl - INFO - top1_acc 0.8510 top5_acc 0.9679 2023-12-25 10:51:35,323 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8510, top5_acc: 0.9679 2023-12-25 10:52:29,088 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:13:53, time: 0.538, data_time: 0.280, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-25 10:52:54,822 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:13:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7356, loss: 0.7356 2023-12-25 10:53:20,496 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:13:01, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-25 10:53:46,576 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:12:35, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7374, loss: 0.7374 2023-12-25 10:54:12,307 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:12:08, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7427, loss: 0.7427 2023-12-25 10:54:37,919 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:11:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7415, loss: 0.7415 2023-12-25 10:55:03,347 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:11:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7230, loss: 0.7230 2023-12-25 10:55:29,202 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:10:49, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7498, loss: 0.7498 2023-12-25 10:55:55,075 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:10:23, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7382, loss: 0.7382 2023-12-25 10:56:21,016 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:09:56, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7396, loss: 0.7396 2023-12-25 10:56:46,749 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:09:30, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7431, loss: 0.7431 2023-12-25 10:57:12,482 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:09:04, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7264, loss: 0.7264 2023-12-25 10:57:38,319 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 2:08:37, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7562, loss: 0.7562 2023-12-25 10:58:04,067 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 2:08:11, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7394, loss: 0.7394 2023-12-25 10:58:29,643 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 2:07:45, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7485, loss: 0.7485 2023-12-25 10:58:55,255 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 2:07:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7455, loss: 0.7455 2023-12-25 10:59:21,056 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 2:06:52, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-25 10:59:46,758 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 2:06:26, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-25 11:00:11,916 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 2:05:59, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7327, loss: 0.7327 2023-12-25 11:00:37,083 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 2:05:33, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7429, loss: 0.7429 2023-12-25 11:01:02,256 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 2:05:07, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7430, loss: 0.7430 2023-12-25 11:01:27,439 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 2:04:40, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7403, loss: 0.7403 2023-12-25 11:01:52,585 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 2:04:14, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-25 11:02:17,973 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 2:03:48, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7477, loss: 0.7477 2023-12-25 11:02:44,116 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 2:03:21, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7261, loss: 0.7261 2023-12-25 11:03:10,593 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 2:02:55, time: 0.265, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7298, loss: 0.7298 2023-12-25 11:03:37,266 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 2:02:29, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7315, loss: 0.7315 2023-12-25 11:04:03,086 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 2:02:02, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7563, loss: 0.7563 2023-12-25 11:04:29,031 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 2:01:36, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7518, loss: 0.7518 2023-12-25 11:04:54,705 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 2:01:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7415, loss: 0.7415 2023-12-25 11:05:20,557 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 2:00:43, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7314, loss: 0.7314 2023-12-25 11:05:46,532 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 2:00:17, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7417, loss: 0.7417 2023-12-25 11:06:12,387 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 1:59:51, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7552, loss: 0.7552 2023-12-25 11:06:37,990 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:59:24, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7359, loss: 0.7359 2023-12-25 11:06:40,240 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-25 11:11:05,722 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:11:06,334 - pyskl - INFO - top1_acc 0.8542 top5_acc 0.9680 2023-12-25 11:11:06,360 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8542, top5_acc: 0.9680 2023-12-25 11:11:59,866 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:58:58, time: 0.535, data_time: 0.280, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7352, loss: 0.7352 2023-12-25 11:12:25,456 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:58:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7525, loss: 0.7525 2023-12-25 11:12:51,113 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:58:06, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-25 11:13:17,011 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:57:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7382, loss: 0.7382 2023-12-25 11:13:42,250 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:57:13, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7374, loss: 0.7374 2023-12-25 11:14:07,749 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:56:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7372, loss: 0.7372 2023-12-25 11:14:33,577 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:56:20, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7297, loss: 0.7297 2023-12-25 11:14:59,073 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:55:54, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7364, loss: 0.7364 2023-12-25 11:15:24,640 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:55:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7407, loss: 0.7407 2023-12-25 11:15:50,103 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:55:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7477, loss: 0.7477 2023-12-25 11:16:15,964 