2023-12-25 15:39:37,005 - 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+ ------------------------------------------------------------ 2023-12-25 15:39:37,775 - pyskl - INFO - Config: modality = 'b' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xset/b_1' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_1', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_3', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/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='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file= '/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='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='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=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='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=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='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) 2023-12-25 15:39:37,775 - pyskl - INFO - Set random seed to 2105329605, deterministic: False 2023-12-25 15:39:49,802 - pyskl - INFO - 54468 videos remain after valid thresholding 2023-12-25 15:40:07,715 - pyskl - INFO - 59477 videos remain after valid thresholding 2023-12-25 15:40:07,744 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1 2023-12-25 15:40:07,744 - 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 -------------------- 2023-12-25 15:40:07,745 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-25 15:40:07,745 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1 by HardDiskBackend. 2023-12-25 15:41:04,291 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 8:12:01, time: 0.565, data_time: 0.296, memory: 5236, top1_acc: 0.0156, top5_acc: 0.0644, loss_cls: 7.8209, loss: 7.8209 2023-12-25 15:41:29,876 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 10:14:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.0256, top5_acc: 0.0969, loss_cls: 7.4818, loss: 7.4818 2023-12-25 15:41:55,442 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 2 days, 2:53:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.0262, top5_acc: 0.1363, loss_cls: 7.3120, loss: 7.3120 2023-12-25 15:42:21,179 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 23:17:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.0281, top5_acc: 0.1581, loss_cls: 7.2963, loss: 7.2963 2023-12-25 15:42:46,513 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 21:00:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0419, top5_acc: 0.1825, loss_cls: 7.3089, loss: 7.3089 2023-12-25 15:43:12,409 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 19:36:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.0531, top5_acc: 0.2062, loss_cls: 7.6088, loss: 7.6088 2023-12-25 15:43:38,202 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 18:35:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.0631, top5_acc: 0.2350, loss_cls: 7.7025, loss: 7.7025 2023-12-25 15:44:03,734 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 17:47:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.0581, top5_acc: 0.2587, loss_cls: 7.6715, loss: 7.6715 2023-12-25 15:44:29,121 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 17:07:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.0756, top5_acc: 0.2781, loss_cls: 6.8100, loss: 6.8100 2023-12-25 15:44:54,477 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 16:35:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.0844, top5_acc: 0.3006, loss_cls: 6.8191, loss: 6.8191 2023-12-25 15:45:20,000 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 16:11:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.0762, top5_acc: 0.3031, loss_cls: 6.7610, loss: 6.7610 2023-12-25 15:45:45,539 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 15:50:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.1050, top5_acc: 0.3550, loss_cls: 7.0777, loss: 7.0777 2023-12-25 15:46:11,055 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 15:32:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.1100, top5_acc: 0.3656, loss_cls: 8.1588, loss: 8.1588 2023-12-25 15:46:36,435 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 15:16:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1037, top5_acc: 0.3631, loss_cls: 7.8361, loss: 7.8361 2023-12-25 15:47:02,160 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 15:04:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.1131, top5_acc: 0.3956, loss_cls: 7.3634, loss: 7.3634 2023-12-25 15:47:27,604 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 14:52:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1288, top5_acc: 0.4306, loss_cls: 7.0770, loss: 7.0770 2023-12-25 15:47:52,997 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 14:41:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1300, top5_acc: 0.4406, loss_cls: 6.7245, loss: 6.7245 2023-12-25 15:48:18,499 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 14:32:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.1294, top5_acc: 0.4263, loss_cls: 6.6320, loss: 6.6320 2023-12-25 15:48:43,848 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 14:23:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1487, top5_acc: 0.4750, loss_cls: 6.3753, loss: 6.3753 2023-12-25 15:49:09,146 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 14:15:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1787, top5_acc: 0.4875, loss_cls: 6.1686, loss: 6.1686 2023-12-25 15:49:34,812 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 14:09:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.1737, top5_acc: 0.4925, loss_cls: 6.1279, loss: 6.1279 2023-12-25 15:50:00,352 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 14:03:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2044, top5_acc: 0.5325, loss_cls: 5.9437, loss: 5.9437 2023-12-25 15:50:25,736 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 13:56:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1956, top5_acc: 0.5288, loss_cls: 5.9990, loss: 5.9990 2023-12-25 15:50:51,138 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 13:51:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1906, top5_acc: 0.5238, loss_cls: 5.9615, loss: 5.9615 2023-12-25 15:51:16,581 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 13:46:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2094, top5_acc: 0.5431, loss_cls: 5.8546, loss: 5.8546 2023-12-25 15:51:41,989 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 13:41:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2013, top5_acc: 0.5387, loss_cls: 5.8148, loss: 5.8148 2023-12-25 15:52:07,307 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 13:36:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2031, top5_acc: 0.5944, loss_cls: 5.6997, loss: 5.6997 2023-12-25 15:52:33,164 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 13:33:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.2269, top5_acc: 0.5850, loss_cls: 5.6673, loss: 5.6673 2023-12-25 15:52:58,636 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 13:29:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2406, top5_acc: 0.5719, loss_cls: 5.6472, loss: 5.6472 2023-12-25 15:53:24,092 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 13:26:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2281, top5_acc: 0.5744, loss_cls: 5.6746, loss: 5.6746 2023-12-25 15:53:49,644 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 13:23:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2587, top5_acc: 0.6069, loss_cls: 5.5755, loss: 5.5755 2023-12-25 15:54:15,139 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 13:19:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2762, top5_acc: 0.6369, loss_cls: 5.4923, loss: 5.4923 2023-12-25 15:54:41,088 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 13:18:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.2656, top5_acc: 0.6338, loss_cls: 5.5151, loss: 5.5151 2023-12-25 15:55:06,925 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 13:16:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.2587, top5_acc: 0.6456, loss_cls: 5.4834, loss: 5.4834 2023-12-25 15:55:08,956 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-25 15:59:35,653 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:59:36,316 - pyskl - INFO - top1_acc 0.2790 top5_acc 0.6569 2023-12-25 15:59:36,556 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-25 15:59:36,558 - pyskl - INFO - Best top1_acc is 0.2790 at 1 epoch. 2023-12-25 15:59:36,583 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2790, top5_acc: 0.6569 2023-12-25 16:00:30,558 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 14:18:54, time: 0.540, data_time: 0.284, memory: 5236, top1_acc: 0.2625, top5_acc: 0.6388, loss_cls: 5.4989, loss: 5.4989 2023-12-25 16:00:56,054 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 14:14:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2969, top5_acc: 0.6644, loss_cls: 5.3808, loss: 5.3808 2023-12-25 16:01:21,554 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 14:10:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2831, top5_acc: 0.6700, loss_cls: 5.3445, loss: 5.3445 2023-12-25 16:01:47,138 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 14:06:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.3038, top5_acc: 0.6737, loss_cls: 5.3308, loss: 5.3308 2023-12-25 16:02:12,652 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 14:02:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.3281, top5_acc: 0.6881, loss_cls: 5.2472, loss: 5.2472 2023-12-25 16:02:38,096 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 13:58:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3237, top5_acc: 0.6925, loss_cls: 5.2731, loss: 5.2731 2023-12-25 16:03:03,377 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 13:54:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3156, top5_acc: 0.6894, loss_cls: 5.2592, loss: 5.2592 2023-12-25 16:03:28,500 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 13:50:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3113, top5_acc: 0.6894, loss_cls: 5.2783, loss: 5.2783 2023-12-25 16:03:53,578 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 13:46:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3275, top5_acc: 0.7025, loss_cls: 5.2494, loss: 5.2494 2023-12-25 16:04:18,743 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 13:43:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3375, top5_acc: 0.7219, loss_cls: 5.1718, loss: 5.1718 2023-12-25 16:04:43,908 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 13:39:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3569, top5_acc: 0.7275, loss_cls: 5.1303, loss: 5.1303 2023-12-25 16:05:09,178 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 13:36:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3725, top5_acc: 0.7575, loss_cls: 5.0496, loss: 5.0496 2023-12-25 16:05:34,500 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 13:33:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3600, top5_acc: 0.7362, loss_cls: 5.0733, loss: 5.0733 2023-12-25 16:05:59,791 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 13:30:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3675, top5_acc: 0.7450, loss_cls: 5.0978, loss: 5.0978 2023-12-25 16:06:24,830 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 13:27:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4006, top5_acc: 0.7725, loss_cls: 4.9717, loss: 4.9717 2023-12-25 16:06:49,882 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 13:23:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3981, top5_acc: 0.7606, loss_cls: 5.0043, loss: 5.0043 2023-12-25 16:07:15,125 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 13:21:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3887, top5_acc: 0.7606, loss_cls: 4.9814, loss: 4.9814 2023-12-25 16:07:40,443 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 13:18:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4019, top5_acc: 0.7762, loss_cls: 4.9321, loss: 4.9321 2023-12-25 16:08:05,697 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 13:16:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3869, top5_acc: 0.7500, loss_cls: 5.0280, loss: 5.0280 2023-12-25 16:08:30,902 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 13:13:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4144, top5_acc: 0.7562, loss_cls: 4.9363, loss: 4.9363 2023-12-25 16:08:56,177 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 13:11:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4163, top5_acc: 0.7800, loss_cls: 4.8979, loss: 4.8979 2023-12-25 16:09:21,606 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 13:09:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4056, top5_acc: 0.7525, loss_cls: 4.9596, loss: 4.9596 2023-12-25 16:09:46,721 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 13:06:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4188, top5_acc: 0.7844, loss_cls: 4.8750, loss: 4.8750 2023-12-25 16:10:11,921 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 13:04:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3812, top5_acc: 0.7700, loss_cls: 4.9498, loss: 4.9498 2023-12-25 16:10:37,004 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 13:02:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4206, top5_acc: 0.7731, loss_cls: 4.8765, loss: 4.8765 2023-12-25 16:11:02,125 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 12:59:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4244, top5_acc: 0.7894, loss_cls: 4.8441, loss: 4.8441 2023-12-25 16:11:27,260 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 12:57:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4263, top5_acc: 0.7856, loss_cls: 4.8445, loss: 4.8445 2023-12-25 16:11:52,673 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 12:56:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4412, top5_acc: 0.7913, loss_cls: 4.8267, loss: 4.8267 2023-12-25 16:12:18,077 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 12:54:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4500, top5_acc: 0.7950, loss_cls: 4.7826, loss: 4.7826 2023-12-25 16:12:43,182 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 12:52:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4338, top5_acc: 0.8144, loss_cls: 4.8000, loss: 4.8000 2023-12-25 16:13:08,811 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 12:50:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4344, top5_acc: 0.7994, loss_cls: 4.8214, loss: 4.8214 2023-12-25 16:13:33,899 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 12:48:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4625, top5_acc: 0.8119, loss_cls: 4.7524, loss: 4.7524 2023-12-25 16:13:59,466 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 12:47:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4694, top5_acc: 0.8094, loss_cls: 4.6570, loss: 4.6570 2023-12-25 16:14:25,019 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 12:46:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4650, top5_acc: 0.8206, loss_cls: 4.7051, loss: 4.7051 2023-12-25 16:14:27,106 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-25 16:18:54,486 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:18:55,106 - pyskl - INFO - top1_acc 0.4361 top5_acc 0.8000 2023-12-25 16:18:55,111 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_1.pth was removed 2023-12-25 16:18:55,355 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-25 16:18:55,356 - pyskl - INFO - Best top1_acc is 0.4361 at 2 epoch. 2023-12-25 16:18:55,388 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4361, top5_acc: 0.8000 2023-12-25 16:19:48,984 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 13:17:25, time: 0.536, data_time: 0.278, memory: 5236, top1_acc: 0.4675, top5_acc: 0.8175, loss_cls: 4.7151, loss: 4.7151 2023-12-25 16:20:14,120 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 13:15:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4637, top5_acc: 0.8019, loss_cls: 4.7100, loss: 4.7100 2023-12-25 16:20:39,464 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 13:13:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5025, top5_acc: 0.8200, loss_cls: 4.6187, loss: 4.6187 2023-12-25 16:21:04,728 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 13:11:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4956, top5_acc: 0.8175, loss_cls: 4.6341, loss: 4.6341 2023-12-25 16:21:29,985 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 13:09:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4775, top5_acc: 0.8219, loss_cls: 4.6278, loss: 4.6278 2023-12-25 16:21:55,129 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 13:07:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4875, top5_acc: 0.8306, loss_cls: 4.6377, loss: 4.6377 2023-12-25 16:22:20,518 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 13:05:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4863, top5_acc: 0.8275, loss_cls: 4.6060, loss: 4.6060 2023-12-25 16:22:46,180 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 13:04:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.4756, top5_acc: 0.8237, loss_cls: 4.6128, loss: 4.6128 2023-12-25 16:23:11,170 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 13:01:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4769, top5_acc: 0.8231, loss_cls: 4.6725, loss: 4.6725 2023-12-25 16:23:36,140 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 12:59:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4450, top5_acc: 0.8131, loss_cls: 4.7072, loss: 4.7072 2023-12-25 16:24:01,101 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 12:57:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4781, top5_acc: 0.8350, loss_cls: 4.6269, loss: 4.6269 2023-12-25 16:24:27,212 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 12:56:59, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.4825, top5_acc: 0.8350, loss_cls: 4.6213, loss: 4.6213 2023-12-25 16:24:52,517 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 12:55:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4888, top5_acc: 0.8319, loss_cls: 4.6076, loss: 4.6076 2023-12-25 16:25:17,562 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 12:53:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5131, top5_acc: 0.8394, loss_cls: 4.5444, loss: 4.5444 2023-12-25 16:25:42,637 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 12:51:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4963, top5_acc: 0.8394, loss_cls: 4.5635, loss: 4.5635 2023-12-25 16:26:07,705 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 12:49:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5150, top5_acc: 0.8519, loss_cls: 4.5053, loss: 4.5053 2023-12-25 16:26:32,807 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 12:48:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5006, top5_acc: 0.8450, loss_cls: 4.5156, loss: 4.5156 2023-12-25 16:26:57,998 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 12:46:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5344, top5_acc: 0.8569, loss_cls: 4.4677, loss: 4.4677 2023-12-25 16:27:23,286 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 12:45:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5162, top5_acc: 0.8387, loss_cls: 4.5538, loss: 4.5538 2023-12-25 16:27:48,528 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 12:43:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5169, top5_acc: 0.8500, loss_cls: 4.5072, loss: 4.5072 2023-12-25 16:28:13,788 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 12:42:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8581, loss_cls: 4.4609, loss: 4.4609 2023-12-25 16:28:38,937 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 12:40:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5131, top5_acc: 0.8381, loss_cls: 4.5296, loss: 4.5296 2023-12-25 16:29:04,072 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 12:39:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5056, top5_acc: 0.8319, loss_cls: 4.5658, loss: 4.5658 2023-12-25 16:29:29,224 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 12:37:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5181, top5_acc: 0.8294, loss_cls: 4.5309, loss: 4.5309 2023-12-25 16:29:54,643 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 12:36:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5088, top5_acc: 0.8337, loss_cls: 4.5420, loss: 4.5420 2023-12-25 16:30:19,770 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 12:34:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5225, top5_acc: 0.8444, loss_cls: 4.4888, loss: 4.4888 2023-12-25 16:30:44,898 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 12:33:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5262, top5_acc: 0.8556, loss_cls: 4.4645, loss: 4.4645 2023-12-25 16:31:10,039 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 12:32:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5162, top5_acc: 0.8406, loss_cls: 4.4912, loss: 4.4912 2023-12-25 16:31:35,325 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 12:30:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5175, top5_acc: 0.8488, loss_cls: 4.4960, loss: 4.4960 2023-12-25 16:32:00,578 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 12:29:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5469, top5_acc: 0.8594, loss_cls: 4.4403, loss: 4.4403 2023-12-25 16:32:25,721 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 12:28:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5262, top5_acc: 0.8488, loss_cls: 4.4544, loss: 4.4544 2023-12-25 16:32:50,865 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 12:26:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5544, top5_acc: 0.8712, loss_cls: 4.4053, loss: 4.4053 2023-12-25 16:33:16,248 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 12:25:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8681, loss_cls: 4.3822, loss: 4.3822 2023-12-25 16:33:41,628 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 12:24:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5381, top5_acc: 0.8656, loss_cls: 4.3977, loss: 4.3977 2023-12-25 16:33:43,607 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-25 16:38:09,826 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:38:10,459 - pyskl - INFO - top1_acc 0.4671 top5_acc 0.8223 2023-12-25 16:38:10,466 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_2.pth was removed 2023-12-25 16:38:10,790 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-25 16:38:10,792 - pyskl - INFO - Best top1_acc is 0.4671 at 3 epoch. 2023-12-25 16:38:10,818 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.4671, top5_acc: 0.8223 2023-12-25 16:39:05,059 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 12:45:48, time: 0.542, data_time: 0.286, memory: 5236, top1_acc: 0.5481, top5_acc: 0.8694, loss_cls: 4.4164, loss: 4.4164 2023-12-25 16:39:30,359 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 12:44:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5675, top5_acc: 0.8875, loss_cls: 4.2750, loss: 4.2750 2023-12-25 16:39:55,742 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 12:43:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5456, top5_acc: 0.8638, loss_cls: 4.3820, loss: 4.3820 2023-12-25 16:40:21,344 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 12:42:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5325, top5_acc: 0.8500, loss_cls: 4.3911, loss: 4.3911 2023-12-25 16:40:46,399 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 12:40:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5681, top5_acc: 0.8694, loss_cls: 4.3651, loss: 4.3651 2023-12-25 16:41:11,493 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 12:39:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5481, top5_acc: 0.8738, loss_cls: 4.3535, loss: 4.3535 2023-12-25 16:41:36,719 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 12:37:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5531, top5_acc: 0.8600, loss_cls: 4.3993, loss: 4.3993 2023-12-25 16:42:01,839 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 12:36:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8962, loss_cls: 4.2254, loss: 4.2254 2023-12-25 16:42:26,916 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 12:35:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5775, top5_acc: 0.8794, loss_cls: 4.3041, loss: 4.3041 2023-12-25 16:42:52,235 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 12:33:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5575, top5_acc: 0.8800, loss_cls: 4.3148, loss: 4.3148 2023-12-25 16:43:17,371 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 12:32:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5950, top5_acc: 0.8869, loss_cls: 4.2521, loss: 4.2521 2023-12-25 16:43:42,724 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 12:31:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5875, top5_acc: 0.8838, loss_cls: 4.2551, loss: 4.2551 2023-12-25 16:44:07,913 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 12:30:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5731, top5_acc: 0.8775, loss_cls: 4.3228, loss: 4.3228 2023-12-25 16:44:33,198 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 12:28:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5637, top5_acc: 0.8769, loss_cls: 4.3412, loss: 4.3412 2023-12-25 16:44:58,408 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 12:27:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8888, loss_cls: 4.2630, loss: 4.2630 2023-12-25 16:45:23,494 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 12:26:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5913, top5_acc: 0.8825, loss_cls: 4.2602, loss: 4.2602 2023-12-25 16:45:48,917 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 12:25:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5875, top5_acc: 0.8919, loss_cls: 4.2155, loss: 4.2155 2023-12-25 16:46:14,159 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 12:24:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8819, loss_cls: 4.2339, loss: 4.2339 2023-12-25 16:46:39,626 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 12:23:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8756, loss_cls: 4.2923, loss: 4.2923 2023-12-25 16:47:05,456 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 12:22:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5875, top5_acc: 0.8694, loss_cls: 4.2725, loss: 4.2725 2023-12-25 16:47:31,247 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 12:21:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5750, top5_acc: 0.8750, loss_cls: 4.3244, loss: 4.3244 2023-12-25 16:47:56,375 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 12:20:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8869, loss_cls: 4.2383, loss: 4.2383 2023-12-25 16:48:21,730 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 12:19:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8825, loss_cls: 4.2522, loss: 4.2522 2023-12-25 16:48:47,030 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 12:18:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5800, top5_acc: 0.8906, loss_cls: 4.2691, loss: 4.2691 2023-12-25 16:49:12,237 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 12:17:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5962, top5_acc: 0.8944, loss_cls: 4.2149, loss: 4.2149 2023-12-25 16:49:37,487 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 12:16:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5831, top5_acc: 0.8844, loss_cls: 4.2568, loss: 4.2568 2023-12-25 16:50:02,724 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 12:15:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5750, top5_acc: 0.8831, loss_cls: 4.3144, loss: 4.3144 2023-12-25 16:50:27,935 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 12:14:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5931, top5_acc: 0.8931, loss_cls: 4.2241, loss: 4.2241 2023-12-25 16:50:53,067 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 12:12:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5894, top5_acc: 0.9056, loss_cls: 4.2106, loss: 4.2106 2023-12-25 16:51:18,206 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 12:11:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5962, top5_acc: 0.8938, loss_cls: 4.2246, loss: 4.2246 2023-12-25 16:51:44,235 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 12:11:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5825, top5_acc: 0.8794, loss_cls: 4.2826, loss: 4.2826 2023-12-25 16:52:10,496 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 12:10:52, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.5756, top5_acc: 0.8812, loss_cls: 4.2643, loss: 4.2643 2023-12-25 16:52:35,881 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 12:09:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5813, top5_acc: 0.8881, loss_cls: 4.2579, loss: 4.2579 2023-12-25 16:53:04,568 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 12:11:01, time: 0.287, data_time: 0.000, memory: 5236, top1_acc: 0.6050, top5_acc: 0.8962, loss_cls: 4.2032, loss: 4.2032 2023-12-25 16:53:06,671 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-25 16:57:33,795 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:57:34,443 - pyskl - INFO - top1_acc 0.5326 top5_acc 0.8515 2023-12-25 16:57:34,448 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_3.pth was removed 2023-12-25 16:57:34,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-25 16:57:34,767 - pyskl - INFO - Best top1_acc is 0.5326 at 4 epoch. 2023-12-25 16:57:34,804 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5326, top5_acc: 0.8515 2023-12-25 16:58:28,010 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 12:26:04, time: 0.532, data_time: 0.282, memory: 5236, top1_acc: 0.6069, top5_acc: 0.8875, loss_cls: 4.1857, loss: 4.1857 2023-12-25 16:58:53,590 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 12:25:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.9081, loss_cls: 4.1133, loss: 4.1133 2023-12-25 16:59:19,308 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 12:24:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.9050, loss_cls: 4.1342, loss: 4.1342 2023-12-25 16:59:44,747 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 12:23:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.9056, loss_cls: 4.1313, loss: 4.1313 2023-12-25 17:00:09,898 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 12:22:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8850, loss_cls: 4.2443, loss: 4.2443 2023-12-25 17:00:35,025 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 12:21:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9081, loss_cls: 4.1334, loss: 4.1334 2023-12-25 17:01:00,040 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 12:19:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6206, top5_acc: 0.9044, loss_cls: 4.1124, loss: 4.1124 2023-12-25 17:01:25,087 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 12:18:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.8888, loss_cls: 4.1991, loss: 4.1991 2023-12-25 17:01:50,198 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 12:17:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8919, loss_cls: 4.2098, loss: 4.2098 2023-12-25 17:02:15,222 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 12:16:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5837, top5_acc: 0.8731, loss_cls: 4.2912, loss: 4.2912 2023-12-25 17:02:40,253 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 12:15:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8944, loss_cls: 4.2399, loss: 4.2399 2023-12-25 17:03:05,246 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 12:13:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6131, top5_acc: 0.9012, loss_cls: 4.1460, loss: 4.1460 2023-12-25 17:03:30,253 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 12:12:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.9031, loss_cls: 4.1508, loss: 4.1508 2023-12-25 17:03:55,253 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 12:11:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.9125, loss_cls: 4.1612, loss: 4.1612 2023-12-25 17:04:20,272 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 12:10:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6162, top5_acc: 0.9000, loss_cls: 4.1360, loss: 4.1360 2023-12-25 17:04:45,269 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 12:09:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6269, top5_acc: 0.8931, loss_cls: 4.1436, loss: 4.1436 2023-12-25 17:05:10,632 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 12:08:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5794, top5_acc: 0.8869, loss_cls: 4.2336, loss: 4.2336 2023-12-25 17:05:35,887 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 12:07:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6238, top5_acc: 0.9081, loss_cls: 4.1105, loss: 4.1105 2023-12-25 17:06:01,201 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 12:06:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6094, top5_acc: 0.9081, loss_cls: 4.1352, loss: 4.1352 2023-12-25 17:06:26,431 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 12:05:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8869, loss_cls: 4.2435, loss: 4.2435 2023-12-25 17:06:51,448 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 12:04:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8981, loss_cls: 4.1640, loss: 4.1640 2023-12-25 17:07:16,436 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 12:03:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.9031, loss_cls: 4.1201, loss: 4.1201 2023-12-25 17:07:41,428 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 12:02:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6044, top5_acc: 0.9050, loss_cls: 4.1565, loss: 4.1565 2023-12-25 17:08:06,429 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 12:01:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9069, loss_cls: 4.1196, loss: 4.1196 2023-12-25 17:08:31,449 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 12:00:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9062, loss_cls: 4.0802, loss: 4.0802 2023-12-25 17:08:56,448 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 11:59:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.8994, loss_cls: 4.1090, loss: 4.1090 2023-12-25 17:09:21,457 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 11:58:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9119, loss_cls: 4.1218, loss: 4.1218 2023-12-25 17:09:46,476 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 11:57:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.9050, loss_cls: 4.1307, loss: 4.1307 2023-12-25 17:10:11,450 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 11:56:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6075, top5_acc: 0.8988, loss_cls: 4.1731, loss: 4.1731 2023-12-25 17:10:36,425 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 11:55:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.8969, loss_cls: 4.1081, loss: 4.1081 2023-12-25 17:11:01,553 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 11:54:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.8975, loss_cls: 4.1428, loss: 4.1428 2023-12-25 17:11:26,957 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 11:53:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9137, loss_cls: 4.0952, loss: 4.0952 2023-12-25 17:11:52,522 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 11:52:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8869, loss_cls: 4.1786, loss: 4.1786 2023-12-25 17:12:17,858 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 11:51:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8988, loss_cls: 4.1194, loss: 4.1194 2023-12-25 17:12:19,847 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-25 17:16:46,462 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:16:47,067 - pyskl - INFO - top1_acc 0.5719 top5_acc 0.8764 2023-12-25 17:16:47,072 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_4.pth was removed 2023-12-25 17:16:47,284 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-25 17:16:47,286 - pyskl - INFO - Best top1_acc is 0.5719 at 5 epoch. 