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:54:35, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7443, loss: 0.7443 2023-12-25 11:16:41,578 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:54:09, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7367, loss: 0.7367 2023-12-25 11:17:06,877 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:53:42, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7365, loss: 0.7365 2023-12-25 11:17:32,104 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:53:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7344, loss: 0.7344 2023-12-25 11:17:57,410 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:52:49, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7365, loss: 0.7365 2023-12-25 11:18:22,771 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:52:23, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7434, loss: 0.7434 2023-12-25 11:18:48,085 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:51:57, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7417, loss: 0.7417 2023-12-25 11:19:13,529 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:51:30, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-25 11:19:38,779 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:51:04, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7328, loss: 0.7328 2023-12-25 11:20:04,553 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:50:38, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7504, loss: 0.7504 2023-12-25 11:20:29,810 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:50:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7490, loss: 0.7490 2023-12-25 11:20:55,328 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:49:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 11:21:20,735 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:49:19, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7376, loss: 0.7376 2023-12-25 11:21:46,069 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:48:52, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 11:22:11,679 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:48:26, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7292, loss: 0.7292 2023-12-25 11:22:37,432 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:48:00, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7449, loss: 0.7449 2023-12-25 11:23:03,111 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:47:33, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7375, loss: 0.7375 2023-12-25 11:23:28,656 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:47:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-25 11:23:54,204 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:46:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7388, loss: 0.7388 2023-12-25 11:24:19,872 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:46:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7304, loss: 0.7304 2023-12-25 11:24:45,352 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:45:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7452, loss: 0.7452 2023-12-25 11:25:10,990 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:45:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7412, loss: 0.7412 2023-12-25 11:25:37,701 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:44:55, time: 0.267, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-25 11:26:04,462 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:44:29, time: 0.268, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7471, loss: 0.7471 2023-12-25 11:26:06,716 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-25 11:30:35,949 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:30:36,557 - pyskl - INFO - top1_acc 0.8541 top5_acc 0.9691 2023-12-25 11:30:36,586 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8541, top5_acc: 0.9691 2023-12-25 11:31:29,887 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:44:03, time: 0.533, data_time: 0.278, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-25 11:31:55,283 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:43:36, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7400, loss: 0.7400 2023-12-25 11:32:20,948 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:43:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7370, loss: 0.7370 2023-12-25 11:32:46,759 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:42:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7470, loss: 0.7470 2023-12-25 11:33:12,169 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:42:17, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7347, loss: 0.7347 2023-12-25 11:33:37,585 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:41:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7362, loss: 0.7362 2023-12-25 11:34:03,249 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:41:25, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7337, loss: 0.7337 2023-12-25 11:34:28,834 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:40:58, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7326, loss: 0.7326 2023-12-25 11:34:54,620 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:40:32, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7386, loss: 0.7386 2023-12-25 11:35:19,998 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:40:06, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7454, loss: 0.7454 2023-12-25 11:35:45,863 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:39:39, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.7572, loss: 0.7572 2023-12-25 11:36:11,549 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:39:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7406, loss: 0.7406 2023-12-25 11:36:37,068 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:38:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7394, loss: 0.7394 2023-12-25 11:37:02,457 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:38:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7331, loss: 0.7331 2023-12-25 11:37:28,032 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:37:54, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7240, loss: 0.7240 2023-12-25 11:37:53,540 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:37:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7627, loss: 0.7627 2023-12-25 11:38:19,111 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:37:01, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7343, loss: 0.7343 2023-12-25 11:38:44,656 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:36:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7439, loss: 0.7439 2023-12-25 11:39:09,784 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:36:09, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7384, loss: 0.7384 2023-12-25 11:39:34,892 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:35:42, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7383, loss: 0.7383 2023-12-25 11:40:00,368 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:35:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7383, loss: 0.7383 2023-12-25 11:40:25,512 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:34:50, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7343, loss: 0.7343 2023-12-25 11:40:50,631 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:34:23, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7416, loss: 0.7416 2023-12-25 11:41:15,756 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:33:57, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7379, loss: 0.7379 2023-12-25 11:41:41,255 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:33:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7431, loss: 0.7431 2023-12-25 11:42:07,015 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:33:04, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7411, loss: 0.7411 2023-12-25 11:42:33,009 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:32:38, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7282, loss: 0.7282 2023-12-25 11:42:58,818 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:32:12, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7315, loss: 0.7315 2023-12-25 11:43:24,313 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:31:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7267, loss: 0.7267 2023-12-25 11:43:49,985 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:31:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7233, loss: 0.7233 2023-12-25 11:44:15,505 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:30:53, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-25 11:44:41,273 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:30:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7306, loss: 0.7306 2023-12-25 11:45:07,007 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:30:00, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7414, loss: 0.7414 2023-12-25 11:45:32,803 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:29:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-25 11:45:34,853 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-25 11:49:59,816 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:50:00,418 - pyskl - INFO - top1_acc 0.8570 top5_acc 0.9691 2023-12-25 11:50:00,423 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_139.pth was removed 2023-12-25 11:50:00,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-25 11:50:00,633 - pyskl - INFO - Best top1_acc is 0.8570 at 144 epoch. 2023-12-25 11:50:00,658 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8570, top5_acc: 0.9691 2023-12-25 11:50:54,033 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:29:07, time: 0.534, data_time: 0.281, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7429, loss: 0.7429 2023-12-25 11:51:19,688 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:28:41, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-25 11:51:45,384 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:28:14, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7339, loss: 0.7339 2023-12-25 11:52:11,272 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:27:48, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7441, loss: 0.7441 2023-12-25 11:52:36,832 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:27:22, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-25 11:53:01,998 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:26:55, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7332, loss: 0.7332 2023-12-25 11:53:27,126 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:26:29, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7385, loss: 0.7385 2023-12-25 11:53:52,276 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:26:03, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7448, loss: 0.7448 2023-12-25 11:54:17,425 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:25:36, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-25 11:54:42,991 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:25:10, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7342, loss: 0.7342 2023-12-25 11:55:08,614 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:24:44, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7280, loss: 0.7280 2023-12-25 11:55:34,283 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:24:17, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7330, loss: 0.7330 2023-12-25 11:55:59,656 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:23:51, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7371, loss: 0.7371 2023-12-25 11:56:24,890 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:23:25, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7344, loss: 0.7344 2023-12-25 11:56:50,403 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:22:58, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7348, loss: 0.7348 2023-12-25 11:57:15,781 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:22:32, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7433, loss: 0.7433 2023-12-25 11:57:41,429 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:22:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7373, loss: 0.7373 2023-12-25 11:58:06,864 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:21:39, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7497, loss: 0.7497 2023-12-25 11:58:32,299 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:21:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7391, loss: 0.7391 2023-12-25 11:58:57,950 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:20:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7373, loss: 0.7373 2023-12-25 11:59:23,392 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:20:20, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7389, loss: 0.7389 2023-12-25 11:59:48,787 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:19:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7295, loss: 0.7295 2023-12-25 12:00:14,275 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:19:28, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7325, loss: 0.7325 2023-12-25 12:00:39,621 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:19:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7380, loss: 0.7380 2023-12-25 12:01:05,314 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:18:35, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7298, loss: 0.7298 2023-12-25 12:01:30,841 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:18:09, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7341, loss: 0.7341 2023-12-25 12:01:56,442 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:17:42, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7451, loss: 0.7451 2023-12-25 12:02:22,043 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:17:16, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7288, loss: 0.7288 2023-12-25 12:02:47,635 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:16:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7392, loss: 0.7392 2023-12-25 12:03:13,346 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:16:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7421, loss: 0.7421 2023-12-25 12:03:38,955 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:15:57, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7345, loss: 0.7345 2023-12-25 12:04:04,643 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:15:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7425, loss: 0.7425 2023-12-25 12:04:30,412 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:15:05, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7387, loss: 