2023-12-25 17:16:47,310 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5719, top5_acc: 0.8764 2023-12-25 17:17:40,900 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 12:03:48, time: 0.536, data_time: 0.285, memory: 5236, top1_acc: 0.6375, top5_acc: 0.9062, loss_cls: 4.0597, loss: 4.0597 2023-12-25 17:18:06,334 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 12:02:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.9012, loss_cls: 4.1280, loss: 4.1280 2023-12-25 17:18:31,825 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 12:02:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.9106, loss_cls: 4.1176, loss: 4.1176 2023-12-25 17:18:56,963 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 12:01:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9187, loss_cls: 4.0655, loss: 4.0655 2023-12-25 17:19:21,935 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 12:00:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9150, loss_cls: 4.0598, loss: 4.0598 2023-12-25 17:19:46,916 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 11:59:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8938, loss_cls: 4.1846, loss: 4.1846 2023-12-25 17:20:11,889 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 11:58:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.9006, loss_cls: 4.1395, loss: 4.1395 2023-12-25 17:20:36,872 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 11:56:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6331, top5_acc: 0.9119, loss_cls: 4.0561, loss: 4.0561 2023-12-25 17:21:01,875 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 11:55:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9012, loss_cls: 4.0855, loss: 4.0855 2023-12-25 17:21:26,831 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 11:54:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9206, loss_cls: 4.0765, loss: 4.0765 2023-12-25 17:21:51,783 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 11:53:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9119, loss_cls: 4.0914, loss: 4.0914 2023-12-25 17:22:17,611 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 11:53:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9181, loss_cls: 4.0506, loss: 4.0506 2023-12-25 17:22:44,125 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 11:53:00, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9125, loss_cls: 4.0546, loss: 4.0546 2023-12-25 17:23:10,628 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 11:52:41, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9194, loss_cls: 3.9872, loss: 3.9872 2023-12-25 17:23:37,148 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 11:52:22, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9094, loss_cls: 4.0276, loss: 4.0276 2023-12-25 17:24:03,681 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 11:52:03, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9175, loss_cls: 4.0130, loss: 4.0130 2023-12-25 17:24:30,200 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 11:51:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8988, loss_cls: 4.1193, loss: 4.1193 2023-12-25 17:24:56,711 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 11:51:25, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9075, loss_cls: 4.0638, loss: 4.0638 2023-12-25 17:25:23,216 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 11:51:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6300, top5_acc: 0.9012, loss_cls: 4.1112, loss: 4.1112 2023-12-25 17:25:49,273 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 11:50:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9106, loss_cls: 4.1027, loss: 4.1027 2023-12-25 17:26:14,792 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 11:49:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9200, loss_cls: 4.0150, loss: 4.0150 2023-12-25 17:26:39,971 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 11:48:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9213, loss_cls: 4.0123, loss: 4.0123 2023-12-25 17:27:05,175 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 11:48:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6331, top5_acc: 0.9087, loss_cls: 4.0728, loss: 4.0728 2023-12-25 17:27:30,245 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 11:47:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6238, top5_acc: 0.8975, loss_cls: 4.1469, loss: 4.1469 2023-12-25 17:27:55,668 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 11:46:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9119, loss_cls: 4.0614, loss: 4.0614 2023-12-25 17:28:20,988 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 11:45:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.9137, loss_cls: 4.1152, loss: 4.1152 2023-12-25 17:28:46,123 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 11:44:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9069, loss_cls: 4.0503, loss: 4.0503 2023-12-25 17:29:11,727 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 11:44:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9000, loss_cls: 4.1472, loss: 4.1472 2023-12-25 17:29:38,178 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 11:43:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9163, loss_cls: 4.0529, loss: 4.0529 2023-12-25 17:30:03,387 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 11:42:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9087, loss_cls: 4.0710, loss: 4.0710 2023-12-25 17:30:28,432 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 11:41:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.9244, loss_cls: 4.0646, loss: 4.0646 2023-12-25 17:30:53,678 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 11:41:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9094, loss_cls: 4.0756, loss: 4.0756 2023-12-25 17:31:19,121 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 11:40:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9144, loss_cls: 4.0434, loss: 4.0434 2023-12-25 17:31:44,713 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 11:39:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9094, loss_cls: 4.0653, loss: 4.0653 2023-12-25 17:31:46,668 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-25 17:36:11,794 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:36:12,399 - pyskl - INFO - top1_acc 0.6573 top5_acc 0.9158 2023-12-25 17:36:12,404 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_5.pth was removed 2023-12-25 17:36:12,617 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-25 17:36:12,619 - pyskl - INFO - Best top1_acc is 0.6573 at 6 epoch. 2023-12-25 17:36:12,644 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6573, top5_acc: 0.9158 2023-12-25 17:37:05,213 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 11:49:12, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9244, loss_cls: 4.0214, loss: 4.0214 2023-12-25 17:37:30,953 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 11:48:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9163, loss_cls: 4.0646, loss: 4.0646 2023-12-25 17:37:56,918 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 11:47:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9144, loss_cls: 4.0888, loss: 4.0888 2023-12-25 17:38:22,311 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 11:47:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9263, loss_cls: 4.0055, loss: 4.0055 2023-12-25 17:38:47,504 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 11:46:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9225, loss_cls: 4.0190, loss: 4.0190 2023-12-25 17:39:12,492 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 11:45:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9206, loss_cls: 4.0306, loss: 4.0306 2023-12-25 17:39:37,421 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 11:44:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9056, loss_cls: 4.0767, loss: 4.0767 2023-12-25 17:40:02,547 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 11:43:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9175, loss_cls: 4.0696, loss: 4.0696 2023-12-25 17:40:27,780 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 11:42:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9163, loss_cls: 3.9924, loss: 3.9924 2023-12-25 17:40:53,117 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 11:41:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9119, loss_cls: 4.0145, loss: 4.0145 2023-12-25 17:41:18,086 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 11:40:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9081, loss_cls: 4.1145, loss: 4.1145 2023-12-25 17:41:43,067 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 11:40:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9113, loss_cls: 4.0619, loss: 4.0619 2023-12-25 17:42:08,287 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 11:39:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9281, loss_cls: 3.9756, loss: 3.9756 2023-12-25 17:42:33,570 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 11:38:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9144, loss_cls: 4.0321, loss: 4.0321 2023-12-25 17:42:58,712 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 11:37:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9244, loss_cls: 3.9960, loss: 3.9960 2023-12-25 17:43:23,710 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 11:36:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9219, loss_cls: 3.9857, loss: 3.9857 2023-12-25 17:43:48,703 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 11:35:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9213, loss_cls: 3.9687, loss: 3.9687 2023-12-25 17:44:13,679 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 11:34:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9306, loss_cls: 3.9697, loss: 3.9697 2023-12-25 17:44:38,672 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 11:34:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9131, loss_cls: 4.0359, loss: 4.0359 2023-12-25 17:45:03,663 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 11:33:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9169, loss_cls: 4.0154, loss: 4.0154 2023-12-25 17:45:28,669 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 11:32:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9237, loss_cls: 4.0160, loss: 4.0160 2023-12-25 17:45:53,632 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 11:31:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9256, loss_cls: 3.9616, loss: 3.9616 2023-12-25 17:46:18,596 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 11:30:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9187, loss_cls: 4.0153, loss: 4.0153 2023-12-25 17:46:43,556 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 11:29:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9081, loss_cls: 4.0239, loss: 4.0239 2023-12-25 17:47:08,581 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 11:28:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9225, loss_cls: 3.9464, loss: 3.9464 2023-12-25 17:47:33,640 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 11:27:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9237, loss_cls: 3.9990, loss: 3.9990 2023-12-25 17:47:59,656 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 11:27:26, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9163, loss_cls: 4.0634, loss: 4.0634 2023-12-25 17:48:26,183 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 11:27:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9187, loss_cls: 4.0238, loss: 4.0238 2023-12-25 17:48:52,712 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 11:26:48, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9275, loss_cls: 3.9348, loss: 3.9348 2023-12-25 17:49:19,226 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 11:26:29, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9269, loss_cls: 4.0030, loss: 4.0030 2023-12-25 17:49:45,748 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 11:26:10, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9206, loss_cls: 3.9663, loss: 3.9663 2023-12-25 17:50:11,722 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 11:25:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9281, loss_cls: 3.9691, loss: 3.9691 2023-12-25 17:50:37,052 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 11:24:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9031, loss_cls: 4.0508, loss: 4.0508 2023-12-25 17:51:02,737 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 11:24:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9137, loss_cls: 4.0422, loss: 4.0422 2023-12-25 17:51:04,682 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-25 17:55:31,303 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:55:31,913 - pyskl - INFO - top1_acc 0.6370 top5_acc 0.9085 2023-12-25 17:55:31,939 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6370, top5_acc: 0.9085 2023-12-25 17:56:25,235 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 11:32:36, time: 0.533, data_time: 0.273, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9237, loss_cls: 4.0313, loss: 4.0313 2023-12-25 17:56:51,790 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 11:32:16, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9275, loss_cls: 3.8934, loss: 3.8934 2023-12-25 17:57:17,480 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 11:31:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9100, loss_cls: 4.0211, loss: 4.0211 2023-12-25 17:57:42,687 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 11:30:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9313, loss_cls: 3.9290, loss: 3.9290 2023-12-25 17:58:07,873 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 11:30:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9263, loss_cls: 3.9312, loss: 3.9312 2023-12-25 17:58:33,081 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 11:29:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9175, loss_cls: 3.9838, loss: 3.9838 2023-12-25 17:58:58,191 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 11:28:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9337, loss_cls: 3.8743, loss: 3.8743 2023-12-25 17:59:23,442 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 11:27:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9250, loss_cls: 3.9485, loss: 3.9485 2023-12-25 17:59:48,569 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 11:26:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9281, loss_cls: 3.9435, loss: 3.9435 2023-12-25 18:00:13,725 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 11:26:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9044, loss_cls: 4.0794, loss: 4.0794 2023-12-25 18:00:39,007 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 11:25:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9225, loss_cls: 3.9793, loss: 3.9793 2023-12-25 18:01:03,940 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 11:24:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9294, loss_cls: 3.9394, loss: 3.9394 2023-12-25 18:01:28,880 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 11:23:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9100, loss_cls: 4.0238, loss: 4.0238 2023-12-25 18:01:53,825 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 11:22:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9331, loss_cls: 3.9087, loss: 3.9087 2023-12-25 18:02:18,842 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 11:21:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9213, loss_cls: 3.9819, loss: 3.9819 2023-12-25 18:02:44,066 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 11:21:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9244, loss_cls: 4.0039, loss: 4.0039 2023-12-25 18:03:09,205 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 11:20:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9219, loss_cls: 4.0240, loss: 4.0240 2023-12-25 18:03:35,133 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 11:19:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9281, loss_cls: 3.9584, loss: 3.9584 2023-12-25 18:04:00,498 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 11:19:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9087, loss_cls: 3.9875, loss: 3.9875 2023-12-25 18:04:25,690 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 11:18:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 3.8937, loss: 3.8937 2023-12-25 18:04:51,030 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 11:17:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9244, loss_cls: 3.9655, loss: 3.9655 2023-12-25 18:05:16,070 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 11:16:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9219, loss_cls: 3.9614, loss: 3.9614 2023-12-25 18:05:41,046 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 11:16:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9206, loss_cls: 3.9239, loss: 3.9239 2023-12-25 18:06:06,196 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 11:15:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 3.9054, loss: 3.9054 2023-12-25 18:06:31,244 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 11:14:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9163, loss_cls: 4.0066, loss: 4.0066 2023-12-25 18:06:56,434 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 11:13:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9206, loss_cls: 3.9558, loss: 3.9558 2023-12-25 18:07:21,663 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 11:13:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9294, loss_cls: 3.9769, loss: 3.9769 2023-12-25 18:07:47,017 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 11:12:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9237, loss_cls: 3.9383, loss: 3.9383 2023-12-25 18:08:12,045 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 11:11:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9106, loss_cls: 4.0665, loss: 4.0665 2023-12-25 18:08:37,141 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 11:10:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9144, loss_cls: 4.0322, loss: 4.0322 2023-12-25 18:09:02,216 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 11:10:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9225, loss_cls: 3.9420, loss: 3.9420 2023-12-25 18:09:27,411 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 11:09:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9244, loss_cls: 3.9710, loss: 3.9710 2023-12-25 18:09:52,739 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 11:08:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9356, loss_cls: 3.9133, loss: 3.9133 2023-12-25 18:10:18,203 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 11:07:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9125, loss_cls: 4.0375, loss: 4.0375 2023-12-25 18:10:20,422 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-25 18:14:46,344 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:14:46,947 - pyskl - INFO - top1_acc 0.6610 top5_acc 0.9186 2023-12-25 18:14:46,952 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_6.pth was removed 2023-12-25 18:14:47,161 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2023-12-25 18:14:47,163 - pyskl - INFO - Best top1_acc is 0.6610 at 8 epoch. 2023-12-25 18:14:47,188 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6610, top5_acc: 0.9186 2023-12-25 18:15:41,906 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 11:15:32, time: 0.547, data_time: 0.291, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9275, loss_cls: 3.9362, loss: 3.9362 2023-12-25 18:16:07,567 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 11:14:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9337, loss_cls: 3.8747, loss: 3.8747 2023-12-25 18:16:33,414 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 11:14:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9381, loss_cls: 3.8636, loss: 3.8636 2023-12-25 18:17:00,125 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 11:14:03, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9250, loss_cls: 3.9437, loss: 3.9437 2023-12-25 18:17:26,665 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 11:13:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9206, loss_cls: 3.9571, loss: 3.9571 2023-12-25 18:17:53,132 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 11:13:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9413, loss_cls: 3.8819, loss: 3.8819 2023-12-25 18:18:19,602 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 11:12:57, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9344, loss_cls: 3.9029, loss: 3.9029 2023-12-25 18:18:46,085 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 11:12:34, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9194, loss_cls: 3.9888, loss: 3.9888 2023-12-25 18:19:12,592 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 11:12:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9269, loss_cls: 3.9320, loss: 3.9320 2023-12-25 18:19:39,075 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 11:11:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9269, loss_cls: 3.9830, loss: 3.9830 2023-12-25 18:20:05,557 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 11:11:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9294, loss_cls: 3.9456, loss: 3.9456 2023-12-25 18:20:32,033 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 11:11:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9325, loss_cls: 3.9272, loss: 3.9272 2023-12-25 18:20:58,494 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 11:10:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9175, loss_cls: 3.9617, loss: 3.9617 2023-12-25 18:21:24,941 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 11:10:19, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9331, loss_cls: 3.9200, loss: 3.9200 2023-12-25 18:21:51,408 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 11:09:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9287, loss_cls: 3.9248, loss: 3.9248 2023-12-25 18:22:17,904 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 11:09:33, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9169, loss_cls: 3.9754, loss: 3.9754 2023-12-25 18:22:44,441 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 11:09:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9256, loss_cls: 3.9196, loss: 3.9196 2023-12-25 18:23:11,002 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 11:08:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9344, loss_cls: 3.8734, loss: 3.8734 2023-12-25 18:23:37,528 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 11:08:28, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9219, loss_cls: 3.9673, loss: 3.9673 2023-12-25 18:24:04,002 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 11:08:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9250, loss_cls: 3.9450, loss: 3.9450 2023-12-25 18:24:30,500 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 11:07:43, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9319, loss_cls: 3.9588, loss: 3.9588 2023-12-25 18:24:56,996 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 11:07:20, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9350, loss_cls: 3.9496, loss: 3.9496 2023-12-25 18:25:23,498 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 11:06:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9244, loss_cls: 3.9296, loss: 3.9296 2023-12-25 18:25:49,993 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 11:06:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9175, loss_cls: 3.9731, loss: 3.9731 2023-12-25 18:26:16,483 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 11:06:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9313, loss_cls: 3.9300, loss: 3.9300 2023-12-25 18:26:42,971 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 11:05:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9225, loss_cls: 3.9696, loss: 3.9696 2023-12-25 18:27:09,462 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 11:05:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9263, loss_cls: 3.9799, loss: 3.9799 2023-12-25 18:27:35,999 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 11:05:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9244, loss_cls: 3.9151, loss: 3.9151 2023-12-25 18:28:02,493 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 11:04:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9194, loss_cls: 3.9269, loss: 3.9269 2023-12-25 18:28:28,980 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 11:04:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9325, loss_cls: 3.9187, loss: 3.9187 2023-12-25 18:28:55,586 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 11:03:58, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9413, loss_cls: 3.9323, loss: 3.9323 2023-12-25 18:29:21,417 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 11:03:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9275, loss_cls: 3.9269, loss: 3.9269 2023-12-25 18:29:46,701 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 11:02:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9325, loss_cls: 3.9357, loss: 3.9357 2023-12-25 18:30:12,425 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 11:02:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9425, loss_cls: 3.8471, loss: 3.8471 2023-12-25 18:30:14,375 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-25 18:34:40,656 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:34:41,259 - pyskl - INFO - top1_acc 0.6354 top5_acc 0.9112 2023-12-25 18:34:41,285 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6354, top5_acc: 0.9112 2023-12-25 18:35:34,124 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 11:08:14, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9313, loss_cls: 3.9290, loss: 3.9290 2023-12-25 18:35:59,591 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 11:07:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9250, loss_cls: 3.9608, loss: 3.9608 2023-12-25 18:36:24,987 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 11:06:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9363, loss_cls: 3.8665, loss: 3.8665 2023-12-25 18:36:50,183 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 11:06:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9275, loss_cls: 3.9587, loss: 3.9587 2023-12-25 18:37:15,287 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 11:05:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 3.8148, loss: 3.8148 2023-12-25 18:37:40,315 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 11:04:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9375, loss_cls: 3.8871, loss: 3.8871 2023-12-25 18:38:05,541 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 11:03:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9219, loss_cls: 3.8851, loss: 3.8851 2023-12-25 18:38:30,631 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 11:03:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9381, loss_cls: 3.8762, loss: 3.8762 2023-12-25 18:38:55,587 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 11:02:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9350, loss_cls: 3.8938, loss: 3.8938 2023-12-25 18:39:20,568 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 11:01:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9287, loss_cls: 3.9155, loss: 3.9155 2023-12-25 18:39:45,576 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 11:00:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9281, loss_cls: 3.9066, loss: 3.9066 2023-12-25 18:40:10,535 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 11:00:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9337, loss_cls: 3.9048, loss: 3.9048 2023-12-25 18:40:35,501 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 10:59:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9306, loss_cls: 3.8993, loss: 3.8993 2023-12-25 18:41:00,448 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 10:58:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9306, loss_cls: 3.8834, loss: 3.8834 2023-12-25 18:41:25,424 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 10:57:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9294, loss_cls: 3.9097, loss: 3.9097 2023-12-25 18:41:50,374 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 10:56:56, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9194, loss_cls: 3.9782, loss: 3.9782 2023-12-25 18:42:15,326 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 10:56:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9337, loss_cls: 3.8682, loss: 3.8682 2023-12-25 18:42:40,269 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 10:55:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9387, loss_cls: 3.8539, loss: 3.8539 2023-12-25 18:43:05,241 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 10:54:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9363, loss_cls: 3.8715, loss: 3.8715 2023-12-25 18:43:30,195 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 10:53:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9469, loss_cls: 3.8102, loss: 3.8102 2023-12-25 18:43:55,178 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 10:53:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9356, loss_cls: 3.8538, loss: 3.8538 2023-12-25 18:44:20,131 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 10:52:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9369, loss_cls: 3.9061, loss: 3.9061 2023-12-25 18:44:45,106 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 10:51:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9331, loss_cls: 3.8920, loss: 3.8920 2023-12-25 18:45:10,074 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 10:50:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9275, loss_cls: 3.8985, loss: 3.8985 2023-12-25 18:45:35,073 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 10:50:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9313, loss_cls: 3.8561, loss: 3.8561 2023-12-25 18:46:00,096 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 10:49:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9206, loss_cls: 3.9628, loss: 3.9628 2023-12-25 18:46:25,298 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 10:48:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 3.8805, loss: 3.8805 2023-12-25 18:46:50,573 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 10:48:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9237, loss_cls: 3.9235, loss: 3.9235 2023-12-25 18:47:15,840 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 10:47:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 3.8268, loss: 3.8268 2023-12-25 18:47:40,882 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 10:46:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9281, loss_cls: 3.8822, loss: 3.8822 2023-12-25 18:48:06,338 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 10:46:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9475, loss_cls: 3.7942, loss: 3.7942 2023-12-25 18:48:31,957 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 10:45:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9419, loss_cls: 3.8504, loss: 3.8504 2023-12-25 18:48:59,151 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 10:45:13, time: 0.272, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9275, loss_cls: 3.8939, loss: 3.8939 2023-12-25 18:49:25,075 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 10:44:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 3.8817, loss: 3.8817 2023-12-25 18:49:27,021 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-25 18:53:52,835 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:53:53,442 - pyskl - INFO - top1_acc 0.5941 top5_acc 0.8891 2023-12-25 18:53:53,468 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.5941, top5_acc: 0.8891 2023-12-25 18:54:46,367 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 10:50:09, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9394, loss_cls: 3.8723, loss: 3.8723 2023-12-25 18:55:11,756 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 10:49:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 3.7936, loss: 3.7936 2023-12-25 18:55:37,077 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 10:48:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9175, loss_cls: 3.9432, loss: 3.9432 2023-12-25 18:56:02,097 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 10:48:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9263, loss_cls: 3.8929, loss: 3.8929 2023-12-25 18:56:27,039 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 10:47:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9400, loss_cls: 3.8567, loss: 3.8567 2023-12-25 18:56:51,962 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 10:46:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9425, loss_cls: 3.8493, loss: 3.8493 2023-12-25 18:57:16,934 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 10:45:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9313, loss_cls: 3.8733, loss: 3.8733 2023-12-25 18:57:41,960 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 10:45:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 3.8472, loss: 3.8472 2023-12-25 18:58:07,660 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 10:44:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 3.8758, loss: 3.8758 2023-12-25 18:58:32,865 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 10:43:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9375, loss_cls: 3.8264, loss: 3.8264 2023-12-25 18:58:57,960 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 10:43:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 3.8347, loss: 3.8347 2023-12-25 18:59:23,182 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 10:42:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9481, loss_cls: 3.8290, loss: 3.8290 2023-12-25 18:59:48,441 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 10:41:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9369, loss_cls: 3.8794, loss: 3.8794 2023-12-25 19:00:15,163 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 10:41:28, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 3.8161, loss: 3.8161 2023-12-25 19:00:40,406 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 10:40:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 3.8548, loss: 3.8548 2023-12-25 19:01:05,575 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 10:40:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9344, loss_cls: 3.8733, loss: 3.8733 2023-12-25 19:01:30,721 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 10:39:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9269, loss_cls: 3.8747, loss: 3.8747 2023-12-25 19:01:55,824 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 10:38:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9331, loss_cls: 3.9366, loss: 3.9366 2023-12-25 19:02:21,091 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 10:38:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9231, loss_cls: 