0.7387 2023-12-25 12:04:56,062 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:14:38, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7343, loss: 0.7343 2023-12-25 12:04:58,205 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-25 12:09:23,239 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:09:23,861 - pyskl - INFO - top1_acc 0.8516 top5_acc 0.9678 2023-12-25 12:09:23,888 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8516, top5_acc: 0.9678 2023-12-25 12:10:17,887 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:14:11, time: 0.540, data_time: 0.286, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7336, loss: 0.7336 2023-12-25 12:10:43,405 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:13:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7374, loss: 0.7374 2023-12-25 12:11:08,971 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:13:19, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7450, loss: 0.7450 2023-12-25 12:11:34,725 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:12:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7293, loss: 0.7293 2023-12-25 12:12:00,216 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:12:26, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7422, loss: 0.7422 2023-12-25 12:12:25,778 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:12:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7446, loss: 0.7446 2023-12-25 12:12:50,898 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:11:34, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7327, loss: 0.7327 2023-12-25 12:13:16,172 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:11:07, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7420, loss: 0.7420 2023-12-25 12:13:41,672 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:10:41, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7261, loss: 0.7261 2023-12-25 12:14:07,282 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:10:15, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7361, loss: 0.7361 2023-12-25 12:14:32,818 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:09:48, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7361, loss: 0.7361 2023-12-25 12:14:58,614 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:09:22, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7384, loss: 0.7384 2023-12-25 12:15:24,275 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:08:56, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7553, loss: 0.7553 2023-12-25 12:15:49,627 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:08:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7348, loss: 0.7348 2023-12-25 12:16:15,082 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:08:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7316, loss: 0.7316 2023-12-25 12:16:40,627 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:07:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7281, loss: 0.7281 2023-12-25 12:17:05,951 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:07:10, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7396, loss: 0.7396 2023-12-25 12:17:31,299 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:06:44, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7448, loss: 0.7448 2023-12-25 12:17:56,709 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:06:18, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7425, loss: 0.7425 2023-12-25 12:18:22,011 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:05:51, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7389, loss: 0.7389 2023-12-25 12:18:47,406 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:05:25, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7444, loss: 0.7444 2023-12-25 12:19:12,694 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:04:59, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7370, loss: 0.7370 2023-12-25 12:19:37,841 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:04:32, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7459, loss: 0.7459 2023-12-25 12:20:03,001 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:04:06, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-25 12:20:28,880 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:03:40, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7296, loss: 0.7296 2023-12-25 12:20:54,468 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:03:13, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7365, loss: 0.7365 2023-12-25 12:21:20,123 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:02:47, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7419, loss: 0.7419 2023-12-25 12:21:45,901 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:02:21, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7442, loss: 0.7442 2023-12-25 12:22:11,558 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:01:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7464, loss: 0.7464 2023-12-25 12:22:37,260 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:01:28, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7356, loss: 0.7356 2023-12-25 12:23:02,790 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:01:02, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7454, loss: 0.7454 2023-12-25 12:23:28,315 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:00:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7284, loss: 0.7284 2023-12-25 12:23:54,055 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:00:09, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7406, loss: 0.7406 2023-12-25 12:24:19,410 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:59:43, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-25 12:24:21,585 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-25 12:28:46,901 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:28:47,514 - pyskl - INFO - top1_acc 0.8558 top5_acc 0.9692 2023-12-25 12:28:47,541 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8558, top5_acc: 0.9692 2023-12-25 12:29:41,334 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:59:16, time: 0.538, data_time: 0.282, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7402, loss: 0.7402 2023-12-25 12:30:06,951 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:58:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7356, loss: 0.7356 2023-12-25 12:30:32,492 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:58:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7399, loss: 0.7399 2023-12-25 12:30:58,410 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:57:57, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7311, loss: 0.7311 2023-12-25 12:31:24,084 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:57:31, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7445, loss: 0.7445 2023-12-25 12:31:49,710 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:57:04, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7663, loss: 0.7663 2023-12-25 12:32:14,978 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:56:38, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7478, loss: 0.7478 2023-12-25 12:32:40,133 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:56:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7307, loss: 0.7307 2023-12-25 