3.8987, loss: 3.8987 2023-12-25 19:02:46,402 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 10:37:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9469, loss_cls: 3.8700, loss: 3.8700 2023-12-25 19:03:12,259 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 10:36:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9237, loss_cls: 3.8984, loss: 3.8984 2023-12-25 19:03:37,536 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 10:36:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 3.8270, loss: 3.8270 2023-12-25 19:04:02,831 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 10:35:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 3.8591, loss: 3.8591 2023-12-25 19:04:28,498 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 10:35:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9406, loss_cls: 3.8536, loss: 3.8536 2023-12-25 19:04:53,500 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 10:34:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9269, loss_cls: 3.8722, loss: 3.8722 2023-12-25 19:05:18,648 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 10:33:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9406, loss_cls: 3.8460, loss: 3.8460 2023-12-25 19:05:43,693 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 10:32:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9313, loss_cls: 3.9393, loss: 3.9393 2023-12-25 19:06:08,748 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 10:32:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 3.8753, loss: 3.8753 2023-12-25 19:06:33,788 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 10:31:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9294, loss_cls: 3.8820, loss: 3.8820 2023-12-25 19:06:58,850 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 10:30:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9213, loss_cls: 3.9323, loss: 3.9323 2023-12-25 19:07:24,471 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 10:30:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9419, loss_cls: 3.8245, loss: 3.8245 2023-12-25 19:07:50,029 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 10:29:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9313, loss_cls: 3.8767, loss: 3.8767 2023-12-25 19:08:15,448 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 10:29:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9363, loss_cls: 3.8662, loss: 3.8662 2023-12-25 19:08:40,794 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 10:28:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 3.8786, loss: 3.8786 2023-12-25 19:08:42,950 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-25 19:13:08,107 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:13:08,768 - pyskl - INFO - top1_acc 0.6526 top5_acc 0.9148 2023-12-25 19:13:08,792 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6526, top5_acc: 0.9148 2023-12-25 19:14:01,604 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 10:33:22, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 3.8397, loss: 3.8397 2023-12-25 19:14:26,909 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 10:32:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 3.7908, loss: 3.7908 2023-12-25 19:14:52,504 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 10:32:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 3.8205, loss: 3.8205 2023-12-25 19:15:17,969 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 10:31:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 3.8232, loss: 3.8232 2023-12-25 19:15:43,279 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 10:30:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9413, loss_cls: 3.8530, loss: 3.8530 2023-12-25 19:16:08,430 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 10:30:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 3.7573, loss: 3.7573 2023-12-25 19:16:34,020 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 10:29:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9287, loss_cls: 3.8400, loss: 3.8400 2023-12-25 19:16:59,224 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 10:28:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 3.8187, loss: 3.8187 2023-12-25 19:17:24,680 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 10:28:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 3.8400, loss: 3.8400 2023-12-25 19:17:49,938 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 10:27:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9444, loss_cls: 3.8449, loss: 3.8449 2023-12-25 19:18:15,656 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 10:27:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9300, loss_cls: 3.8330, loss: 3.8330 2023-12-25 19:18:40,890 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 10:26:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9463, loss_cls: 3.7793, loss: 3.7793 2023-12-25 19:19:06,081 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 10:25:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9350, loss_cls: 3.8802, loss: 3.8802 2023-12-25 19:19:31,237 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 10:25:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9450, loss_cls: 3.8167, loss: 3.8167 2023-12-25 19:19:56,406 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 10:24:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9363, loss_cls: 3.8278, loss: 3.8278 2023-12-25 19:20:21,630 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 10:23:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9387, loss_cls: 3.8582, loss: 3.8582 2023-12-25 19:20:46,780 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 10:23:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9306, loss_cls: 3.9297, loss: 3.9297 2023-12-25 19:21:12,171 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 10:22:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 3.8379, loss: 3.8379 2023-12-25 19:21:37,474 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 10:22:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9369, loss_cls: 3.8785, loss: 3.8785 2023-12-25 19:22:02,605 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 10:21:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9325, loss_cls: 3.8379, loss: 3.8379 2023-12-25 19:22:27,851 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 10:20:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9444, loss_cls: 3.8494, loss: 3.8494 2023-12-25 19:22:54,310 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 10:20:20, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9137, loss_cls: 3.9369, loss: 3.9369 2023-12-25 19:23:20,830 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 10:19:57, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9475, loss_cls: 3.7948, loss: 3.7948 2023-12-25 19:23:47,354 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 10:19:34, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9494, loss_cls: 3.7933, loss: 3.7933 2023-12-25 19:24:13,874 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 10:19:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9375, loss_cls: 3.8454, loss: 3.8454 2023-12-25 19:24:40,434 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 10:18:48, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 3.8243, loss: 3.8243 2023-12-25 19:25:06,976 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 10:18:25, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 3.8699, loss: 3.8699 2023-12-25 19:25:33,499 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 10:18:02, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9350, loss_cls: 3.8590, loss: 3.8590 2023-12-25 19:26:00,070 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 10:17:40, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9375, loss_cls: 3.9148, loss: 3.9148 2023-12-25 19:26:26,675 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 10:17:18, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9300, loss_cls: 3.8873, loss: 3.8873 2023-12-25 19:26:52,619 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 10:16:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 3.8349, loss: 3.8349 2023-12-25 19:27:18,266 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 10:16:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9400, loss_cls: 3.8278, loss: 3.8278 2023-12-25 19:27:43,361 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 10:15:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 3.8149, loss: 3.8149 2023-12-25 19:28:08,826 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 10:15:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9306, loss_cls: 3.8976, loss: 3.8976 2023-12-25 19:28:10,778 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-25 19:32:36,479 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:32:37,085 - pyskl - INFO - top1_acc 0.6977 top5_acc 0.9304 2023-12-25 19:32:37,090 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_8.pth was removed 2023-12-25 19:32:37,297 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2023-12-25 19:32:37,298 - pyskl - INFO - Best top1_acc is 0.6977 at 12 epoch. 2023-12-25 19:32:37,323 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6977, top5_acc: 0.9304 2023-12-25 19:33:30,032 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 10:19:21, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9500, loss_cls: 3.7743, loss: 3.7743 2023-12-25 19:33:55,433 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 10:18:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9487, loss_cls: 3.7919, loss: 3.7919 2023-12-25 19:34:21,005 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 10:18:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 3.8265, loss: 3.8265 2023-12-25 19:34:46,310 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 10:17:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 3.8585, loss: 3.8585 2023-12-25 19:35:11,390 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 10:16:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9375, loss_cls: 3.8092, loss: 3.8092 2023-12-25 19:35:36,489 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 10:16:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 3.7863, loss: 3.7863 2023-12-25 19:36:01,781 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 10:15:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 3.8740, loss: 3.8740 2023-12-25 19:36:27,136 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 10:14:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9331, loss_cls: 3.8009, loss: 3.8009 2023-12-25 19:36:52,347 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 10:14:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 3.8140, loss: 3.8140 2023-12-25 19:37:17,374 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 10:13:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 3.7831, loss: 3.7831 2023-12-25 19:37:42,340 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 10:12:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9406, loss_cls: 3.8089, loss: 3.8089 2023-12-25 19:38:07,339 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 10:12:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 3.7943, loss: 3.7943 2023-12-25 19:38:32,474 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 10:11:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 3.8505, loss: 3.8505 2023-12-25 19:38:58,304 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 10:11:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 3.7667, loss: 3.7667 2023-12-25 19:39:23,636 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 10:10:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 3.8193, loss: 3.8193 2023-12-25 19:39:49,046 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 10:09:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 3.8147, loss: 3.8147 2023-12-25 19:40:14,628 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 10:09:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9431, loss_cls: 3.8524, loss: 3.8524 2023-12-25 19:40:39,903 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 10:08:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 3.8495, loss: 3.8495 2023-12-25 19:41:04,875 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 10:08:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9463, loss_cls: 3.8123, loss: 3.8123 2023-12-25 19:41:29,854 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 10:07:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 3.7808, loss: 3.7808 2023-12-25 19:41:54,833 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 10:06:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 3.8424, loss: 3.8424 2023-12-25 19:42:19,824 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 10:06:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9469, loss_cls: 3.8252, loss: 3.8252 2023-12-25 19:42:44,830 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 10:05:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9475, loss_cls: 3.7797, loss: 3.7797 2023-12-25 19:43:09,866 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 10:04:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 3.8035, loss: 3.8035 2023-12-25 19:43:34,905 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 10:04:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9463, loss_cls: 3.8210, loss: 3.8210 2023-12-25 19:44:00,183 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 10:03:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9294, loss_cls: 3.8522, loss: 3.8522 2023-12-25 19:44:26,715 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 10:03:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 3.8009, loss: 3.8009 2023-12-25 19:44:52,429 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 10:02:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9394, loss_cls: 3.8456, loss: 3.8456 2023-12-25 19:45:18,077 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 10:02:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 3.8356, loss: 3.8356 2023-12-25 19:45:43,293 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 10:01:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9325, loss_cls: 3.8480, loss: 3.8480 2023-12-25 19:46:08,772 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 10:00:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9350, loss_cls: 3.8260, loss: 3.8260 2023-12-25 19:46:34,699 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 10:00:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9319, loss_cls: 3.8633, loss: 3.8633 2023-12-25 19:47:00,057 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 9:59:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 3.8081, loss: 3.8081 2023-12-25 19:47:25,991 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 9:59:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9394, loss_cls: 3.8356, loss: 3.8356 2023-12-25 19:47:27,906 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-25 19:51:53,162 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:51:53,776 - pyskl - INFO - top1_acc 0.6971 top5_acc 0.9321 2023-12-25 19:51:53,801 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6971, top5_acc: 0.9321 2023-12-25 19:52:46,354 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 10:03:11, time: 0.525, data_time: 0.272, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9500, loss_cls: 3.7954, loss: 3.7954 2023-12-25 19:53:11,443 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 10:02:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 3.7877, loss: 3.7877 2023-12-25 19:53:36,741 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 10:01:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 3.7551, loss: 3.7551 2023-12-25 19:54:02,324 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 10:01:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 3.7337, loss: 3.7337 2023-12-25 19:54:27,589 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 10:00:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 3.8048, loss: 3.8048 2023-12-25 19:54:52,852 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 10:00:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9469, loss_cls: 3.8187, loss: 3.8187 2023-12-25 19:55:18,127 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 9:59:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 3.7727, loss: 3.7727 2023-12-25 19:55:43,328 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 9:58:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 3.7911, loss: 3.7911 2023-12-25 19:56:08,442 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 9:58:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9369, loss_cls: 3.8851, loss: 3.8851 2023-12-25 19:56:33,473 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 9:57:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 3.8608, loss: 3.8608 2023-12-25 19:56:58,531 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 9:56:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9513, loss_cls: 3.7656, loss: 3.7656 2023-12-25 19:57:24,416 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 9:56:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9519, loss_cls: 3.7747, loss: 3.7747 2023-12-25 19:57:49,927 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 9:55:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 3.8326, loss: 3.8326 2023-12-25 19:58:15,572 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 9:55:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 3.8211, loss: 3.8211 2023-12-25 19:58:42,054 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 9:54:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 3.8213, loss: 3.8213 2023-12-25 19:59:07,309 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 9:54:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 3.7823, loss: 3.7823 2023-12-25 19:59:32,352 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 9:53:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9381, loss_cls: 3.8287, loss: 3.8287 2023-12-25 19:59:57,525 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 9:53:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 3.8410, loss: 3.8410 2023-12-25 20:00:22,675 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 9:52:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 3.7667, loss: 3.7667 2023-12-25 20:00:47,708 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 9:51:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9387, loss_cls: 3.8202, loss: 3.8202 2023-12-25 20:01:13,065 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 9:51:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 3.8058, loss: 3.8058 2023-12-25 20:01:38,377 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 9:50:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 3.8293, loss: 3.8293 2023-12-25 20:02:03,723 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 9:50:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 3.8120, loss: 3.8120 2023-12-25 20:02:28,765 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 9:49:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 3.8404, loss: 3.8404 2023-12-25 20:02:54,036 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 9:48:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9231, loss_cls: 3.8962, loss: 3.8962 2023-12-25 20:03:19,318 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 9:48:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9406, loss_cls: 3.8251, loss: 3.8251 2023-12-25 20:03:44,549 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 9:47:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9300, loss_cls: 3.8462, loss: 3.8462 2023-12-25 20:04:09,614 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 9:47:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 3.7796, loss: 3.7796 2023-12-25 20:04:34,737 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 9:46:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9363, loss_cls: 3.8240, loss: 3.8240 2023-12-25 20:04:59,939 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 9:45:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9406, loss_cls: 3.8135, loss: 3.8135 2023-12-25 20:05:25,563 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 9:45:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9344, loss_cls: 3.7710, loss: 3.7710 2023-12-25 20:05:51,151 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 9:44:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 3.7926, loss: 3.7926 2023-12-25 20:06:16,616 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 9:44:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9363, loss_cls: 3.7735, loss: 3.7735 2023-12-25 20:06:42,205 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 9:43:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9481, loss_cls: 3.7786, loss: 3.7786 2023-12-25 20:06:44,151 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-25 20:11:08,905 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:11:09,517 - pyskl - INFO - top1_acc 0.6809 top5_acc 0.9230 2023-12-25 20:11:09,543 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6809, top5_acc: 0.9230 2023-12-25 20:12:02,418 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 9:47:15, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 3.7573, loss: 3.7573 2023-12-25 20:12:27,779 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 9:46:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 3.7496, loss: 3.7496 2023-12-25 20:12:53,137 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 9:46:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 3.7426, loss: 3.7426 2023-12-25 20:13:18,389 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 9:45:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 3.7495, loss: 3.7495 2023-12-25 20:13:43,443 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 9:44:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9569, loss_cls: 3.7092, loss: 3.7092 2023-12-25 20:14:08,616 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 9:44:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 3.7916, loss: 3.7916 2023-12-25 20:14:33,883 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 9:43:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9400, loss_cls: 3.8168, loss: 3.8168 2023-12-25 20:14:59,122 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 9:43:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 3.8141, loss: 3.8141 2023-12-25 20:15:24,205 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 9:42:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9444, loss_cls: 3.8157, loss: 3.8157 2023-12-25 20:15:49,205 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 9:41:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 3.8028, loss: 3.8028 2023-12-25 20:16:14,190 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 9:41:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 3.7570, loss: 3.7570 2023-12-25 20:16:39,184 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 9:40:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 3.8168, loss: 3.8168 2023-12-25 20:17:04,175 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 9:39:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9431, loss_cls: 3.8399, loss: 3.8399 2023-12-25 20:17:29,151 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 9:39:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 3.8049, loss: 3.8049 2023-12-25 20:17:54,134 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 9:38:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 3.7801, loss: 3.7801 2023-12-25 20:18:19,094 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 9:37:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 3.7360, loss: 3.7360 2023-12-25 20:18:44,040 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 9:37:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 3.7794, loss: 3.7794 2023-12-25 20:19:08,995 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 9:36:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 3.7617, loss: 3.7617 2023-12-25 20:19:33,945 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 9:36:03, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 3.8182, loss: 3.8182 2023-12-25 20:19:58,966 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 9:35:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 3.7602, loss: 3.7602 2023-12-25 20:20:24,091 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 9:34:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 3.8245, loss: 3.8245 2023-12-25 20:20:49,373 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 9:34:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 3.7482, loss: 3.7482 2023-12-25 20:21:14,607 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 9:33:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 3.7675, loss: 3.7675 2023-12-25 20:21:39,736 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 9:33:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 3.7558, loss: 3.7558 2023-12-25 20:22:05,003 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 9:32:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 3.7614, loss: 3.7614 2023-12-25 20:22:30,294 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 9:31:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 3.7965, loss: 3.7965 2023-12-25 20:22:55,621 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 9:31:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9500, loss_cls: 3.7809, loss: 3.7809 2023-12-25 20:23:20,927 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 9:30:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9431, loss_cls: 3.8684, loss: 3.8684 2023-12-25 20:23:46,191 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 9:30:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 3.8286, loss: 3.8286 2023-12-25 20:24:11,394 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 9:29:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 3.7571, loss: 3.7571 2023-12-25 20:24:37,155 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 9:29:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9413, loss_cls: 3.8353, loss: 3.8353 2023-12-25 20:25:02,586 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 9:28:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 3.8591, loss: 3.8591 2023-12-25 20:25:28,523 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 9:28:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 3.8184, loss: 3.8184 2023-12-25 20:25:54,083 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 9:27:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 3.8314, loss: 3.8314 2023-12-25 20:25:56,074 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-25 20:30:21,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:30:22,302 - pyskl - INFO - top1_acc 0.7203 top5_acc 0.9371 2023-12-25 20:30:22,306 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_12.pth was removed 2023-12-25 20:30:22,517 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2023-12-25 20:30:22,519 - pyskl - INFO - Best top1_acc is 0.7203 at 15 epoch. 2023-12-25 20:30:22,544 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7203, top5_acc: 0.9371 2023-12-25 20:31:16,210 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 9:30:57, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9431, loss_cls: 3.8094, loss: 3.8094 2023-12-25 20:31:41,468 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 9:30:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 3.7645, loss: 3.7645 2023-12-25 20:32:07,111 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 9:29:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 3.7732, loss: 3.7732 2023-12-25 20:32:32,495 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 9:29:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9606, loss_cls: 3.6891, loss: 3.6891 2023-12-25 20:32:57,798 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 9:28:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9587, loss_cls: 3.7117, loss: 3.7117 2023-12-25 20:33:23,316 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 9:28:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9425, loss_cls: 3.7669, loss: 3.7669 2023-12-25 20:33:48,863 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 9:27:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 3.7237, loss: 3.7237 2023-12-25 20:34:14,355 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 9:27:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 3.7396, loss: 3.7396 2023-12-25 20:34:39,931 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 9:26:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 3.7921, loss: 3.7921 2023-12-25 20:35:05,005 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 9:25:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 3.7793, loss: 3.7793 2023-12-25 20:35:30,128 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 9:25:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9475, loss_cls: 3.7629, loss: 3.7629 2023-12-25 20:35:55,676 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 9:24:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9463, loss_cls: 3.7789, loss: 3.7789 2023-12-25 20:36:20,822 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 9:24:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 3.7749, loss: 3.7749 2023-12-25 20:36:46,581 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 9:23:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9363, loss_cls: 3.7834, loss: 3.7834 2023-12-25 20:37:13,000 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 9:23:15, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 3.7672, loss: 3.7672 2023-12-25 20:37:39,115 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 9:22:48, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 3.8129, loss: 3.8129 2023-12-25 20:38:04,420 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 9:22:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 3.7827, loss: 3.7827 2023-12-25 20:38:29,936 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 9:21:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9494, loss_cls: 3.7571, loss: 3.7571 2023-12-25 20:38:55,552 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 9:21:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 3.7585, loss: 3.7585 2023-12-25 20:39:20,883 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 9:20:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 3.8128, loss: 3.8128 2023-12-25 20:39:46,274 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 9:20:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9431, loss_cls: 3.8547, loss: 3.8547 2023-12-25 20:40:11,445 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 9:19:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 3.7533, loss: 3.7533 2023-12-25 20:40:36,770 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 9:18:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 3.7707, loss: 3.7707 2023-12-25 20:41:01,927 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 9:18:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9544, loss_cls: 3.7290, loss: 3.7290 2023-12-25 20:41:26,928 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 9:17:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9550, loss_cls: 3.7341, loss: 3.7341 2023-12-25 20:41:51,925 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 9:17:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 3.7132, loss: 3.7132 2023-12-25 20:42:16,913 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 9:16:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9344, loss_cls: 3.7314, loss: 3.7314 2023-12-25 20:42:41,899 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 9:15:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 3.7475, loss: 3.7475 2023-12-25 20:43:06,901 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 9:15:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 3.7922, loss: 3.7922 2023-12-25 20:43:32,229 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 9:14:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9425, loss_cls: 3.8397, loss: 3.8397 2023-12-25 20:43:57,737 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 9:14:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 3.8002, loss: 3.8002 2023-12-25 20:44:23,383 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 9:13:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9369, loss_cls: 3.7854, loss: 3.7854 2023-12-25 20:44:48,906 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 9:13:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 3.8006, loss: 3.8006 2023-12-25 20:45:14,328 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 9:12:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9306, loss_cls: 3.8614, loss: 3.8614 2023-12-25 20:45:16,258 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-25 20:49:41,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:49:42,428 - pyskl - INFO - top1_acc 0.7053 top5_acc 0.9338 2023-12-25 20:49:42,452 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7053, top5_acc: 0.9338 2023-12-25 20:50:35,495 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 9:15:39, time: 0.530, data_time: 0.269, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9531, loss_cls: 3.7319, loss: 3.7319 2023-12-25 20:51:01,681 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 9:15:12, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9506, loss_cls: 3.7271, loss: 3.7271 2023-12-25 20:51:28,328 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 9:14:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 3.7219, loss: 3.7219 2023-12-25 20:51:55,032 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 9:14:27, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 3.7373, loss: 3.7373 2023-12-25 20:52:21,550 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 9:14:03, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9369, loss_cls: 3.8532, loss: 3.8532 2023-12-25 20:52:48,026 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 9:13:39, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9481, loss_cls: 3.7827, loss: 3.7827 2023-12-25 20:53:14,484 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 9:13:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9487, loss_cls: 3.7389, loss: 3.7389 2023-12-25 20:53:39,806 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 9:12:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9456, loss_cls: 3.7659, loss: 3.7659 2023-12-25 20:54:05,026 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 9:12:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9481, loss_cls: 3.7683, loss: 3.7683 2023-12-25 20:54:30,070 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 9:11:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 3.7044, loss: 3.7044 2023-12-25 20:54:55,229 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 9:10:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9350, loss_cls: 3.8201, loss: 3.8201 2023-12-25 20:55:20,588 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 9:10:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 3.7532, loss: 3.7532 2023-12-25 20:55:45,700 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 9:09:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 3.7062, loss: 3.7062 2023-12-25 20:56:10,671 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 9:09:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 3.8206, loss: 3.8206 2023-12-25 20:56:35,668 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 9:08:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 3.6969, loss: 3.6969 2023-12-25 20:57:00,622 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 9:07:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 3.7160, loss: 3.7160 2023-12-25 20:57:25,588 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 9:07:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9525, loss_cls: 3.7483, loss: 3.7483 2023-12-25 20:57:50,567 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 9:06:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 3.7778, loss: 3.7778 2023-12-25 20:58:15,536 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 9:06:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 3.7513, loss: 3.7513 2023-12-25 20:58:40,515 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 9:05:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 3.7817, loss: 3.7817 2023-12-25 20:59:05,473 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 9:04:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 3.7864, loss: 3.7864 2023-12-25 20:59:30,420 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 9:04:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 3.7165, loss: 3.7165 2023-12-25 20:59:55,366 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 9:03:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 3.7719, loss: 3.7719 2023-12-25 21:00:20,344 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 9:03:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 3.7738, loss: 3.7738 2023-12-25 21:00:45,332 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 9:02:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 3.7519, loss: 3.7519 2023-12-25 21:01:10,337 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 9:01:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 3.8270, loss: 3.8270 2023-12-25 21:01:35,355 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 9:01:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 3.7722, loss: 3.7722 2023-12-25 21:02:00,353 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 9:00:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 3.7961, loss: 3.7961 2023-12-25 21:02:25,302 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 9:00:05, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 3.8021, loss: 3.8021 2023-12-25 21:02:50,299 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 8:59:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 3.7589, loss: 3.7589 2023-12-25 21:03:15,629 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 8:58:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 3.8148, loss: 3.8148 2023-12-25 21:03:41,067 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 8:58:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9331, loss_cls: 3.7949, loss: 3.7949 2023-12-25 21:04:06,551 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 8:57:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 3.7785, loss: 3.7785 2023-12-25 21:04:32,019 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 8:57:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 3.8162, loss: 3.8162 2023-12-25 21:04:34,017 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-25 21:08:58,979 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:08:59,623 - pyskl - INFO - top1_acc 0.7278 top5_acc 0.9366 2023-12-25 21:08:59,628 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_15.pth was removed 2023-12-25 21:08:59,841 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2023-12-25 21:08:59,842 - pyskl - INFO - Best top1_acc is 0.7278 at 17 epoch. 2023-12-25 21:08:59,867 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7278, top5_acc: 0.9366 2023-12-25 21:09:52,359 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 9:00:08, time: 0.525, data_time: 0.270, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 3.7090, loss: 3.7090 2023-12-25 21:10:18,083 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 8:59:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9575, loss_cls: 3.6909, loss: 3.6909 2023-12-25 21:10:43,802 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 8:59:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 3.7027, loss: 3.7027 2023-12-25 21:11:09,295 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 8:58:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 3.7648, loss: 3.7648 2023-12-25 21:11:34,403 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 8:58:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 3.7471, loss: 3.7471 2023-12-25 21:11:59,536 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 8:57:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 3.7378, loss: 3.7378 2023-12-25 21:12:24,641 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 8:56:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 3.7323, loss: 3.7323 2023-12-25 21:12:49,968 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 8:56:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 3.7992, loss: 3.7992 2023-12-25 21:13:15,044 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 8:55:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9556, loss_cls: 3.7649, loss: 3.7649 2023-12-25 21:13:40,235 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 8:55:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 3.7898, loss: 3.7898 2023-12-25 21:14:05,369 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 8:54:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9531, loss_cls: 3.7368, loss: 3.7368 2023-12-25 21:14:30,448 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 8:53:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9463, loss_cls: 3.7682, loss: 3.7682 2023-12-25 21:14:55,736 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 8:53:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 3.7280, loss: 3.7280 2023-12-25 21:15:20,776 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 8:52:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 3.7392, loss: 3.7392 2023-12-25 21:15:45,724 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 8:52:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 3.7953, loss: 3.7953 2023-12-25 21:16:10,656 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 8:51:38, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9513, loss_cls: 3.7399, loss: 3.7399 2023-12-25 21:16:35,614 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 8:51:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 3.7949, loss: 3.7949 2023-12-25 21:17:00,546 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 8:50:27, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 3.7088, loss: 3.7088 2023-12-25 21:17:25,509 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 8:49:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 3.7698, loss: 3.7698 2023-12-25 21:17:50,462 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 8:49:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 3.8025, loss: 3.8025 2023-12-25 21:18:15,427 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 8:48:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9437, loss_cls: 3.7624, loss: 3.7624 2023-12-25 21:18:40,378 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 8:48:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 3.7160, loss: 3.7160 2023-12-25 21:19:05,329 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 8:47:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9381, loss_cls: 3.7864, loss: 3.7864 2023-12-25 21:19:30,270 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 8:46:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9494, loss_cls: 3.7629, loss: 3.7629 2023-12-25 21:19:55,207 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 8:46:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 3.7837, loss: 3.7837 2023-12-25 21:20:20,445 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 8:45:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9419, loss_cls: 3.8220, loss: 3.8220 2023-12-25 21:20:45,958 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 8:45:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 3.7697, loss: 3.7697 2023-12-25 21:21:11,263 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 8:44:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 3.7059, loss: 3.7059 2023-12-25 21:21:36,368 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 8:44:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 3.7566, loss: 3.7566 2023-12-25 21:22:01,886 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 8:43:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 3.7825, loss: 3.7825 2023-12-25 21:22:27,381 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 8:43:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 3.7054, loss: 3.7054 2023-12-25 21:22:53,143 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 8:42:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 3.7394, loss: 3.7394 2023-12-25 21:23:18,723 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 8:42:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9525, loss_cls: 3.7409, loss: 3.7409 2023-12-25 21:23:44,376 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 8:41:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 3.7197, loss: 3.7197 2023-12-25 21:23:46,302 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-25 21:28:12,092 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:28:12,735 - pyskl - INFO - top1_acc 0.6888 top5_acc 0.9252 2023-12-25 21:28:12,760 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6888, top5_acc: 0.9252 2023-12-25 21:29:05,264 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 8:44:09, time: 0.525, data_time: 0.272, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9537, loss_cls: 3.7239, loss: 3.7239 2023-12-25 21:29:30,530 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 8:43:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 3.7166, loss: 3.7166 2023-12-25 21:29:56,201 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 8:43:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9544, loss_cls: 3.7295, loss: 3.7295 2023-12-25 21:30:22,498 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 8:42:39, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 3.7447, loss: 3.7447 2023-12-25 21:30:49,020 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 8:42:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.6838, loss: 3.6838 2023-12-25 21:31:14,740 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 8:41:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 3.7091, loss: 3.7091 2023-12-25 21:31:39,844 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 8:41:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9400, loss_cls: 3.7341, loss: 3.7341 2023-12-25 21:32:05,003 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 8:40:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.7740, loss: 3.7740 2023-12-25 21:32:30,159 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 8:40:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 3.7741, loss: 3.7741 2023-12-25 21:32:55,303 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 8:39:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 3.8076, loss: 3.8076 2023-12-25 21:33:20,837 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 8:38:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 3.7044, loss: 3.7044 2023-12-25 21:33:46,023 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 8:38:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9425, loss_cls: 3.8141, loss: 3.8141 2023-12-25 21:34:11,378 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 8:37:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 3.6942, loss: 3.6942 2023-12-25 21:34:36,810 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 8:37:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 3.7911, loss: 3.7911 2023-12-25 21:35:02,094 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 8:36:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 3.7539, loss: 3.7539 2023-12-25 21:35:27,389 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 8:36:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 3.7784, loss: 3.7784 2023-12-25 21:35:52,714 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 8:35:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 3.7010, loss: 3.7010 2023-12-25 21:36:17,790 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 8:35:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 3.7367, loss: 3.7367 2023-12-25 21:36:43,204 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 8:34:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 3.7651, loss: 3.7651 2023-12-25 21:37:08,490 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 8:34:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 3.7091, loss: 3.7091 2023-12-25 21:37:34,158 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 8:33:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 3.7822, loss: 3.7822 2023-12-25 21:37:59,589 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 8:33:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 3.7506, loss: 3.7506 2023-12-25 21:38:24,790 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 8:32:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 3.7829, loss: 3.7829 2023-12-25 21:38:50,032 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 8:31:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 3.7281, loss: 3.7281 2023-12-25 21:39:15,110 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 8:31:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 3.7144, loss: 3.7144 2023-12-25 21:39:40,188 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 8:30:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9475, loss_cls: 3.7701, loss: 3.7701 2023-12-25 21:40:05,273 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 8:30:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 3.7708, loss: 3.7708 2023-12-25 21:40:30,442 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 8:29:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 3.7581, loss: 3.7581 2023-12-25 21:40:56,259 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 8:29:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9475, loss_cls: 3.7988, loss: 3.7988 2023-12-25 21:41:21,910 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 8:28:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 3.7306, loss: 3.7306 2023-12-25 21:41:47,411 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 8:28:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 3.7941, loss: 3.7941 2023-12-25 21:42:13,184 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 8:27:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 3.7375, loss: 3.7375 2023-12-25 21:42:38,563 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 8:27:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.7540, loss: 3.7540 2023-12-25 21:43:03,923 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 8:26:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 3.7395, loss: 3.7395 2023-12-25 21:43:06,028 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-25 21:47:30,847 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:47:31,485 - pyskl - INFO - top1_acc 0.7155 top5_acc 0.9377 2023-12-25 21:47:31,512 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7155, top5_acc: 0.9377 2023-12-25 21:48:24,486 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 8:29:06, time: 0.530, data_time: 0.274, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 3.6690, loss: 3.6690 2023-12-25 21:48:50,312 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 8:28:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9425, loss_cls: 3.7234, loss: 3.7234 2023-12-25 21:49:16,094 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 8:28:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 3.7248, loss: 3.7248 2023-12-25 21:49:41,579 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 8:27:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9637, loss_cls: 3.6740, loss: 3.6740 2023-12-25 21:50:06,780 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 8:27:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 3.7324, loss: 3.7324 2023-12-25 21:50:31,853 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 8:26:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 3.6582, loss: 3.6582 2023-12-25 21:50:57,059 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 8:25:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 3.7269, loss: 3.7269 2023-12-25 21:51:22,109 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 8:25:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 3.7438, loss: 3.7438 2023-12-25 21:51:47,293 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 8:24:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 3.7269, loss: 3.7269 2023-12-25 21:52:12,653 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 8:24:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 3.6776, loss: 3.6776 2023-12-25 21:52:38,304 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 8:23:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 3.7661, loss: 3.7661 2023-12-25 21:53:03,581 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 8:23:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 3.7044, loss: 3.7044 2023-12-25 21:53:28,712 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 8:22:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9375, loss_cls: 3.7988, loss: 3.7988 2023-12-25 21:53:53,884 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 8:22:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 3.7568, loss: 3.7568 2023-12-25 21:54:19,237 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 8:21:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 3.7132, loss: 3.7132 2023-12-25 21:54:44,848 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 8:21:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9431, loss_cls: 3.7497, loss: 3.7497 2023-12-25 21:55:09,985 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 8:20:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 3.7115, loss: 3.7115 2023-12-25 21:55:35,430 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 8:20:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9375, loss_cls: 3.8093, loss: 3.8093 2023-12-25 21:56:01,324 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 8:19:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 3.7186, loss: 3.7186 2023-12-25 21:56:26,552 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 8:19:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9550, loss_cls: 3.7247, loss: 3.7247 2023-12-25 21:56:51,913 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 8:18:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 3.7124, loss: 3.7124 2023-12-25 21:57:17,189 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 8:17:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9556, loss_cls: 3.7063, loss: 3.7063 2023-12-25 21:57:42,648 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 8:17:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 3.8062, loss: 3.8062 2023-12-25 21:58:07,738 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 8:16:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 3.7206, loss: 3.7206 2023-12-25 21:58:32,841 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 8:16:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9556, loss_cls: 3.6974, loss: 3.6974 2023-12-25 21:58:58,138 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 8:15:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 3.7161, loss: 3.7161 2023-12-25 21:59:23,555 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 8:15:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 3.6830, loss: 3.6830 2023-12-25 21:59:49,078 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 8:14:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 3.7962, loss: 3.7962 2023-12-25 22:00:14,571 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 8:14:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 3.7604, loss: 3.7604 2023-12-25 22:00:40,051 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 8:13:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 3.7392, loss: 3.7392 2023-12-25 22:01:05,694 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 8:13:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9313, loss_cls: 3.8209, loss: 3.8209 2023-12-25 22:01:31,180 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 8:12:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 3.6842, loss: 3.6842 2023-12-25 22:01:56,590 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 8:12:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9263, loss_cls: 3.8426, loss: 3.8426 2023-12-25 22:02:22,153 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 8:11:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 3.7311, loss: 3.7311 2023-12-25 22:02:24,119 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-25 22:06:49,326 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 22:06:49,968 - pyskl - INFO - top1_acc 0.6921 top5_acc 0.9240 2023-12-25 22:06:49,993 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.6921, top5_acc: 0.9240 2023-12-25 22:07:42,549 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 8:13:55, time: 0.525, data_time: 0.272, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 3.7457, loss: 3.7457 2023-12-25 22:08:07,835 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 8:13:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 3.6920, loss: 3.6920 2023-12-25 22:08:33,474 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 8:12:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 3.7020, loss: 3.7020 2023-12-25 22:08:59,213 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 8:12:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9556, loss_cls: 3.6889, loss: 3.6889 2023-12-25 22:09:24,593 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 8:11:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9569, loss_cls: 3.7141, loss: 3.7141 2023-12-25 22:09:50,388 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 8:11:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 3.7005, loss: 3.7005 2023-12-25 22:10:15,539 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 8:10:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 3.7274, loss: 3.7274 2023-12-25 22:10:40,656 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 8:10:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 3.6892, loss: 3.6892 2023-12-25 22:11:05,815 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 8:09:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9537, loss_cls: 3.7229, loss: 3.7229 2023-12-25 22:11:30,941 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 8:09:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9625, loss_cls: 3.6808, loss: 3.6808 2023-12-25 22:11:56,310 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 8:08:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 3.7517, loss: 3.7517 2023-12-25 22:12:21,561 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 8:08:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 3.7692, loss: 3.7692 2023-12-25 22:12:46,554 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 8:07:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 3.7194, loss: 3.7194 2023-12-25 22:13:11,519 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 8:06:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 3.7455, loss: 3.7455 2023-12-25 22:13:36,452 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 8:06:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 3.7956, loss: 3.7956 2023-12-25 22:14:01,407 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 8:05:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 3.7506, loss: 3.7506 2023-12-25 22:14:26,339 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 8:05:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 3.7759, loss: 3.7759 2023-12-25 22:14:51,284 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 8:04:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 3.7563, loss: 3.7563 2023-12-25 22:15:16,343 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 8:04:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 3.7887, loss: 3.7887 2023-12-25 22:15:41,468 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 8:03:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 3.7346, loss: 3.7346 2023-12-25 22:16:06,496 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 8:03:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 3.6816, loss: 3.6816 2023-12-25 22:16:31,998 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 8:02:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 3.6822, loss: 3.6822 2023-12-25 22:16:57,593 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 8:02:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 3.7636, loss: 3.7636 2023-12-25 22:17:22,670 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 8:01:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9475, loss_cls: 3.7529, loss: 3.7529 2023-12-25 22:17:47,707 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 8:00:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 3.7583, loss: 3.7583 2023-12-25 22:18:12,950 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 8:00:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 3.7599, loss: 3.7599 2023-12-25 22:18:38,174 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 7:59:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 3.7514, loss: 3.7514 2023-12-25 22:19:03,527 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 7:59:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9531, loss_cls: 3.7469, loss: 3.7469 2023-12-25 22:19:28,719 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 7:58:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 3.6344, loss: 3.6344 2023-12-25 22:19:53,925 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 7:58:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 3.7567, loss: 3.7567 2023-12-25 22:20:19,727 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 7:57:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9494, loss_cls: 3.7595, loss: 3.7595 2023-12-25 22:20:45,169 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 7:57:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 3.7039, loss: 3.7039 2023-12-25 22:21:10,758 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 7:56:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9544, loss_cls: 3.7578, loss: 3.7578 2023-12-25 22:21:36,478 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 7:56:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9363, loss_cls: 3.8234, loss: 3.8234 2023-12-25 22:21:38,629 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-25 22:26:04,288 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 22:26:04,976 - pyskl - INFO - top1_acc 0.7053 top5_acc 0.9393 2023-12-25 22:26:05,001 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7053, top5_acc: 0.9393 2023-12-25 22:26:57,550 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 7:58:24, time: 0.525, data_time: 0.272, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 3.7310, loss: 3.7310 2023-12-25 22:27:22,891 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 7:57:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9431, loss_cls: 3.7454, loss: 3.7454 2023-12-25 22:27:48,475 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 7:57:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 3.7173, loss: 3.7173 2023-12-25 22:28:14,148 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 7:56:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9406, loss_cls: 3.7826, loss: 3.7826 2023-12-25 22:28:39,338 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 7:56:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 3.7162, loss: 3.7162 2023-12-25 22:29:05,053 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 7:55:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 3.7353, loss: 3.7353 2023-12-25 22:29:31,381 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 7:55:25, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9450, loss_cls: 3.7190, loss: 3.7190 2023-12-25 22:29:57,570 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 7:54:59, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9544, loss_cls: 3.7411, loss: 3.7411 2023-12-25 22:30:22,646 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 7:54:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 3.8150, loss: 3.8150 2023-12-25 22:30:47,633 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 7:53:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 3.7100, loss: 3.7100 2023-12-25 22:31:12,615 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 7:53:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 3.6837, loss: 3.6837 2023-12-25 22:31:37,593 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 7:52:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 3.7187, loss: 3.7187 2023-12-25 22:32:02,570 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 7:52:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9513, loss_cls: 3.7525, loss: 3.7525 2023-12-25 22:32:27,625 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 7:51:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 3.7612, loss: 3.7612 2023-12-25 22:32:52,897 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 7:51:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 3.6400, loss: 3.6400 2023-12-25 22:33:18,033 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 7:50:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9575, loss_cls: 3.6810, loss: 3.6810 2023-12-25 22:33:43,249 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 7:50:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 3.7053, loss: 3.7053 2023-12-25 22:34:08,417 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 7:49:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 3.7727, loss: 3.7727 2023-12-25 22:34:33,933 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 7:49:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 3.7437, loss: 3.7437 2023-12-25 22:34:59,225 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 7:48:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 3.7081, loss: 3.7081 2023-12-25 22:35:24,378 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 7:47:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 3.7344, loss: 3.7344 2023-12-25 22:35:49,550 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 7:47:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 3.7777, loss: 3.7777 2023-12-25 22:36:14,791 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 7:46:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 3.7036, loss: 3.7036 2023-12-25 22:36:39,965 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 7:46:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 3.7183, loss: 3.7183 2023-12-25 22:37:05,125 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 7:45:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 3.7508, loss: 3.7508 2023-12-25 22:37:30,389 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 7:45:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9563, loss_cls: 3.7660, loss: 3.7660 2023-12-25 22:37:55,853 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 7:44:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9581, loss_cls: 3.7193, loss: 3.7193 2023-12-25 22:38:20,751 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 7:44:12, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 3.7056, loss: 3.7056 2023-12-25 22:38:45,690 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 7:43:38, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 3.7371, loss: 3.7371 2023-12-25 22:39:10,859 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 7:43:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 3.6842, loss: 3.6842 2023-12-25 22:39:36,242 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 7:42:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9500, loss_cls: 3.7486, loss: 3.7486 2023-12-25 22:40:01,721 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 7:42:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 3.7150, loss: 3.7150 2023-12-25 22:40:26,981 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 7:41:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9406, loss_cls: 3.7436, loss: 3.7436 2023-12-25 22:40:52,244 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 7:41:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 3.7124, loss: 3.7124 2023-12-25 22:40:54,273 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-25 22:45:19,572 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 22:45:20,190 - pyskl - INFO - top1_acc 0.6994 top5_acc 0.9324 2023-12-25 22:45:20,216 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6994, top5_acc: 0.9324 2023-12-25 22:46:14,175 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 7:43:09, time: 0.540, data_time: 0.287, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 3.6299, loss: 3.6299 2023-12-25 22:46:39,537 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 7:42:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 3.7036, loss: 3.7036 2023-12-25 22:47:05,190 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 7:42:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 3.7158, loss: 3.7158 2023-12-25 22:47:30,754 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 7:41:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 3.6858, loss: 3.6858 2023-12-25 22:47:56,108 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 7:41:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 3.7194, loss: 3.7194 2023-12-25 22:48:21,470 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 7:40:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9487, loss_cls: 3.6986, loss: 3.6986 2023-12-25 22:48:47,282 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 7:40:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.6467, loss: 3.6467 2023-12-25 22:49:12,462 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 7:39:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 3.6886, loss: 3.6886 2023-12-25 22:49:37,570 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 7:39:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 3.7412, loss: 3.7412 2023-12-25 22:50:02,683 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 7:38:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 3.6881, loss: 3.6881 2023-12-25 22:50:27,944 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 7:37:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9444, loss_cls: 3.7574, loss: 3.7574 2023-12-25 22:50:53,013 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 7:37:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9513, loss_cls: 3.7078, loss: 3.7078 2023-12-25 22:51:18,092 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 7:36:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 3.6916, loss: 3.6916 2023-12-25 22:51:43,028 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 7:36:21, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9575, loss_cls: 3.6889, loss: 3.6889 2023-12-25 22:52:08,015 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 7:35:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.6637, loss: 3.6637 2023-12-25 22:52:32,962 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 7:35:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 3.7132, loss: 3.7132 2023-12-25 22:52:57,897 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 7:34:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 3.7061, loss: 3.7061 2023-12-25 22:53:22,859 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 