12:33:05,315 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:55:45, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7303, loss: 0.7303 2023-12-25 12:33:30,985 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:55:19, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7362, loss: 0.7362 2023-12-25 12:33:56,689 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:54:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7464, loss: 0.7464 2023-12-25 12:34:22,467 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:54:26, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7409, loss: 0.7409 2023-12-25 12:34:47,825 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:54:00, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7352, loss: 0.7352 2023-12-25 12:35:13,345 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:53:34, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7481, loss: 0.7481 2023-12-25 12:35:38,800 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:53:07, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7379, loss: 0.7379 2023-12-25 12:36:04,139 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:52:41, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-25 12:36:29,943 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:52:15, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7360, loss: 0.7360 2023-12-25 12:36:55,560 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:51:48, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7400, loss: 0.7400 2023-12-25 12:37:20,899 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:51:22, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7297, loss: 0.7297 2023-12-25 12:37:46,347 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:50:56, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7314, loss: 0.7314 2023-12-25 12:38:11,762 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:50:29, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7427, loss: 0.7427 2023-12-25 12:38:37,311 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:50:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7424, loss: 0.7424 2023-12-25 12:39:02,874 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:49:37, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7413, loss: 0.7413 2023-12-25 12:39:28,595 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:49:10, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7349, loss: 0.7349 2023-12-25 12:39:54,438 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:48:44, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7265, loss: 0.7265 2023-12-25 12:40:20,074 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:48:18, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7439, loss: 0.7439 2023-12-25 12:40:45,613 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:47:51, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7313, loss: 0.7313 2023-12-25 12:41:11,508 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:47:25, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7341, loss: 0.7341 2023-12-25 12:41:37,014 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:46:59, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7399, loss: 0.7399 2023-12-25 12:42:02,519 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:46:33, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7451, loss: 0.7451 2023-12-25 12:42:28,044 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:46:06, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7542, loss: 0.7542 2023-12-25 12:42:53,786 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:45:40, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7401, loss: 0.7401 2023-12-25 12:43:19,363 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:45:14, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7384, loss: 0.7384 2023-12-25 12:43:44,785 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:44:47, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7361, loss: 0.7361 2023-12-25 12:43:46,778 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-25 12:48:12,585 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:48:13,191 - pyskl - INFO - top1_acc 0.8520 top5_acc 0.9683 2023-12-25 12:48:13,217 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8520, top5_acc: 0.9683 2023-12-25 12:49:06,811 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:44:20, time: 0.536, data_time: 0.282, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-25 12:49:32,497 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:43:54, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7308, loss: 0.7308 2023-12-25 12:49:58,075 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:43:28, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7355, loss: 0.7355 2023-12-25 12:50:23,898 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:43:01, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7367, loss: 0.7367 2023-12-25 12:50:49,423 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:42:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7377, loss: 0.7377 2023-12-25 12:51:14,860 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:42:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7452, loss: 0.7452 2023-12-25 12:51:40,342 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:41:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7372, loss: 0.7372 2023-12-25 12:52:05,570 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:41:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-25 12:52:31,107 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:40:50, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7416, loss: 0.7416 2023-12-25 12:52:56,831 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:40:23, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7477, loss: 0.7477 2023-12-25 12:53:22,620 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:39:57, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7399, loss: 0.7399 2023-12-25 12:53:48,171 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:39:31, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7455, loss: 0.7455 2023-12-25 12:54:13,663 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:39:04, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7319, loss: 0.7319 2023-12-25 12:54:38,834 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:38:38, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7461, loss: 0.7461 2023-12-25 12:55:04,079 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:38:12, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7400, loss: 0.7400 2023-12-25 12:55:29,598 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:37:45, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7255, loss: 0.7255 2023-12-25 12:55:54,780 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:37:19, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7333, loss: 0.7333 2023-12-25 12:56:20,203 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:36:53, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7398, loss: 0.7398 2023-12-25 12:56:45,406 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:36:26, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7326, loss: 0.7326 2023-12-25 12:57:10,564 