7:34:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 3.6787, loss: 3.6787 2023-12-25 22:53:48,014 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 7:33:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 3.6507, loss: 3.6507 2023-12-25 22:54:13,201 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 7:33:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 3.7186, loss: 3.7186 2023-12-25 22:54:38,475 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 7:32:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9444, loss_cls: 3.8193, loss: 3.8193 2023-12-25 22:55:03,580 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 7:32:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9419, loss_cls: 3.8208, loss: 3.8208 2023-12-25 22:55:28,717 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 7:31:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 3.6969, loss: 3.6969 2023-12-25 22:55:53,892 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 7:30:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9513, loss_cls: 3.7366, loss: 3.7366 2023-12-25 22:56:18,896 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 7:30:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 3.7382, loss: 3.7382 2023-12-25 22:56:43,959 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 7:29:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 3.7508, loss: 3.7508 2023-12-25 22:57:09,209 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 7:29:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.6974, loss: 3.6974 2023-12-25 22:57:34,342 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 7:28:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 3.7412, loss: 3.7412 2023-12-25 22:57:59,432 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 7:28:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.7534, loss: 3.7534 2023-12-25 22:58:24,847 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 7:27:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 3.7673, loss: 3.7673 2023-12-25 22:58:50,541 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 7:27:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 3.7054, loss: 3.7054 2023-12-25 22:59:16,029 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 7:26:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9581, loss_cls: 3.6893, loss: 3.6893 2023-12-25 22:59:41,347 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 7:26:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 3.7401, loss: 3.7401 2023-12-25 23:00:06,553 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 7:25:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 3.7531, loss: 3.7531 2023-12-25 23:00:08,684 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-25 23:04:34,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 23:04:35,556 - pyskl - INFO - top1_acc 0.7136 top5_acc 0.9337 2023-12-25 23:04:35,585 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7136, top5_acc: 0.9337 2023-12-25 23:05:29,277 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 7:27:42, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 3.6940, loss: 3.6940 2023-12-25 23:05:54,570 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 7:27:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 3.6534, loss: 3.6534 2023-12-25 23:06:20,347 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 7:26:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9550, loss_cls: 3.7227, loss: 3.7227 2023-12-25 23:06:46,226 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 7:26:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 3.6537, loss: 3.6537 2023-12-25 23:07:11,554 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 7:25:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 3.7127, loss: 3.7127 2023-12-25 23:07:36,799 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 7:25:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.6453, loss: 3.6453 2023-12-25 23:08:01,848 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 7:24:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 3.6580, loss: 3.6580 2023-12-25 23:08:26,966 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 7:24:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 3.7043, loss: 3.7043 2023-12-25 23:08:52,308 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 7:23:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.6857, loss: 3.6857 2023-12-25 23:09:17,393 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 7:23:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 3.7054, loss: 3.7054 2023-12-25 23:09:42,653 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 7:22:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 3.6783, loss: 3.6783 2023-12-25 23:10:07,862 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 7:22:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 3.7174, loss: 3.7174 2023-12-25 23:10:33,156 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 7:21:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 3.6537, loss: 3.6537 2023-12-25 23:10:58,466 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 7:21:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 3.6652, loss: 3.6652 2023-12-25 23:11:23,710 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 7:20:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.6349, loss: 3.6349 2023-12-25 23:11:48,889 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 7:19:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 3.6905, loss: 3.6905 2023-12-25 23:12:13,989 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 7:19:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9613, loss_cls: 3.6523, loss: 3.6523 2023-12-25 23:12:39,706 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 7:18:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 3.6696, loss: 3.6696 2023-12-25 23:13:05,183 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 7:18:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 3.6955, loss: 3.6955 2023-12-25 23:13:30,396 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 7:17:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 3.6916, loss: 3.6916 2023-12-25 23:13:55,708 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 7:17:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 3.7347, loss: 3.7347 2023-12-25 23:14:21,502 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 7:16:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9519, loss_cls: 3.7796, loss: 3.7796 2023-12-25 23:14:46,886 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 7:16:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 3.8043, loss: 3.8043 2023-12-25 23:15:12,291 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 7:15:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 3.7266, loss: 3.7266 2023-12-25 23:15:37,803 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 7:15:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 3.6909, loss: 3.6909 2023-12-25 23:16:04,368 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 7:15:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 3.7503, loss: 3.7503 2023-12-25 23:16:30,898 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 7:14:37, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 3.7851, loss: 3.7851 2023-12-25 23:16:57,443 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 7:14:13, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 3.6552, loss: 3.6552 2023-12-25 23:17:23,997 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 7:13:49, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 3.6855, loss: 3.6855 2023-12-25 23:17:50,682 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 7:13:25, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.6800, loss: 3.6800 2023-12-25 23:18:16,422 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 7:12:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 3.7708, loss: 3.7708 2023-12-25 23:18:42,133 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 7:12:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 3.6441, loss: 3.6441 2023-12-25 23:19:07,775 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 7:11:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 3.7169, loss: 3.7169 2023-12-25 23:19:33,107 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 7:11:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 3.7629, loss: 3.7629 2023-12-25 23:19:35,263 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-25 23:24:00,832 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 23:24:01,477 - pyskl - INFO - top1_acc 0.7071 top5_acc 0.9267 2023-12-25 23:24:01,502 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7071, top5_acc: 0.9267 2023-12-25 23:24:54,940 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 7:13:17, time: 0.534, data_time: 0.281, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 3.6581, loss: 3.6581 2023-12-25 23:25:20,509 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 7:12:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 3.6856, loss: 3.6856 2023-12-25 23:25:46,294 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 7:12:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.6510, loss: 3.6510 2023-12-25 23:26:12,084 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 7:11:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 3.7042, loss: 3.7042 2023-12-25 23:26:37,405 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 7:11:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 3.5976, loss: 3.5976 2023-12-25 23:27:02,511 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 7:10:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 3.6550, loss: 3.6550 2023-12-25 23:27:27,561 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 7:10:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 3.6929, loss: 3.6929 2023-12-25 23:27:53,681 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 7:09:49, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 3.6919, loss: 3.6919 2023-12-25 23:28:20,250 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 7:09:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 3.7128, loss: 3.7128 2023-12-25 23:28:46,819 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 7:09:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 3.6931, loss: 3.6931 2023-12-25 23:29:13,380 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 7:08:36, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 3.7082, loss: 3.7082 2023-12-25 23:29:38,880 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 7:08:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 3.7718, loss: 3.7718 2023-12-25 23:30:04,233 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 7:07:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 3.6951, loss: 3.6951 2023-12-25 23:30:29,557 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 7:07:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 3.6469, loss: 3.6469 2023-12-25 23:30:55,891 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 7:06:40, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 3.6971, loss: 3.6971 2023-12-25 23:31:22,016 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 7:06:13, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9381, loss_cls: 3.7722, loss: 3.7722 2023-12-25 23:31:47,216 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 7:05:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 3.7275, loss: 3.7275 2023-12-25 23:32:12,794 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 7:05:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 3.7494, loss: 3.7494 2023-12-25 23:32:38,187 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 7:04:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9581, loss_cls: 3.7060, loss: 3.7060 2023-12-25 23:33:03,591 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 7:04:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 3.6727, loss: 3.6727 2023-12-25 23:33:28,973 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 7:03:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 3.7161, loss: 3.7161 2023-12-25 23:33:54,149 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 7:03:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 3.7328, loss: 3.7328 2023-12-25 23:34:19,491 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 7:02:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 3.7111, loss: 3.7111 2023-12-25 23:34:44,573 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 7:02:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 3.7648, loss: 3.7648 2023-12-25 23:35:09,720 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 7:01:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 3.7025, loss: 3.7025 2023-12-25 23:35:34,910 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 7:01:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9544, loss_cls: 3.7077, loss: 3.7077 2023-12-25 23:36:00,090 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 7:00:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9606, loss_cls: 3.6974, loss: 3.6974 2023-12-25 23:36:25,492 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 7:00:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 3.7138, loss: 3.7138 2023-12-25 23:36:50,685 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 6:59:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 3.6696, loss: 3.6696 2023-12-25 23:37:16,214 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 6:59:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 3.7421, loss: 3.7421 2023-12-25 23:37:41,520 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 6:58:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 3.7464, loss: 3.7464 2023-12-25 23:38:06,872 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 6:58:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 3.6901, loss: 3.6901 2023-12-25 23:38:32,324 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 6:57:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 3.7519, loss: 3.7519 2023-12-25 23:38:57,593 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 6:57:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 3.6979, loss: 3.6979 2023-12-25 23:38:59,577 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-25 23:43:24,613 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 23:43:25,251 - pyskl - INFO - top1_acc 0.7334 top5_acc 0.9413 2023-12-25 23:43:25,256 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_17.pth was removed 2023-12-25 23:43:25,466 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2023-12-25 23:43:25,468 - pyskl - INFO - Best top1_acc is 0.7334 at 25 epoch. 2023-12-25 23:43:25,493 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7334, top5_acc: 0.9413 2023-12-25 23:44:18,221 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 6:58:40, time: 0.527, data_time: 0.273, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 3.6470, loss: 3.6470 2023-12-25 23:44:43,758 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 6:58:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 3.6960, loss: 3.6960 2023-12-25 23:45:09,628 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 6:57:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 3.6508, loss: 3.6508 2023-12-25 23:45:35,472 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 6:57:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 3.6107, loss: 3.6107 2023-12-25 23:46:01,043 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 6:56:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.6370, loss: 3.6370 2023-12-25 23:46:26,298 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 6:56:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 3.7430, loss: 3.7430 2023-12-25 23:46:51,443 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 6:55:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.6720, loss: 3.6720 2023-12-25 23:47:16,561 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 6:55:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 3.7617, loss: 3.7617 2023-12-25 23:47:41,870 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 6:54:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 3.7266, loss: 3.7266 2023-12-25 23:48:07,583 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 6:54:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 3.6826, loss: 3.6826 2023-12-25 23:48:32,627 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 6:53:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 3.7165, loss: 3.7165 2023-12-25 23:48:57,737 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 6:53:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9475, loss_cls: 3.7466, loss: 3.7466 2023-12-25 23:49:22,701 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 6:52:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 3.6821, loss: 3.6821 2023-12-25 23:49:47,686 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 6:52:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 3.7177, loss: 3.7177 2023-12-25 23:50:12,650 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 6:51:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 3.7056, loss: 3.7056 2023-12-25 23:50:37,737 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 6:51:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 3.7364, loss: 3.7364 2023-12-25 23:51:03,040 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 6:50:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 3.6746, loss: 3.6746 2023-12-25 23:51:28,296 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 6:49:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 3.6950, loss: 3.6950 2023-12-25 23:51:53,357 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 6:49:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 3.7248, loss: 3.7248 2023-12-25 23:52:18,427 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 6:48:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 3.6942, loss: 3.6942 2023-12-25 23:52:43,760 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 6:48:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.6100, loss: 3.6100 2023-12-25 23:53:09,192 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 6:47:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 3.7509, loss: 3.7509 2023-12-25 23:53:34,637 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 6:47:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 3.6870, loss: 3.6870 2023-12-25 23:53:59,934 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 6:46:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 3.7516, loss: 3.7516 2023-12-25 23:54:25,193 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 6:46:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 3.7539, loss: 3.7539 2023-12-25 23:54:50,344 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 6:45:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 3.6823, loss: 3.6823 2023-12-25 23:55:16,482 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 6:45:27, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 3.7182, loss: 3.7182 2023-12-25 23:55:41,482 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 6:44:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 3.6718, loss: 3.6718 2023-12-25 23:56:06,916 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 6:44:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 3.6969, loss: 3.6969 2023-12-25 23:56:32,356 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 6:43:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 3.7424, loss: 3.7424 2023-12-25 23:56:58,028 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 6:43:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 3.7569, loss: 3.7569 2023-12-25 23:57:23,431 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 6:42:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 3.7262, loss: 3.7262 2023-12-25 23:57:48,787 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 6:42:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 3.7144, loss: 3.7144 2023-12-25 23:58:14,385 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 6:41:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9525, loss_cls: 3.7635, loss: 3.7635 2023-12-25 23:58:16,530 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-26 00:02:41,083 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 00:02:41,691 - pyskl - INFO - top1_acc 0.7010 top5_acc 0.9273 2023-12-26 00:02:41,716 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7010, top5_acc: 0.9273 2023-12-26 00:03:34,687 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 6:43:32, time: 0.530, data_time: 0.272, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 3.6482, loss: 3.6482 2023-12-26 00:04:00,244 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 6:43:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 3.6761, loss: 3.6761 2023-12-26 00:04:25,942 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 6:42:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.5972, loss: 3.5972 2023-12-26 00:04:51,825 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 6:42:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 3.6855, loss: 3.6855 2023-12-26 00:05:18,403 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 6:41:42, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.6356, loss: 3.6356 2023-12-26 00:05:44,886 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 6:41:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 3.6701, loss: 3.6701 2023-12-26 00:06:11,368 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 6:40:52, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.6476, loss: 3.6476 2023-12-26 00:06:37,848 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 6:40:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 3.7291, loss: 3.7291 2023-12-26 00:07:04,340 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 6:40:03, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 3.7180, loss: 3.7180 2023-12-26 00:07:30,817 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 6:39:38, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 3.7229, loss: 3.7229 2023-12-26 00:07:57,203 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 6:39:12, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 3.6990, loss: 3.6990 2023-12-26 00:08:22,535 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 6:38:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 3.6906, loss: 3.6906 2023-12-26 00:08:48,906 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 6:38:17, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 3.7112, loss: 3.7112 2023-12-26 00:09:14,718 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 6:37:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 3.6919, loss: 3.6919 2023-12-26 00:09:39,983 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 6:37:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 3.7000, loss: 3.7000 2023-12-26 00:10:05,205 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 6:36:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 3.6827, loss: 3.6827 2023-12-26 00:10:30,370 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 6:36:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 3.7067, loss: 3.7067 2023-12-26 00:10:55,916 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 6:35:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 3.7276, loss: 3.7276 2023-12-26 00:11:21,216 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 6:35:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.6410, loss: 3.6410 2023-12-26 00:11:47,635 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 6:34:51, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 3.6758, loss: 3.6758 2023-12-26 00:12:14,042 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 6:34:26, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 3.7140, loss: 3.7140 2023-12-26 00:12:39,399 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 6:33:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.6578, loss: 3.6578 2023-12-26 00:13:04,506 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 6:33:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 3.6756, loss: 3.6756 2023-12-26 00:13:30,296 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 6:32:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 3.6991, loss: 3.6991 2023-12-26 00:13:55,627 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 6:32:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 3.7679, loss: 3.7679 2023-12-26 00:14:20,877 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 6:31:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 3.7105, loss: 3.7105 2023-12-26 00:14:46,181 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 6:31:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 3.6587, loss: 3.6587 2023-12-26 00:15:11,440 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 6:30:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 3.7437, loss: 3.7437 2023-12-26 00:15:37,114 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 6:30:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.6339, loss: 3.6339 2023-12-26 00:16:02,854 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 6:29:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 3.6816, loss: 3.6816 2023-12-26 00:16:28,311 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 6:29:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 3.7255, loss: 3.7255 2023-12-26 00:16:53,730 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 6:28:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9500, loss_cls: 3.7151, loss: 3.7151 2023-12-26 00:17:19,095 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 6:28:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 3.7197, loss: 3.7197 2023-12-26 00:17:44,720 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 6:28:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 3.6836, loss: 3.6836 2023-12-26 00:17:46,651 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-26 00:22:11,789 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 00:22:12,424 - pyskl - INFO - top1_acc 0.7145 top5_acc 0.9372 2023-12-26 00:22:12,449 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7145, top5_acc: 0.9372 2023-12-26 00:23:05,063 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 6:29:27, time: 0.526, data_time: 0.272, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 3.6756, loss: 3.6756 2023-12-26 00:23:30,395 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 6:28:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 3.6600, loss: 3.6600 2023-12-26 00:23:56,182 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 6:28:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 3.6433, loss: 3.6433 2023-12-26 00:24:22,148 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 6:28:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 3.7132, loss: 3.7132 2023-12-26 00:24:48,143 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 6:27:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9525, loss_cls: 3.7059, loss: 3.7059 2023-12-26 00:25:13,357 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 6:27:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 3.6877, loss: 3.6877 2023-12-26 00:25:38,521 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 6:26:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 3.6798, loss: 3.6798 2023-12-26 00:26:03,605 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 6:26:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.6315, loss: 3.6315 2023-12-26 00:26:28,890 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 6:25:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 3.6206, loss: 3.6206 2023-12-26 00:26:54,275 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 6:25:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 3.6671, loss: 3.6671 2023-12-26 00:27:19,631 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 6:24:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.6520, loss: 3.6520 2023-12-26 00:27:44,708 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 6:24:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 3.6788, loss: 3.6788 2023-12-26 00:28:09,761 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 6:23:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.6966, loss: 3.6966 2023-12-26 00:28:35,004 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 6:22:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 3.6565, loss: 3.6565 2023-12-26 00:29:00,263 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 6:22:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 3.7211, loss: 3.7211 2023-12-26 00:29:25,503 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 6:21:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 3.7206, loss: 3.7206 2023-12-26 00:29:50,692 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 6:21:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 3.6598, loss: 3.6598 2023-12-26 00:30:15,935 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 6:20:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9475, loss_cls: 3.7540, loss: 3.7540 2023-12-26 00:30:41,061 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 6:20:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 3.6560, loss: 3.6560 2023-12-26 00:31:06,214 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 6:19:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.6207, loss: 3.6207 2023-12-26 00:31:31,323 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 6:19:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 3.7196, loss: 3.7196 2023-12-26 00:31:56,606 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 6:18:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 3.7183, loss: 3.7183 2023-12-26 00:32:22,015 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 6:18:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 3.6952, loss: 3.6952 2023-12-26 00:32:47,290 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 6:17:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 3.7234, loss: 3.7234 2023-12-26 00:33:12,688 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 6:17:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 3.7328, loss: 3.7328 2023-12-26 00:33:37,943 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 6:16:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 3.6647, loss: 3.6647 2023-12-26 00:34:03,114 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 6:16:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.6516, loss: 3.6516 2023-12-26 00:34:28,316 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 6:15:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 3.6613, loss: 3.6613 2023-12-26 00:34:53,747 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 6:15:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 3.6551, loss: 3.6551 2023-12-26 00:35:19,173 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 6:14:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9550, loss_cls: 3.7001, loss: 3.7001 2023-12-26 00:35:44,573 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 6:14:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 3.6895, loss: 3.6895 2023-12-26 00:36:10,079 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 6:13:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 3.7039, loss: 3.7039 2023-12-26 00:36:35,754 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 6:13:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 3.6724, loss: 3.6724 2023-12-26 00:37:01,310 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 6:12:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9406, loss_cls: 3.7113, loss: 3.7113 2023-12-26 00:37:03,239 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-26 00:41:29,111 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 00:41:29,735 - pyskl - INFO - top1_acc 0.7292 top5_acc 0.9327 2023-12-26 00:41:29,760 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7292, top5_acc: 0.9327 2023-12-26 00:42:22,331 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 6:14:18, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 3.6690, loss: 3.6690 2023-12-26 00:42:48,000 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 6:13:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 3.7249, loss: 3.7249 2023-12-26 00:43:13,851 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 6:13:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.6044, loss: 3.6044 2023-12-26 00:43:39,575 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 6:12:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 3.6929, loss: 3.6929 2023-12-26 00:44:05,009 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 6:12:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 3.6979, loss: 3.6979 2023-12-26 00:44:31,297 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 6:11:58, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.6684, loss: 3.6684 2023-12-26 00:44:57,456 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 6:11:31, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.6107, loss: 3.6107 2023-12-26 00:45:22,789 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 6:11:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 3.6614, loss: 3.6614 2023-12-26 00:45:48,202 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 6:10:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 3.6626, loss: 3.6626 2023-12-26 00:46:13,505 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 6:10:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 3.7321, loss: 3.7321 2023-12-26 00:46:38,607 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 6:09:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 3.7116, loss: 3.7116 2023-12-26 00:47:04,172 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 6:09:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 3.7380, loss: 3.7380 2023-12-26 00:47:30,602 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 6:08:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 3.6867, loss: 3.6867 2023-12-26 00:47:56,890 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 6:08:10, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 3.6462, loss: 3.6462 2023-12-26 00:48:22,132 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 6:07:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 3.7046, loss: 3.7046 2023-12-26 00:48:47,267 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 6:07:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9556, loss_cls: 3.6905, loss: 3.6905 2023-12-26 00:49:12,437 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 6:06:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 3.6393, loss: 3.6393 2023-12-26 00:49:37,662 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 6:06:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 3.6959, loss: 3.6959 2023-12-26 00:50:02,793 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 6:05:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 3.6641, loss: 3.6641 2023-12-26 00:50:27,802 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 6:05:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 3.7302, loss: 3.7302 2023-12-26 00:50:53,460 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 6:04:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 3.6396, loss: 3.6396 2023-12-26 00:51:18,665 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 6:04:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 3.6876, loss: 3.6876 2023-12-26 00:51:44,032 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 6:03:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.5871, loss: 3.5871 2023-12-26 00:52:09,119 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 6:03:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 3.7312, loss: 3.7312 2023-12-26 00:52:34,284 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 6:02:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 3.6413, loss: 3.6413 2023-12-26 00:52:59,573 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 6:02:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 3.6613, loss: 3.6613 2023-12-26 00:53:24,758 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 6:01:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 3.7405, loss: 3.7405 2023-12-26 00:53:50,029 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 6:01:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9356, loss_cls: 3.7385, loss: 3.7385 2023-12-26 00:54:15,640 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 6:00:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 3.6525, loss: 3.6525 2023-12-26 00:54:41,199 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 6:00:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 3.7078, loss: 3.7078 2023-12-26 00:55:06,853 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 5:59:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.6646, loss: 3.6646 2023-12-26 00:55:32,468 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 5:59:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 3.6704, loss: 3.6704 2023-12-26 00:55:58,031 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 5:58:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 3.6541, loss: 3.6541 2023-12-26 00:56:23,600 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 5:58:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 3.6885, loss: 3.6885 2023-12-26 00:56:25,544 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-26 01:00:50,907 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 01:00:51,511 - pyskl - INFO - top1_acc 0.7605 top5_acc 0.9465 2023-12-26 01:00:51,516 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_25.pth was removed 2023-12-26 01:00:51,725 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. 2023-12-26 01:00:51,727 - pyskl - INFO - Best top1_acc is 0.7605 at 29 epoch. 2023-12-26 01:00:51,751 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7605, top5_acc: 0.9465 2023-12-26 01:01:44,408 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 5:59:31, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.5769, loss: 3.5769 2023-12-26 01:02:09,709 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 5:59:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 3.6550, loss: 3.6550 2023-12-26 01:02:35,296 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 5:58:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 3.6618, loss: 3.6618 2023-12-26 01:03:00,902 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 5:58:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.6629, loss: 3.6629 2023-12-26 01:03:26,119 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 5:57:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 3.7154, loss: 3.7154 2023-12-26 01:03:51,220 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 5:57:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 3.6781, loss: 3.6781 2023-12-26 01:04:16,547 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 5:56:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 3.7245, loss: 3.7245 2023-12-26 01:04:42,032 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 5:56:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 3.6445, loss: 3.6445 2023-12-26 01:05:07,290 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 5:55:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 3.7488, loss: 3.7488 2023-12-26 01:05:32,404 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 5:55:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 3.6242, loss: 3.6242 2023-12-26 01:05:57,475 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 5:54:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 3.6960, loss: 3.6960 2023-12-26 01:06:22,730 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 5:54:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.6627, loss: 3.6627 2023-12-26 01:06:47,806 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 5:53:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.6719, loss: 3.6719 2023-12-26 01:07:13,219 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 5:53:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 3.6851, loss: 3.6851 2023-12-26 01:07:38,732 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 5:52:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.6317, loss: 3.6317 2023-12-26 01:08:04,206 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 5:52:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.6756, loss: 3.6756 2023-12-26 01:08:29,281 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 5:51:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.6629, loss: 3.6629 2023-12-26 01:08:54,234 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 5:51:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 3.7089, loss: 3.7089 2023-12-26 01:09:19,182 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 5:50:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 3.6953, loss: 3.6953 2023-12-26 01:09:44,403 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 5:49:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 3.7288, loss: 3.7288 2023-12-26 01:10:09,507 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 5:49:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 3.7272, loss: 3.7272 2023-12-26 01:10:34,504 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 5:48:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9375, loss_cls: 3.7549, loss: 3.7549 2023-12-26 01:10:59,545 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 5:48:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9431, loss_cls: 3.6920, loss: 3.6920 2023-12-26 01:11:24,653 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 5:47:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 3.6990, loss: 3.6990 2023-12-26 01:11:49,802 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 5:47:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.6194, loss: 3.6194 2023-12-26 01:12:14,961 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 5:46:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.6124, loss: 3.6124 2023-12-26 01:12:40,131 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 5:46:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 3.6918, loss: 3.6918 2023-12-26 01:13:05,346 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 5:45:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 3.6652, loss: 3.6652 2023-12-26 01:13:30,622 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 5:45:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 3.6662, loss: 3.6662 2023-12-26 01:13:56,222 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 5:44:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 3.7154, loss: 3.7154 2023-12-26 01:14:21,434 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 5:44:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 3.6447, loss: 3.6447 2023-12-26 01:14:46,678 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 5:43:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 3.6528, loss: 3.6528 2023-12-26 01:15:12,080 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 5:43:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 3.6665, loss: 3.6665 2023-12-26 01:15:37,873 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 5:43:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 3.6959, loss: 3.6959 2023-12-26 01:15:39,790 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-26 01:20:04,768 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 01:20:05,385 - pyskl - INFO - top1_acc 0.7157 top5_acc 0.9371 2023-12-26 01:20:05,410 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7157, top5_acc: 0.9371 2023-12-26 01:20:58,873 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 5:44:16, time: 0.535, data_time: 0.276, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 3.6796, loss: 3.6796 2023-12-26 01:21:24,075 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 5:43:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.6501, loss: 3.6501 2023-12-26 01:21:49,695 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 5:43:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 3.6127, loss: 3.6127 2023-12-26 01:22:15,711 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 5:42:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 3.6596, loss: 3.6596 2023-12-26 01:22:41,001 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 5:42:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 3.6818, loss: 3.6818 2023-12-26 01:23:06,396 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 5:41:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 3.7031, loss: 3.7031 2023-12-26 01:23:31,515 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 5:41:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 3.6659, loss: 3.6659 2023-12-26 01:23:56,625 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 5:40:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 3.6683, loss: 3.6683 2023-12-26 01:24:21,821 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 5:40:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 3.7064, loss: 3.7064 2023-12-26 01:24:47,069 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 5:39:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 3.6816, loss: 3.6816 2023-12-26 01:25:12,319 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 5:39:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 3.6752, loss: 3.6752 2023-12-26 01:25:38,210 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 5:38:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.6209, loss: 3.6209 2023-12-26 01:26:03,658 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 5:38:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 3.6149, loss: 3.6149 2023-12-26 01:26:28,809 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 5:37:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 3.6527, loss: 3.6527 2023-12-26 01:26:53,917 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 5:37:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.6595, loss: 3.6595 2023-12-26 01:27:19,122 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 5:36:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 3.6491, loss: 3.6491 2023-12-26 01:27:44,513 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 5:36:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 3.6703, loss: 3.6703 2023-12-26 01:28:10,219 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 5:35:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.6685, loss: 3.6685 2023-12-26 01:28:35,396 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 5:35:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 3.6993, loss: 3.6993 2023-12-26 01:29:00,433 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 5:34:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 3.6396, loss: 3.6396 2023-12-26 01:29:25,850 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 5:34:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 3.6866, loss: 3.6866 2023-12-26 01:29:50,917 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 5:33:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.6625, loss: 3.6625 2023-12-26 01:30:15,926 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 5:33:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.6278, loss: 3.6278 2023-12-26 01:30:41,153 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 5:32:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 3.6992, loss: 3.6992 2023-12-26 01:31:06,370 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 5:32:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 3.7126, loss: 3.7126 2023-12-26 01:31:31,359 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 5:31:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 3.6526, loss: 3.6526 2023-12-26 01:31:56,594 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 5:31:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 3.6067, loss: 3.6067 2023-12-26 01:32:21,656 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 5:30:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 3.6281, loss: 3.6281 2023-12-26 01:32:46,879 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 5:30:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 3.7009, loss: 3.7009 2023-12-26 01:33:12,309 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 5:29:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 3.6872, loss: 3.6872 2023-12-26 01:33:37,277 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 5:29:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 3.7025, loss: 3.7025 2023-12-26 01:34:02,266 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 5:28:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.6394, loss: 3.6394 2023-12-26 01:34:27,246 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 5:28:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 3.6843, loss: 3.6843 2023-12-26 01:34:52,285 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 5:27:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 3.7255, loss: 3.7255 2023-12-26 01:34:54,394 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-26 01:39:20,327 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 01:39:20,969 - pyskl - INFO - top1_acc 0.7427 top5_acc 0.9430 2023-12-26 01:39:20,994 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7427, top5_acc: 0.9430 2023-12-26 01:40:14,797 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 5:29:04, time: 0.538, data_time: 0.276, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 3.6113, loss: 3.6113 2023-12-26 01:40:40,724 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 5:28:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.5922, loss: 3.5922 2023-12-26 01:41:06,761 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 5:28:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.6230, loss: 3.6230 2023-12-26 01:41:32,439 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 5:27:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 3.6899, loss: 3.6899 2023-12-26 01:41:58,088 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 5:27:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.6199, loss: 3.6199 2023-12-26 01:42:23,343 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 5:26:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.6532, loss: 3.6532 2023-12-26 01:42:48,598 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 5:26:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 3.6804, loss: 3.6804 2023-12-26 01:43:13,923 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 5:25:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 3.6465, loss: 3.6465 2023-12-26 01:43:39,021 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 5:25:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 3.7125, loss: 3.7125 2023-12-26 01:44:04,057 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 5:24:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.6440, loss: 3.6440 2023-12-26 01:44:29,281 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 5:24:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.6077, loss: 3.6077 2023-12-26 01:44:54,412 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 5:23:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 3.6638, loss: 3.6638 2023-12-26 01:45:19,510 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 5:23:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 3.6836, loss: 3.6836 2023-12-26 01:45:44,739 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 5:22:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 3.6818, loss: 3.6818 2023-12-26 01:46:09,898 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 5:22:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.6346, loss: 3.6346 2023-12-26 01:46:35,061 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 5:21:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.6378, loss: 3.6378 2023-12-26 01:47:00,363 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 5:21:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 3.6270, loss: 3.6270 2023-12-26 01:47:25,841 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 5:20:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9369, loss_cls: 3.7153, loss: 3.7153 2023-12-26 01:47:50,897 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 5:20:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 3.7030, loss: 3.7030 2023-12-26 01:48:15,933 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 5:19:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 3.6258, loss: 3.6258 2023-12-26 01:48:41,073 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 5:19:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.6115, loss: 3.6115 2023-12-26 01:49:06,092 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 5:18:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 3.6479, loss: 3.6479 2023-12-26 01:49:31,219 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 5:18:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 3.7157, loss: 3.7157 2023-12-26 01:49:56,320 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 5:17:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 3.6842, loss: 3.6842 2023-12-26 01:50:21,779 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 5:17:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.6376, loss: 3.6376 2023-12-26 01:50:47,450 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 5:16:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 3.7087, loss: 3.7087 2023-12-26 01:51:12,548 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 5:16:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 3.6403, loss: 3.6403 2023-12-26 01:51:38,016 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 5:15:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 3.7010, loss: 3.7010 2023-12-26 01:52:03,372 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 5:15:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.6415, loss: 3.6415 2023-12-26 01:52:29,809 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 5:14:52, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 3.6884, loss: 3.6884 2023-12-26 01:52:56,403 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 5:14:27, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 3.7473, loss: 3.7473 2023-12-26 01:53:22,993 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 5:14:02, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 3.6681, loss: 3.6681 2023-12-26 01:53:48,794 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 5:13:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.6207, loss: 3.6207 2023-12-26 01:54:14,398 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 5:13:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 3.7395, loss: 3.7395 2023-12-26 01:54:16,365 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-26 01:58:40,944 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 01:58:41,619 - pyskl - INFO - top1_acc 0.7151 top5_acc 0.9355 2023-12-26 01:58:41,644 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7151, top5_acc: 0.9355 2023-12-26 01:59:35,120 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 5:14:15, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 3.7058, loss: 3.7058 2023-12-26 02:00:00,127 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 5:13:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.6010, loss: 3.6010 2023-12-26 02:00:25,491 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 5:13:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.5675, loss: 3.5675 2023-12-26 02:00:50,929 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 5:12:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9469, loss_cls: 3.5906, loss: 3.5906 2023-12-26 02:01:16,243 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 5:12:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.6410, loss: 3.6410 2023-12-26 02:01:41,461 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 5:11:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.6333, loss: 3.6333 2023-12-26 02:02:06,695 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 5:11:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.6417, loss: 3.6417 2023-12-26 02:02:31,778 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 5:10:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.5805, loss: 3.5805 2023-12-26 02:02:57,010 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 5:10:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.6596, loss: 3.6596 2023-12-26 02:03:22,134 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 5:09:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 3.6538, loss: 3.6538 2023-12-26 02:03:47,441 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 5:09:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 3.6275, loss: 3.6275 2023-12-26 02:04:12,747 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 5:08:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 3.6981, loss: 3.6981 2023-12-26 02:04:38,201 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 5:08:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 3.6599, loss: 3.6599 2023-12-26 02:05:03,807 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 5:07:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9550, loss_cls: 3.6924, loss: 3.6924 2023-12-26 02:05:29,399 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 5:07:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 3.6389, loss: 3.6389 2023-12-26 02:05:54,726 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 5:06:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 3.7089, loss: 3.7089 2023-12-26 02:06:19,950 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 5:06:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 3.6248, loss: 3.6248 2023-12-26 02:06:45,219 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 5:05:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 3.6150, loss: 3.6150 2023-12-26 02:07:10,190 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 5:05:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 3.6570, loss: 3.6570 2023-12-26 02:07:35,149 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 5:04:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 3.6726, loss: 3.6726 2023-12-26 02:08:00,122 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 5:04:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 3.6960, loss: 3.6960 2023-12-26 02:08:25,088 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 5:03:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 3.6361, loss: 3.6361 2023-12-26 02:08:50,017 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 5:03:21, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.6362, loss: 3.6362 2023-12-26 02:09:14,976 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 5:02:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 3.6657, loss: 3.6657 2023-12-26 02:09:39,929 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 5:02:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 3.7053, loss: 3.7053 2023-12-26 02:10:04,896 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 5:01:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9613, loss_cls: 3.6611, loss: 3.6611 2023-12-26 02:10:29,857 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 5:01:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 3.6451, loss: 3.6451 2023-12-26 02:10:54,807 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 5:00:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.6298, loss: 3.6298 2023-12-26 02:11:19,956 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 5:00:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.6261, loss: 3.6261 2023-12-26 02:11:45,618 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 4:59:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9487, loss_cls: 3.6303, loss: 3.6303 2023-12-26 02:12:11,315 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 4:59:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 3.6554, loss: 3.6554 2023-12-26 02:12:36,555 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 4:58:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 3.6891, loss: 3.6891 2023-12-26 02:13:01,593 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 4:58:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 3.6258, loss: 3.6258 2023-12-26 02:13:26,657 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 4:57:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 3.7012, loss: 3.7012 2023-12-26 02:13:28,640 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-26 02:17:54,603 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 02:17:55,251 - pyskl - INFO - top1_acc 0.7337 top5_acc 0.9418 2023-12-26 02:17:55,285 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7337, top5_acc: 0.9418 2023-12-26 02:18:48,627 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 4:58:56, time: 0.533, data_time: 0.280, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.5896, loss: 3.5896 2023-12-26 02:19:14,769 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 4:58:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 3.5909, loss: 3.5909 2023-12-26 02:19:40,600 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 4:58:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.5573, loss: 3.5573 2023-12-26 02:20:06,139 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 4:57:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 3.6376, loss: 3.6376 2023-12-26 02:20:31,740 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 4:57:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 3.6680, loss: 3.6680 2023-12-26 02:20:57,008 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 4:56:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 3.6753, loss: 3.6753 2023-12-26 02:21:22,222 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 4:56:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9650, loss_cls: 3.6552, loss: 3.6552 2023-12-26 02:21:47,361 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 4:55:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 3.6120, loss: 3.6120 2023-12-26 02:22:12,447 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 4:55:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 3.7228, loss: 3.7228 2023-12-26 02:22:37,473 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 4:54:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 3.6574, loss: 3.6574 2023-12-26 02:23:02,708 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 4:54:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.6654, loss: 3.6654 2023-12-26 02:23:27,791 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 4:53:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.6329, loss: 3.6329 2023-12-26 02:23:53,146 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 4:53:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 3.6516, loss: 3.6516 2023-12-26 02:24:18,311 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 4:52:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 3.6662, loss: 3.6662 2023-12-26 02:24:43,385 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 4:52:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9513, loss_cls: 3.6163, loss: 3.6163 2023-12-26 02:25:08,579 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 4:51:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 3.6581, loss: 3.6581 2023-12-26 02:25:34,155 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 4:51:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.6025, loss: 3.6025 2023-12-26 02:25:59,644 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 4:50:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.6359, loss: 3.6359 2023-12-26 02:26:24,797 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 4:50:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 3.6846, loss: 3.6846 2023-12-26 02:26:49,881 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 4:49:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 3.7071, loss: 3.7071 2023-12-26 02:27:15,065 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 4:49:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 3.7040, loss: 3.7040 2023-12-26 02:27:40,179 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 4:48:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 3.6384, loss: 3.6384 2023-12-26 02:28:05,228 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 4:48:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.6466, loss: 3.6466 2023-12-26 02:28:30,732 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 4:47:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9425, loss_cls: 3.6661, loss: 3.6661 2023-12-26 02:28:55,997 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 4:47:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 3.6730, loss: 3.6730 2023-12-26 02:29:21,457 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 4:46:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 3.6847, loss: 3.6847 2023-12-26 02:29:46,891 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 4:46:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 3.6724, loss: 3.6724 2023-12-26 02:30:12,024 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 4:45:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 3.6813, loss: 3.6813 2023-12-26 02:30:37,286 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 4:45:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.6780, loss: 3.6780 2023-12-26 02:31:02,980 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 4:44:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 3.6930, loss: 3.6930 2023-12-26 02:31:28,584 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 4:44:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 3.6362, loss: 3.6362 2023-12-26 02:31:53,893 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 4:43:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 3.6406, loss: 3.6406 2023-12-26 02:32:19,504 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 4:43:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 3.6604, loss: 3.6604 2023-12-26 02:32:45,341 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 4:42:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9563, loss_cls: 3.7009, loss: 3.7009 2023-12-26 02:32:47,429 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-26 02:37:12,931 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 02:37:13,573 - pyskl - INFO - top1_acc 0.7231 top5_acc 0.9362 2023-12-26 02:37:13,599 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7231, top5_acc: 0.9362 2023-12-26 02:38:07,512 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 4:44:00, time: 0.539, data_time: 0.286, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.6299, loss: 3.6299 2023-12-26 02:38:32,763 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 4:43:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.6018, loss: 3.6018 2023-12-26 02:38:58,222 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 4:43:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 3.6012, loss: 3.6012 2023-12-26 02:39:23,673 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 4:42:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 3.6470, loss: 3.6470 2023-12-26 02:39:48,795 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 4:42:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 3.6493, loss: 3.6493 2023-12-26 02:40:14,390 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 4:41:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 3.6577, loss: 3.6577 2023-12-26 02:40:39,599 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 4:41:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.6409, loss: 3.6409 2023-12-26 02:41:04,929 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 4:40:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 3.6751, loss: 3.6751 2023-12-26 02:41:30,663 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 4:40:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.6470, loss: 3.6470 2023-12-26 02:41:56,847 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 4:39:42, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.6072, loss: 3.6072 2023-12-26 02:42:21,865 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 4:39:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.5961, loss: 3.5961 2023-12-26 02:42:47,177 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 4:38:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9544, loss_cls: 3.5997, loss: 3.5997 2023-12-26 02:43:12,433 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 4:38:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.6422, loss: 3.6422 2023-12-26 02:43:37,717 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 4:37:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9619, loss_cls: 3.6335, loss: 3.6335 2023-12-26 02:44:02,733 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 4:37:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 3.6081, loss: 3.6081 2023-12-26 02:44:27,662 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 4:36:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 3.6526, loss: 3.6526 2023-12-26 02:44:52,597 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 4:36:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 3.6788, loss: 3.6788 2023-12-26 02:45:17,820 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 4:35:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.6326, loss: 3.6326 2023-12-26 02:45:43,484 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 4:35:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 3.6863, loss: 3.6863 2023-12-26 02:46:08,832 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 4:34:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 3.6757, loss: 3.6757 2023-12-26 02:46:34,092 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 4:34:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 3.6298, loss: 3.6298 2023-12-26 02:46:59,227 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 4:33:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 3.6433, loss: 3.6433 2023-12-26 02:47:24,313 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 4:33:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.6610, loss: 3.6610 2023-12-26 02:47:49,657 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 4:32:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 3.6243, loss: 3.6243 2023-12-26 02:48:15,047 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 4:32:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 3.6717, loss: 3.6717 2023-12-26 02:48:40,355 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 4:31:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 3.6500, loss: 3.6500 2023-12-26 02:49:05,647 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 4:31:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 3.6240, loss: 3.6240 2023-12-26 02:49:31,071 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 4:30:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 3.6553, loss: 3.6553 2023-12-26 02:49:56,194 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 4:30:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.6426, loss: 3.6426 2023-12-26 02:50:21,696 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 4:29:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 3.6808, loss: 3.6808 2023-12-26 