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:36:00, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7378, loss: 0.7378 2023-12-25 12:57:35,960 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:35:34, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7348, loss: 0.7348 2023-12-25 12:58:01,580 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:35:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7427, loss: 0.7427 2023-12-25 12:58:26,994 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:34:41, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-25 12:58:52,415 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:34:15, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7474, loss: 0.7474 2023-12-25 12:59:18,020 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:33:49, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7380, loss: 0.7380 2023-12-25 12:59:43,487 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:33:22, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7413, loss: 0.7413 2023-12-25 13:00:09,018 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:32:56, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7384, loss: 0.7384 2023-12-25 13:00:34,644 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:32:30, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7461, loss: 0.7461 2023-12-25 13:01:00,096 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:32:03, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7436, loss: 0.7436 2023-12-25 13:01:25,646 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:31:37, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7342, loss: 0.7342 2023-12-25 13:01:50,985 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:31:11, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7383, loss: 0.7383 2023-12-25 13:02:16,659 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:30:44, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7341, loss: 0.7341 2023-12-25 13:02:41,921 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:30:18, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7429, loss: 0.7429 2023-12-25 13:03:07,113 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:29:52, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7309, loss: 0.7309 2023-12-25 13:03:09,076 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-25 13:07:34,020 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:07:34,633 - pyskl - INFO - top1_acc 0.8550 top5_acc 0.9693 2023-12-25 13:07:34,660 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8550, top5_acc: 0.9693 2023-12-25 13:08:27,784 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:29:24, time: 0.531, data_time: 0.277, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7507, loss: 0.7507 2023-12-25 13:08:53,137 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:28:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7370, loss: 0.7370 2023-12-25 13:09:18,753 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:28:32, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-25 13:09:44,308 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:28:06, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7368, loss: 0.7368 2023-12-25 13:10:09,830 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:27:39, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-25 13:10:35,557 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:27:13, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.7439, loss: 0.7439 2023-12-25 13:11:01,033 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:26:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7501, loss: 0.7501 2023-12-25 13:11:26,650 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:26:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7404, loss: 0.7404 2023-12-25 13:11:52,463 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:25:54, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7409, loss: 0.7409 2023-12-25 13:12:18,516 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:25:28, time: 0.261, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-25 13:12:44,059 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:25:01, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7505, loss: 0.7505 2023-12-25 13:13:09,584 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:24:35, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7365, loss: 0.7365 2023-12-25 13:13:34,986 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:24:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7409, loss: 0.7409 2023-12-25 13:14:00,443 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:23:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7377, loss: 0.7377 2023-12-25 13:14:25,688 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:23:16, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7379, loss: 0.7379 2023-12-25 13:14:51,139 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:22:50, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7482, loss: 0.7482 2023-12-25 13:15:16,543 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:22:24, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7420, loss: 0.7420 2023-12-25 13:15:41,937 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:21:57, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7396, loss: 0.7396 2023-12-25 13:16:07,042 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:21:31, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7280, loss: 0.7280 2023-12-25 13:16:32,151 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:21:05, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7563, loss: 0.7563 2023-12-25 13:16:57,229 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:20:38, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.7537, loss: 0.7537 2023-12-25 13:17:22,575 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:20:12, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7362, loss: 0.7362 2023-12-25 13:17:47,678 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:19:46, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7368, loss: 0.7368 2023-12-25 13:18:13,144 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:19:19, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7469, loss: 0.7469 2023-12-25 13:18:38,962 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:18:53, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7338, loss: 0.7338 2023-12-25 13:19:04,699 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:18:27, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7374, loss: 0.7374 2023-12-25 13:19:30,328 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:18:00, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7391, loss: 0.7391 2023-12-25 13:19:56,159 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:17:34, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-25 13:20:21,795 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:17:08, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7452, loss: 0.7452 2023-12-25 13:20:47,256 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:16:42, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.7437, loss: 0.7437 2023-12-25 13:21:12,728 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:16:15, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7408, loss: 0.7408 2023-12-25 