02:50:47,594 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 4:29:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 3.6671, loss: 3.6671 2023-12-26 02:51:12,970 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 4:29:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 3.7147, loss: 3.7147 2023-12-26 02:51:38,657 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 4:28:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 3.7410, loss: 3.7410 2023-12-26 02:52:03,978 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 4:28:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 3.6360, loss: 3.6360 2023-12-26 02:52:05,980 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-26 02:56:31,518 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 02:56:32,219 - pyskl - INFO - top1_acc 0.7391 top5_acc 0.9418 2023-12-26 02:56:32,244 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7391, top5_acc: 0.9418 2023-12-26 02:57:26,340 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 4:29:03, time: 0.541, data_time: 0.285, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 3.6715, loss: 3.6715 2023-12-26 02:57:51,905 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 4:28:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 3.6386, loss: 3.6386 2023-12-26 02:58:17,574 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 4:28:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 3.6624, loss: 3.6624 2023-12-26 02:58:43,588 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 4:27:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.6415, loss: 3.6415 2023-12-26 02:59:10,270 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 4:27:15, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.6582, loss: 3.6582 2023-12-26 02:59:35,938 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 4:26:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.6155, loss: 3.6155 2023-12-26 03:00:01,370 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 4:26:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.6083, loss: 3.6083 2023-12-26 03:00:26,491 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 4:25:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 3.6448, loss: 3.6448 2023-12-26 03:00:51,525 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 4:25:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.6579, loss: 3.6579 2023-12-26 03:01:16,553 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 4:24:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.5897, loss: 3.5897 2023-12-26 03:01:41,594 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 4:24:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 3.5949, loss: 3.5949 2023-12-26 03:02:06,712 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 4:23:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.6337, loss: 3.6337 2023-12-26 03:02:31,768 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 4:23:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 3.6881, loss: 3.6881 2023-12-26 03:02:56,727 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 4:22:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 3.6616, loss: 3.6616 2023-12-26 03:03:21,716 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 4:22:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.6800, loss: 3.6800 2023-12-26 03:03:46,724 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 4:21:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 3.7189, loss: 3.7189 2023-12-26 03:04:11,714 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 4:21:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.5946, loss: 3.5946 2023-12-26 03:04:36,809 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 4:20:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 3.6461, loss: 3.6461 2023-12-26 03:05:02,073 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 4:20:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.6077, loss: 3.6077 2023-12-26 03:05:27,192 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 4:19:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.6232, loss: 3.6232 2023-12-26 03:05:52,180 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 4:19:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 3.6616, loss: 3.6616 2023-12-26 03:06:17,180 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 4:18:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9625, loss_cls: 3.6365, loss: 3.6365 2023-12-26 03:06:42,170 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 4:18:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 3.6577, loss: 3.6577 2023-12-26 03:07:07,290 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 4:17:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.6059, loss: 3.6059 2023-12-26 03:07:32,626 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 4:17:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 3.6899, loss: 3.6899 2023-12-26 03:07:57,875 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 4:16:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 3.7110, loss: 3.7110 2023-12-26 03:08:22,956 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 4:16:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 3.6668, loss: 3.6668 2023-12-26 03:08:48,021 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 4:15:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 3.6936, loss: 3.6936 2023-12-26 03:09:13,114 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 4:15:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 3.6487, loss: 3.6487 2023-12-26 03:09:38,470 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 4:14:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.6693, loss: 3.6693 2023-12-26 03:10:04,781 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 4:14:30, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 3.7091, loss: 3.7091 2023-12-26 03:10:30,737 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 4:14:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9487, loss_cls: 3.6061, loss: 3.6061 2023-12-26 03:10:56,263 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 4:13:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 3.6693, loss: 3.6693 2023-12-26 03:11:21,946 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 4:13:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.6206, loss: 3.6206 2023-12-26 03:11:23,980 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-26 03:15:49,960 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 03:15:50,564 - pyskl - INFO - top1_acc 0.7540 top5_acc 0.9449 2023-12-26 03:15:50,589 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7540, top5_acc: 0.9449 2023-12-26 03:16:44,079 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 4:14:02, time: 0.535, data_time: 0.279, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.5869, loss: 3.5869 2023-12-26 03:17:09,790 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 4:13:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.5573, loss: 3.5573 2023-12-26 03:17:35,758 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 4:13:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.5514, loss: 3.5514 2023-12-26 03:18:01,270 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 4:12:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.6239, loss: 3.6239 2023-12-26 03:18:26,568 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 4:12:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.5852, loss: 3.5852 2023-12-26 03:18:51,705 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 4:11:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.6178, loss: 3.6178 2023-12-26 03:19:17,919 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 4:11:14, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 3.5902, loss: 3.5902 2023-12-26 03:19:43,290 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 4:10:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 3.5943, loss: 3.5943 2023-12-26 03:20:08,510 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 4:10:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.5761, loss: 3.5761 2023-12-26 03:20:34,432 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 4:09:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 3.6426, loss: 3.6426 2023-12-26 03:20:59,608 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 4:09:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 3.6079, loss: 3.6079 2023-12-26 03:21:24,631 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 4:08:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 3.6304, loss: 3.6304 2023-12-26 03:21:50,242 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 4:08:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9469, loss_cls: 3.6725, loss: 3.6725 2023-12-26 03:22:15,558 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 4:07:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 3.6456, loss: 3.6456 2023-12-26 03:22:40,785 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 4:07:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.6531, loss: 3.6531 2023-12-26 03:23:05,882 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 4:06:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.5821, loss: 3.5821 2023-12-26 03:23:31,270 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 4:06:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.6009, loss: 3.6009 2023-12-26 03:23:57,731 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 4:06:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.6304, loss: 3.6304 2023-12-26 03:24:23,545 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 4:05:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.6419, loss: 3.6419 2023-12-26 03:24:48,783 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 4:05:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 3.6368, loss: 3.6368 2023-12-26 03:25:14,580 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 4:04:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9513, loss_cls: 3.6339, loss: 3.6339 2023-12-26 03:25:39,559 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 4:04:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 3.7729, loss: 3.7729 2023-12-26 03:26:04,490 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 4:03:37, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 3.6885, loss: 3.6885 2023-12-26 03:26:29,575 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 4:03:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 3.5965, loss: 3.5965 2023-12-26 03:26:54,626 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 4:02:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.6304, loss: 3.6304 2023-12-26 03:27:19,744 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 4:02:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 3.6836, loss: 3.6836 2023-12-26 03:27:44,837 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 4:01:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 3.6978, loss: 3.6978 2023-12-26 03:28:10,926 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 4:01:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 3.6702, loss: 3.6702 2023-12-26 03:28:36,825 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 4:00:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.6220, loss: 3.6220 2023-12-26 03:29:02,439 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 4:00:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 3.6965, loss: 3.6965 2023-12-26 03:29:28,161 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 3:59:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9656, loss_cls: 3.6448, loss: 3.6448 2023-12-26 03:29:53,701 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 3:59:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 3.6971, loss: 3.6971 2023-12-26 03:30:19,247 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 3:58:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 3.5710, loss: 3.5710 2023-12-26 03:30:44,666 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 3:58:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 3.6667, loss: 3.6667 2023-12-26 03:30:46,703 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-26 03:35:12,451 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 03:35:13,086 - pyskl - INFO - top1_acc 0.7145 top5_acc 0.9321 2023-12-26 03:35:13,112 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7145, top5_acc: 0.9321 2023-12-26 03:36:06,192 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 3:59:16, time: 0.531, data_time: 0.278, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.6065, loss: 3.6065 2023-12-26 03:36:31,560 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 3:58:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.6001, loss: 3.6001 2023-12-26 03:36:57,739 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 3:58:21, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.6026, loss: 3.6026 2023-12-26 03:37:23,450 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 3:57:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 3.6408, loss: 3.6408 2023-12-26 03:37:48,612 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 3:57:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.6617, loss: 3.6617 2023-12-26 03:38:13,782 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 3:56:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 3.6652, loss: 3.6652 2023-12-26 03:38:39,213 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 3:56:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 3.6474, loss: 3.6474 2023-12-26 03:39:04,479 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 3:55:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 3.6655, loss: 3.6655 2023-12-26 03:39:29,824 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 3:55:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.6002, loss: 3.6002 2023-12-26 03:39:54,859 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 3:54:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.5938, loss: 3.5938 2023-12-26 03:40:19,891 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 3:54:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.5926, loss: 3.5926 2023-12-26 03:40:44,885 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 3:53:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.6073, loss: 3.6073 2023-12-26 03:41:09,901 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 3:53:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 3.7030, loss: 3.7030 2023-12-26 03:41:34,945 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 3:53:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 3.6514, loss: 3.6514 2023-12-26 03:42:00,181 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 3:52:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9456, loss_cls: 3.6450, loss: 3.6450 2023-12-26 03:42:25,442 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 3:52:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.6470, loss: 3.6470 2023-12-26 03:42:50,718 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 3:51:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.6057, loss: 3.6057 2023-12-26 03:43:15,836 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 3:51:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 3.6754, loss: 3.6754 2023-12-26 03:43:40,827 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 3:50:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 3.6513, loss: 3.6513 2023-12-26 03:44:05,812 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 3:50:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9663, loss_cls: 3.6361, loss: 3.6361 2023-12-26 03:44:30,790 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 3:49:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 3.6472, loss: 3.6472 2023-12-26 03:44:55,888 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 3:49:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 3.6716, loss: 3.6716 2023-12-26 03:45:21,052 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 3:48:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 3.6619, loss: 3.6619 2023-12-26 03:45:46,100 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 3:48:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 3.6893, loss: 3.6893 2023-12-26 03:46:11,193 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 3:47:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 3.6038, loss: 3.6038 2023-12-26 03:46:36,271 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 3:47:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 3.5896, loss: 3.5896 2023-12-26 03:47:01,240 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 3:46:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.6312, loss: 3.6312 2023-12-26 03:47:26,245 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 3:46:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 3.6581, loss: 3.6581 2023-12-26 03:47:51,361 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 3:45:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 3.6708, loss: 3.6708 2023-12-26 03:48:16,806 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 3:45:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 3.6642, loss: 3.6642 2023-12-26 03:48:42,227 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 3:44:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.6103, loss: 3.6103 2023-12-26 03:49:07,577 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 3:44:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.6742, loss: 3.6742 2023-12-26 03:49:32,801 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 3:43:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.6041, loss: 3.6041 2023-12-26 03:49:57,782 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 3:43:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 3.6540, loss: 3.6540 2023-12-26 03:49:59,847 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-26 03:54:25,454 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 03:54:26,072 - pyskl - INFO - top1_acc 0.7191 top5_acc 0.9372 2023-12-26 03:54:26,097 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7191, top5_acc: 0.9372 2023-12-26 03:55:19,295 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 3:44:03, time: 0.532, data_time: 0.277, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 3.6149, loss: 3.6149 2023-12-26 03:55:44,622 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 3:43:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 3.6483, loss: 3.6483 2023-12-26 03:56:10,478 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 3:43:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 3.5716, loss: 3.5716 2023-12-26 03:56:36,838 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 3:42:41, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 3.5797, loss: 3.5797 2023-12-26 03:57:02,120 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 3:42:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.6292, loss: 3.6292 2023-12-26 03:57:27,020 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 3:41:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.6278, loss: 3.6278 2023-12-26 03:57:52,192 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 3:41:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 3.6564, loss: 3.6564 2023-12-26 03:58:17,565 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 3:40:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.5823, loss: 3.5823 2023-12-26 03:58:43,035 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 3:40:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.6566, loss: 3.6566 2023-12-26 03:59:08,247 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 3:39:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.6344, loss: 3.6344 2023-12-26 03:59:33,394 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 3:39:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 3.5820, loss: 3.5820 2023-12-26 03:59:58,421 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 3:38:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 3.6450, loss: 3.6450 2023-12-26 04:00:23,436 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 3:38:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.6175, loss: 3.6175 2023-12-26 04:00:48,477 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 3:37:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 3.6736, loss: 3.6736 2023-12-26 04:01:13,431 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 3:37:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.5666, loss: 3.5666 2023-12-26 04:01:38,589 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 3:36:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 3.6981, loss: 3.6981 2023-12-26 04:02:03,688 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 3:36:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 3.6109, loss: 3.6109 2023-12-26 04:02:28,833 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 3:35:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.5923, loss: 3.5923 2023-12-26 04:02:53,873 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 3:35:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.5986, loss: 3.5986 2023-12-26 04:03:18,915 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 3:34:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.5081, loss: 3.5081 2023-12-26 04:03:43,915 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 3:34:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 3.6187, loss: 3.6187 2023-12-26 04:04:08,950 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 3:33:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.5715, loss: 3.5715 2023-12-26 04:04:33,972 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 3:33:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.6268, loss: 3.6268 2023-12-26 04:04:59,012 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 3:32:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 3.6755, loss: 3.6755 2023-12-26 04:05:24,352 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 3:32:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.6606, loss: 3.6606 2023-12-26 04:05:49,804 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 3:31:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 3.5775, loss: 3.5775 2023-12-26 04:06:14,830 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 3:31:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.6463, loss: 3.6463 2023-12-26 04:06:39,824 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 3:31:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9606, loss_cls: 3.6691, loss: 3.6691 2023-12-26 04:07:04,907 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 3:30:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 3.6509, loss: 3.6509 2023-12-26 04:07:30,479 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 3:30:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 3.6685, loss: 3.6685 2023-12-26 04:07:55,783 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 3:29:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 3.6625, loss: 3.6625 2023-12-26 04:08:20,794 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 3:29:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.6400, loss: 3.6400 2023-12-26 04:08:45,790 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 3:28:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9450, loss_cls: 3.6493, loss: 3.6493 2023-12-26 04:09:10,805 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 3:28:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.6052, loss: 3.6052 2023-12-26 04:09:12,786 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-26 04:13:38,487 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 04:13:39,125 - pyskl - INFO - top1_acc 0.7454 top5_acc 0.9441 2023-12-26 04:13:39,150 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7454, top5_acc: 0.9441 2023-12-26 04:14:32,425 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 3:28:51, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 3.6166, loss: 3.6166 2023-12-26 04:14:58,259 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 3:28:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.6297, loss: 3.6297 2023-12-26 04:15:23,835 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 3:27:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 3.5212, loss: 3.5212 2023-12-26 04:15:49,373 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 3:27:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9663, loss_cls: 3.5886, loss: 3.5886 2023-12-26 04:16:14,787 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 3:27:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.6291, loss: 3.6291 2023-12-26 04:16:41,121 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 3:26:34, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 3.7084, loss: 3.7084 2023-12-26 04:17:06,229 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 3:26:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9644, loss_cls: 3.6295, loss: 3.6295 2023-12-26 04:17:32,041 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 3:25:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9500, loss_cls: 3.6280, loss: 3.6280 2023-12-26 04:17:57,061 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 3:25:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.6700, loss: 3.6700 2023-12-26 04:18:22,000 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 3:24:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 3.6402, loss: 3.6402 2023-12-26 04:18:46,941 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 3:24:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 3.7009, loss: 3.7009 2023-12-26 04:19:11,879 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 3:23:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9619, loss_cls: 3.6450, loss: 3.6450 2023-12-26 04:19:36,849 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 3:23:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.6338, loss: 3.6338 2023-12-26 04:20:01,796 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 3:22:40, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.5995, loss: 3.5995 2023-12-26 04:20:26,886 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 3:22:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 3.6079, loss: 3.6079 2023-12-26 04:20:53,091 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 3:21:45, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 3.6265, loss: 3.6265 2023-12-26 04:21:19,429 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 3:21:19, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9650, loss_cls: 3.6456, loss: 3.6456 2023-12-26 04:21:45,227 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 3:20:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 3.5946, loss: 3.5946 2023-12-26 04:22:10,409 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 3:20:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 3.6488, loss: 3.6488 2023-12-26 04:22:35,643 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 3:19:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.6051, loss: 3.6051 2023-12-26 04:23:00,910 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 3:19:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 3.6400, loss: 3.6400 2023-12-26 04:23:25,991 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 3:18:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.6107, loss: 3.6107 2023-12-26 04:23:51,104 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 3:18:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.6263, loss: 3.6263 2023-12-26 04:24:16,275 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 3:17:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.5813, loss: 3.5813 2023-12-26 04:24:41,472 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 3:17:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 3.5621, loss: 3.5621 2023-12-26 04:25:06,677 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 3:17:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 3.6100, loss: 3.6100 2023-12-26 04:25:31,597 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 3:16:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.6002, loss: 3.6002 2023-12-26 04:25:56,512 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 3:16:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 3.6333, loss: 3.6333 2023-12-26 04:26:21,419 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 3:15:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 3.6315, loss: 3.6315 2023-12-26 04:26:46,419 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 3:15:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.6286, loss: 3.6286 2023-12-26 04:27:11,811 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 3:14:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 3.6504, loss: 3.6504 2023-12-26 04:27:37,179 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 3:14:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.5775, loss: 3.5775 2023-12-26 04:28:02,505 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 3:13:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.6644, loss: 3.6644 2023-12-26 04:28:27,785 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 3:13:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.6127, loss: 3.6127 2023-12-26 04:28:29,804 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-26 04:32:56,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 04:32:56,986 - pyskl - INFO - top1_acc 0.7473 top5_acc 0.9471 2023-12-26 04:32:57,012 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7473, top5_acc: 0.9471 2023-12-26 04:33:51,235 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 3:13:54, time: 0.542, data_time: 0.288, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.5377, loss: 3.5377 2023-12-26 04:34:16,821 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 3:13:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 3.5789, loss: 3.5789 2023-12-26 04:34:43,141 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 3:13:01, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.6193, loss: 3.6193 2023-12-26 04:35:08,911 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 3:12:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.5613, loss: 3.5613 2023-12-26 04:35:34,196 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 3:12:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 3.6196, loss: 3.6196 2023-12-26 04:35:59,413 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 3:11:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.5853, loss: 3.5853 2023-12-26 04:36:24,586 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 3:11:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 3.5771, loss: 3.5771 2023-12-26 04:36:50,068 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 3:10:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.6202, loss: 3.6202 2023-12-26 04:37:15,776 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 3:10:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 3.6289, loss: 3.6289 2023-12-26 04:37:42,138 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 3:09:46, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 3.6091, loss: 3.6091 2023-12-26 04:38:07,433 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 3:09:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.5741, loss: 3.5741 2023-12-26 04:38:32,589 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 3:08:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.6245, loss: 3.6245 2023-12-26 04:38:57,855 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 3:08:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 3.6129, loss: 3.6129 2023-12-26 04:39:23,254 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 3:07:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.5873, loss: 3.5873 2023-12-26 04:39:48,816 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 3:07:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9675, loss_cls: 3.6290, loss: 3.6290 2023-12-26 04:40:14,032 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 3:06:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.6227, loss: 3.6227 2023-12-26 04:40:38,993 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 3:06:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 3.6197, loss: 3.6197 2023-12-26 04:41:04,152 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 3:05:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.6510, loss: 3.6510 2023-12-26 04:41:29,787 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 3:05:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.6123, loss: 3.6123 2023-12-26 04:41:55,183 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 3:05:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.5842, loss: 3.5842 2023-12-26 04:42:20,745 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 3:04:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.6162, loss: 3.6162 2023-12-26 04:42:45,949 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 3:04:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 3.6351, loss: 3.6351 2023-12-26 04:43:10,956 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 3:03:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 3.6918, loss: 3.6918 2023-12-26 04:43:36,043 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 3:03:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9644, loss_cls: 3.6457, loss: 3.6457 2023-12-26 04:44:01,188 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 3:02:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 3.6039, loss: 3.6039 2023-12-26 04:44:26,237 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 3:02:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 3.6900, loss: 3.6900 2023-12-26 04:44:51,236 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 3:01:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 3.6516, loss: 3.6516 2023-12-26 04:45:16,531 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 3:01:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 3.6066, loss: 3.6066 2023-12-26 04:45:41,915 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 3:00:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 3.6036, loss: 3.6036 2023-12-26 04:46:07,427 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 3:00:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.5965, loss: 3.5965 2023-12-26 04:46:33,035 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 2:59:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.6376, loss: 3.6376 2023-12-26 04:46:58,769 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 2:59:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.5899, loss: 3.5899 2023-12-26 04:47:25,317 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 2:58:54, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.6481, loss: 3.6481 2023-12-26 04:47:50,613 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 2:58:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.6454, loss: 3.6454 2023-12-26 04:47:52,670 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-26 04:52:18,597 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 04:52:19,282 - pyskl - INFO - top1_acc 0.7629 top5_acc 0.9460 2023-12-26 04:52:19,287 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_29.pth was removed 2023-12-26 04:52:19,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2023-12-26 04:52:19,499 - pyskl - INFO - Best top1_acc is 0.7629 at 41 epoch. 