13:21:38,199 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:15:49, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7388, loss: 0.7388 2023-12-25 13:22:03,683 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:15:23, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7362, loss: 0.7362 2023-12-25 13:22:29,277 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:14:56, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7353, loss: 0.7353 2023-12-25 13:22:31,294 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-25 13:26:56,094 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:26:56,704 - pyskl - INFO - top1_acc 0.8559 top5_acc 0.9692 2023-12-25 13:26:56,731 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8559, top5_acc: 0.9692 2023-12-25 13:27:50,002 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:14:29, time: 0.533, data_time: 0.277, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7477, loss: 0.7477 2023-12-25 13:28:15,578 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:14:03, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7260, loss: 0.7260 2023-12-25 13:28:41,061 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:13:36, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7440, loss: 0.7440 2023-12-25 13:29:06,463 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:13:10, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7313, loss: 0.7313 2023-12-25 13:29:31,635 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:12:44, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7339, loss: 0.7339 2023-12-25 13:29:56,786 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:12:17, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7418, loss: 0.7418 2023-12-25 13:30:21,927 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:51, time: 0.251, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7333, loss: 0.7333 2023-12-25 13:30:47,422 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:11:25, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7520, loss: 0.7520 2023-12-25 13:31:12,841 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:10:58, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7497, loss: 0.7497 2023-12-25 13:31:38,367 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:10:32, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7425, loss: 0.7425 2023-12-25 13:32:04,204 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:10:06, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7351, loss: 0.7351 2023-12-25 13:32:29,925 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:39, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7456, loss: 0.7456 2023-12-25 13:32:55,301 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:09:13, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7460, loss: 0.7460 2023-12-25 13:33:20,842 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:47, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7317, loss: 0.7317 2023-12-25 13:33:46,317 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:08:21, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7392, loss: 0.7392 2023-12-25 13:34:11,767 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:54, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7352, loss: 0.7352 2023-12-25 13:34:37,117 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:07:28, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7421, loss: 0.7421 2023-12-25 13:35:02,502 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:07:02, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7306, loss: 0.7306 2023-12-25 13:35:27,925 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:06:35, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7333, loss: 0.7333 2023-12-25 13:35:53,310 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:06:09, time: 0.254, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7319, loss: 0.7319 2023-12-25 13:36:18,556 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:43, time: 0.252, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7444, loss: 0.7444 2023-12-25 13:36:44,032 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:05:16, time: 0.255, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7332, loss: 0.7332 2023-12-25 13:37:09,675 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:50, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7410, loss: 0.7410 2023-12-25 13:37:35,348 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:24, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7371, loss: 0.7371 2023-12-25 13:38:01,152 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:58, time: 0.258, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7389, loss: 0.7389 2023-12-25 13:38:26,732 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:31, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7431, loss: 0.7431 2023-12-25 13:38:52,973 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:03:05, time: 0.262, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7387, loss: 0.7387 2023-12-25 13:39:19,009 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:39, time: 0.260, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7310, loss: 0.7310 2023-12-25 13:39:44,890 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:12, time: 0.259, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7449, loss: 0.7449 2023-12-25 13:40:10,493 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:46, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7279, loss: 0.7279 2023-12-25 13:40:36,057 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:20, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.7438, loss: 0.7438 2023-12-25 13:41:01,715 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:53, time: 0.257, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7377, loss: 0.7377 2023-12-25 13:41:27,351 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:27, time: 0.256, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.7373, loss: 0.7373 2023-12-25 13:41:52,629 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.253, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.7399, loss: 0.7399 2023-12-25 13:41:54,556 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-25 13:46:19,712 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:46:20,326 - pyskl - INFO - top1_acc 0.8572 top5_acc 0.9694 2023-12-25 13:46:20,331 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_144.pth was removed 2023-12-25 13:46:20,547 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. 2023-12-25 13:46:20,548 - pyskl - INFO - Best top1_acc is 0.8572 at 150 epoch. 2023-12-25 13:46:20,575 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8572, top5_acc: 0.9694 2023-12-25 13:46:35,230 - pyskl - INFO - 59477 videos remain after valid thresholding 2023-12-25 14:27:42,213 - pyskl - INFO - Testing results of the last checkpoint 2023-12-25 14:27:42,214 - pyskl - INFO - top1_acc: 0.8603 2023-12-25 14:27:42,214 - pyskl - INFO - top5_acc: 0.9719 2023-12-25 14:27:42,214 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/jm/best_top1_acc_epoch_150.pth 2023-12-25 15:08:49,188 - pyskl - INFO - Testing results of the best checkpoint 2023-12-25 15:08:49,189 - pyskl - INFO - top1_acc: 0.8603 2023-12-25 15:08:49,189 - pyskl - INFO - top5_acc: 0.9719