2023-12-26 04:52:19,523 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7629, top5_acc: 0.9460 2023-12-26 04:53:12,371 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 2:59:05, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 3.5536, loss: 3.5536 2023-12-26 04:53:38,147 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 2:58:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.5943, loss: 3.5943 2023-12-26 04:54:03,995 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 2:58:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 3.6368, loss: 3.6368 2023-12-26 04:54:29,588 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 2:57:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 3.5649, loss: 3.5649 2023-12-26 04:54:55,050 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 2:57:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 3.6294, loss: 3.6294 2023-12-26 04:55:20,140 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 2:56:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.5516, loss: 3.5516 2023-12-26 04:55:45,627 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 2:56:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.5556, loss: 3.5556 2023-12-26 04:56:11,106 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 2:55:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 3.5629, loss: 3.5629 2023-12-26 04:56:36,427 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 2:55:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 3.6005, loss: 3.6005 2023-12-26 04:57:01,995 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 2:54:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 3.6495, loss: 3.6495 2023-12-26 04:57:27,688 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 2:54:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 3.6394, loss: 3.6394 2023-12-26 04:57:52,750 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 2:53:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.5809, loss: 3.5809 2023-12-26 04:58:17,861 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 2:53:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 3.6383, loss: 3.6383 2023-12-26 04:58:42,953 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 2:52:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 3.5913, loss: 3.5913 2023-12-26 04:59:08,037 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 2:52:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.6019, loss: 3.6019 2023-12-26 04:59:33,136 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 2:52:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 3.6665, loss: 3.6665 2023-12-26 04:59:58,332 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 2:51:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 3.6538, loss: 3.6538 2023-12-26 05:00:23,561 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 2:51:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.5752, loss: 3.5752 2023-12-26 05:00:48,703 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 2:50:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 3.5848, loss: 3.5848 2023-12-26 05:01:13,765 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 2:50:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 3.6234, loss: 3.6234 2023-12-26 05:01:38,782 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 2:49:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.6260, loss: 3.6260 2023-12-26 05:02:03,994 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 2:49:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 3.6483, loss: 3.6483 2023-12-26 05:02:29,428 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 2:48:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 3.5815, loss: 3.5815 2023-12-26 05:02:54,765 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 2:48:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 3.6381, loss: 3.6381 2023-12-26 05:03:19,905 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 2:47:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 3.6721, loss: 3.6721 2023-12-26 05:03:45,043 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 2:47:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 3.6222, loss: 3.6222 2023-12-26 05:04:10,093 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 2:46:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 3.6853, loss: 3.6853 2023-12-26 05:04:35,172 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 2:46:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.6195, loss: 3.6195 2023-12-26 05:05:00,364 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 2:45:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 3.6041, loss: 3.6041 2023-12-26 05:05:25,607 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 2:45:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 3.6874, loss: 3.6874 2023-12-26 05:05:51,449 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 2:44:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.6102, loss: 3.6102 2023-12-26 05:06:17,422 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 2:44:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9481, loss_cls: 3.6300, loss: 3.6300 2023-12-26 05:06:43,233 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 2:43:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.5397, loss: 3.5397 2023-12-26 05:07:08,491 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 2:43:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.6063, loss: 3.6063 2023-12-26 05:07:10,465 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-26 05:11:35,984 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 05:11:36,639 - pyskl - INFO - top1_acc 0.7607 top5_acc 0.9484 2023-12-26 05:11:36,665 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7607, top5_acc: 0.9484 2023-12-26 05:12:30,288 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 2:44:09, time: 0.536, data_time: 0.278, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 3.5801, loss: 3.5801 2023-12-26 05:12:55,721 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 2:43:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.5625, loss: 3.5625 2023-12-26 05:13:21,251 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 2:43:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.6046, loss: 3.6046 2023-12-26 05:13:46,913 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 2:42:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 3.5640, loss: 3.5640 2023-12-26 05:14:13,046 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 2:42:19, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.6334, loss: 3.6334 2023-12-26 05:14:38,416 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 2:41:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 3.5881, loss: 3.5881 2023-12-26 05:15:03,760 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 2:41:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 3.6600, loss: 3.6600 2023-12-26 05:15:29,013 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 2:40:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 3.6447, loss: 3.6447 2023-12-26 05:15:54,343 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 2:40:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.6158, loss: 3.6158 2023-12-26 05:16:19,646 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 2:39:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.6122, loss: 3.6122 2023-12-26 05:16:46,172 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 2:39:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.5351, loss: 3.5351 2023-12-26 05:17:12,033 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 2:39:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 3.6346, loss: 3.6346 2023-12-26 05:17:37,292 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 2:38:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 3.6273, loss: 3.6273 2023-12-26 05:18:02,618 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 2:38:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 3.5783, loss: 3.5783 2023-12-26 05:18:27,808 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 2:37:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.6032, loss: 3.6032 2023-12-26 05:18:53,508 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 2:37:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 3.6478, loss: 3.6478 2023-12-26 05:19:19,941 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 2:36:47, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9506, loss_cls: 3.6271, loss: 3.6271 2023-12-26 05:19:45,556 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 2:36:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.6067, loss: 3.6067 2023-12-26 05:20:10,585 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 2:35:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.5860, loss: 3.5860 2023-12-26 05:20:35,736 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 2:35:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 3.6443, loss: 3.6443 2023-12-26 05:21:01,130 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 2:34:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5364, loss: 3.5364 2023-12-26 05:21:26,281 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 2:34:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.6107, loss: 3.6107 2023-12-26 05:21:52,021 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 2:33:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.6276, loss: 3.6276 2023-12-26 05:22:17,283 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 2:33:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.5857, loss: 3.5857 2023-12-26 05:22:42,523 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 2:33:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.6007, loss: 3.6007 2023-12-26 05:23:07,610 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 2:32:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.6229, loss: 3.6229 2023-12-26 05:23:32,688 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 2:32:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.5998, loss: 3.5998 2023-12-26 05:23:57,932 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 2:31:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 3.6073, loss: 3.6073 2023-12-26 05:24:23,112 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 2:31:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.6259, loss: 3.6259 2023-12-26 05:24:48,444 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 2:30:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9506, loss_cls: 3.6275, loss: 3.6275 2023-12-26 05:25:14,104 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 2:30:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.6340, loss: 3.6340 2023-12-26 05:25:39,312 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 2:29:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.5807, loss: 3.5807 2023-12-26 05:26:04,637 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 2:29:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.6283, loss: 3.6283 2023-12-26 05:26:30,299 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 2:28:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.6353, loss: 3.6353 2023-12-26 05:26:32,315 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-26 05:30:58,247 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 05:30:58,927 - pyskl - INFO - top1_acc 0.7610 top5_acc 0.9460 2023-12-26 05:30:58,953 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7610, top5_acc: 0.9460 2023-12-26 05:31:52,184 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 2:29:22, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 3.5855, loss: 3.5855 2023-12-26 05:32:17,662 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 2:28:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9637, loss_cls: 3.6341, loss: 3.6341 2023-12-26 05:32:43,176 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 2:28:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.5532, loss: 3.5532 2023-12-26 05:33:08,610 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 2:27:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 3.5799, loss: 3.5799 2023-12-26 05:33:34,140 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 2:27:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.5349, loss: 3.5349 2023-12-26 05:33:59,199 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 2:27:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.5753, loss: 3.5753 2023-12-26 05:34:24,936 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 2:26:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.5683, loss: 3.5683 2023-12-26 05:34:50,180 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 2:26:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.5939, loss: 3.5939 2023-12-26 05:35:15,915 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 2:25:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.5965, loss: 3.5965 2023-12-26 05:35:41,302 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 2:25:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9688, loss_cls: 3.5724, loss: 3.5724 2023-12-26 05:36:06,477 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 2:24:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.5877, loss: 3.5877 2023-12-26 05:36:31,521 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 2:24:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.5621, loss: 3.5621 2023-12-26 05:36:56,610 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 2:23:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 3.5397, loss: 3.5397 2023-12-26 05:37:21,612 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 2:23:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.5746, loss: 3.5746 2023-12-26 05:37:46,704 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 2:22:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 3.5626, loss: 3.5626 2023-12-26 05:38:11,852 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 2:22:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.5458, loss: 3.5458 2023-12-26 05:38:37,027 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 2:21:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 3.5576, loss: 3.5576 2023-12-26 05:39:01,961 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 2:21:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 3.6670, loss: 3.6670 2023-12-26 05:39:26,899 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 2:20:50, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.5956, loss: 3.5956 2023-12-26 05:39:51,889 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 2:20:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 3.6684, loss: 3.6684 2023-12-26 05:40:16,852 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 2:19:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 3.6060, loss: 3.6060 2023-12-26 05:40:41,800 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 2:19:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 3.6459, loss: 3.6459 2023-12-26 05:41:06,734 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 2:18:54, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 3.6487, loss: 3.6487 2023-12-26 05:41:31,674 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 2:18:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.5811, loss: 3.5811 2023-12-26 05:41:56,628 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 2:17:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.5816, loss: 3.5816 2023-12-26 05:42:21,576 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 2:17:26, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 3.6662, loss: 3.6662 2023-12-26 05:42:46,516 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 2:16:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.6144, loss: 3.6144 2023-12-26 05:43:11,440 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 2:16:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 3.6483, loss: 3.6483 2023-12-26 05:43:36,370 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 2:15:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.5908, loss: 3.5908 2023-12-26 05:44:01,382 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 2:15:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 3.5779, loss: 3.5779 2023-12-26 05:44:26,948 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 2:15:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.6405, loss: 3.6405 2023-12-26 05:44:52,192 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 2:14:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 3.6609, loss: 3.6609 2023-12-26 05:45:17,718 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 2:14:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 3.6481, loss: 3.6481 2023-12-26 05:45:43,246 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 2:13:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 3.6315, loss: 3.6315 2023-12-26 05:45:45,300 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-26 05:50:10,891 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 05:50:11,559 - pyskl - INFO - top1_acc 0.7173 top5_acc 0.9359 2023-12-26 05:50:11,584 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7173, top5_acc: 0.9359 2023-12-26 05:51:05,022 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 2:14:13, time: 0.534, data_time: 0.280, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.5933, loss: 3.5933 2023-12-26 05:51:30,644 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 2:13:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.5646, loss: 3.5646 2023-12-26 05:51:57,352 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 2:13:21, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.5862, loss: 3.5862 2023-12-26 05:52:23,804 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 2:12:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.6065, loss: 3.6065 2023-12-26 05:52:49,322 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 2:12:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 3.5753, loss: 3.5753 2023-12-26 05:53:14,494 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 2:11:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 3.5373, loss: 3.5373 2023-12-26 05:53:39,712 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 2:11:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 3.5928, loss: 3.5928 2023-12-26 05:54:04,734 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 2:11:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 3.5802, loss: 3.5802 2023-12-26 05:54:30,071 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 2:10:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.5888, loss: 3.5888 2023-12-26 05:54:55,710 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 2:10:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.5808, loss: 3.5808 2023-12-26 05:55:21,938 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 2:09:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.6079, loss: 3.6079 2023-12-26 05:55:48,428 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 2:09:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.6052, loss: 3.6052 2023-12-26 05:56:14,925 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 2:08:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.5885, loss: 3.5885 2023-12-26 05:56:41,420 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 2:08:24, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.5914, loss: 3.5914 2023-12-26 05:57:07,546 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 2:07:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 3.6234, loss: 3.6234 2023-12-26 05:57:33,005 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 2:07:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 3.6241, loss: 3.6241 2023-12-26 05:57:58,333 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 2:07:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.5607, loss: 3.5607 2023-12-26 05:58:23,421 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 2:06:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.6269, loss: 3.6269 2023-12-26 05:58:48,563 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 2:06:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.6233, loss: 3.6233 2023-12-26 05:59:13,813 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 2:05:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.5650, loss: 3.5650 2023-12-26 05:59:39,277 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 2:05:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.6138, loss: 3.6138 2023-12-26 06:00:04,458 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 2:04:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.6350, loss: 3.6350 2023-12-26 06:00:30,345 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 2:04:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.6213, loss: 3.6213 2023-12-26 06:00:55,830 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 2:03:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 3.6019, loss: 3.6019 2023-12-26 06:01:20,913 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 2:03:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 3.6376, loss: 3.6376 2023-12-26 06:01:45,953 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 2:02:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 3.5611, loss: 3.5611 2023-12-26 06:02:10,965 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 2:02:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.6142, loss: 3.6142 2023-12-26 06:02:35,937 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 2:01:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 3.6234, loss: 3.6234 2023-12-26 06:03:01,030 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 2:01:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.5963, loss: 3.5963 2023-12-26 06:03:26,446 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 2:00:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.5700, loss: 3.5700 2023-12-26 06:03:52,697 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 2:00:27, time: 0.263, data_time: 0.001, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.6128, loss: 3.6128 2023-12-26 06:04:18,004 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 1:59:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.6043, loss: 3.6043 2023-12-26 06:04:43,226 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 1:59:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.6019, loss: 3.6019 2023-12-26 06:05:08,771 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 1:59:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 3.6137, loss: 3.6137 2023-12-26 06:05:10,846 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-26 06:09:36,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 06:09:37,249 - pyskl - INFO - top1_acc 0.7624 top5_acc 0.9497 2023-12-26 06:09:37,275 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7624, top5_acc: 0.9497 2023-12-26 06:10:30,740 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 1:59:36, time: 0.535, data_time: 0.278, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.5626, loss: 3.5626 2023-12-26 06:10:56,369 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 1:59:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.5715, loss: 3.5715 2023-12-26 06:11:22,017 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 1:58:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.5374, loss: 3.5374 2023-12-26 06:11:47,357 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 1:58:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9506, loss_cls: 3.5832, loss: 3.5832 2023-12-26 06:12:12,826 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 1:57:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.5067, loss: 3.5067 2023-12-26 06:12:38,177 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 1:57:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.5842, loss: 3.5842 2023-12-26 06:13:03,763 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 1:56:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.5974, loss: 3.5974 2023-12-26 06:13:29,092 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 1:56:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.6148, loss: 3.6148 2023-12-26 06:13:54,296 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 1:55:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 3.6153, loss: 3.6153 2023-12-26 06:14:20,111 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 1:55:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.5824, loss: 3.5824 2023-12-26 06:14:46,504 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 1:55:00, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 3.5894, loss: 3.5894 2023-12-26 06:15:11,543 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 1:54:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 3.6075, loss: 3.6075 2023-12-26 06:15:36,724 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 1:54:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.6077, loss: 3.6077 2023-12-26 06:16:02,043 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 1:53:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 3.5508, loss: 3.5508 2023-12-26 06:16:27,020 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 1:53:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 3.5624, loss: 3.5624 2023-12-26 06:16:52,236 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 1:52:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.6219, loss: 3.6219 2023-12-26 06:17:17,483 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 1:52:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.5752, loss: 3.5752 2023-12-26 06:17:42,595 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 1:51:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 3.6260, loss: 3.6260 2023-12-26 06:18:07,779 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 1:51:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.5824, loss: 3.5824 2023-12-26 06:18:33,036 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 1:50:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.6117, loss: 3.6117 2023-12-26 06:18:59,454 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 1:50:18, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 3.6318, loss: 3.6318 2023-12-26 06:19:25,919 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 1:49:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.6341, loss: 3.6341 2023-12-26 06:19:52,035 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 1:49:26, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.5968, loss: 3.5968 2023-12-26 06:20:17,044 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 1:48:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9631, loss_cls: 3.6526, loss: 3.6526 2023-12-26 06:20:42,124 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 1:48:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 3.6128, loss: 3.6128 2023-12-26 06:21:07,586 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 1:48:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 3.5918, loss: 3.5918 2023-12-26 06:21:32,866 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 1:47:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 3.6030, loss: 3.6030 2023-12-26 06:21:58,652 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 1:47:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.5829, loss: 3.5829 2023-12-26 06:22:24,714 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 1:46:39, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.6037, loss: 3.6037 2023-12-26 06:22:49,915 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 1:46:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 3.6254, loss: 3.6254 2023-12-26 06:23:15,939 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 1:45:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5368, loss: 3.5368 2023-12-26 06:23:41,510 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 1:45:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 3.5835, loss: 3.5835 2023-12-26 06:24:06,757 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 1:44:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.5475, loss: 3.5475 2023-12-26 06:24:32,000 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 1:44:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.6204, loss: 3.6204 2023-12-26 06:24:34,075 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-26 06:28:59,825 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 06:29:00,518 - pyskl - INFO - top1_acc 0.7588 top5_acc 0.9462 2023-12-26 06:29:00,544 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7588, top5_acc: 0.9462 2023-12-26 06:29:53,992 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 1:44:52, time: 0.534, data_time: 0.279, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 3.5170, loss: 3.5170 2023-12-26 06:30:19,245 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 1:44:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 3.5098, loss: 3.5098 2023-12-26 06:30:44,882 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 1:43:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.5614, loss: 3.5614 2023-12-26 06:31:10,563 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 1:43:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.5225, loss: 3.5225 2023-12-26 06:31:35,880 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 1:43:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.5210, loss: 3.5210 2023-12-26 06:32:01,291 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 1:42:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.5620, loss: 3.5620 2023-12-26 06:32:26,692 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 1:42:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.6072, loss: 3.6072 2023-12-26 06:32:51,983 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 1:41:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 3.5722, loss: 3.5722 2023-12-26 06:33:17,153 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 1:41:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 3.6264, loss: 3.6264 2023-12-26 06:33:42,500 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 1:40:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 3.6261, loss: 3.6261 2023-12-26 06:34:07,793 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 1:40:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 3.5636, loss: 3.5636 2023-12-26 06:34:33,113 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 1:39:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.5869, loss: 3.5869 2023-12-26 06:34:58,291 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 1:39:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.5848, loss: 3.5848 2023-12-26 06:35:23,308 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 1:38:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.5860, loss: 3.5860 2023-12-26 06:35:48,585 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 1:38:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.5850, loss: 3.5850 2023-12-26 06:36:14,084 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 1:37:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 3.5960, loss: 3.5960 2023-12-26 06:36:39,569 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 1:37:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.5461, loss: 3.5461 2023-12-26 06:37:04,594 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 1:36:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.5982, loss: 3.5982 2023-12-26 06:37:29,533 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 1:36:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.5588, loss: 3.5588 2023-12-26 06:37:54,476 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 1:35:56, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.6283, loss: 3.6283 2023-12-26 06:38:19,422 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 1:35:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 3.6003, loss: 3.6003 2023-12-26 06:38:44,366 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 1:34:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.5775, loss: 3.5775 2023-12-26 06:39:09,316 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 1:34:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.6030, loss: 3.6030 2023-12-26 06:39:34,251 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 1:34:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.6203, loss: 3.6203 2023-12-26 06:39:59,172 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 1:33:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9481, loss_cls: 3.6433, loss: 3.6433 2023-12-26 06:40:24,118 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 1:33:03, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.6242, loss: 3.6242 2023-12-26 06:40:49,223 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 1:32:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 3.5724, loss: 3.5724 2023-12-26 06:41:14,348 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 1:32:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.5251, loss: 3.5251 2023-12-26 06:41:39,610 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 1:31:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.5813, loss: 3.5813 2023-12-26 06:42:04,919 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 1:31:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9556, loss_cls: 3.5684, loss: 3.5684 2023-12-26 06:42:30,390 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 1:30:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 3.5917, loss: 3.5917 2023-12-26 06:42:55,714 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 1:30:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.5979, loss: 3.5979 2023-12-26 06:43:20,872 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 1:29:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 3.6568, loss: 3.6568 2023-12-26 06:43:46,854 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 1:29:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.5143, loss: 3.5143 2023-12-26 06:43:48,781 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-26 06:48:13,953 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 06:48:14,605 - pyskl - INFO - top1_acc 0.7462 top5_acc 0.9427 2023-12-26 06:48:14,630 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7462, top5_acc: 0.9427 2023-12-26 06:49:07,821 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 1:29:48, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5140, loss: 3.5140 2023-12-26 06:49:32,914 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 1:29:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.5446, loss: 3.5446 2023-12-26 06:49:58,495 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 1:28:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 3.5251, loss: 3.5251 2023-12-26 06:50:24,126 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 1:28:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.5583, loss: 3.5583 2023-12-26 06:50:49,710 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 1:27:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.5699, loss: 3.5699 2023-12-26 06:51:14,763 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 1:27:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.6093, loss: 3.6093 2023-12-26 06:51:39,933 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 1:27:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.5401, loss: 3.5401 2023-12-26 06:52:05,086 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 1:26:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.5431, loss: 3.5431 2023-12-26 06:52:30,671 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 1:26:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9712, loss_cls: 3.5648, loss: 3.5648 2023-12-26 06:52:55,987 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 1:25:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 3.6264, loss: 3.6264 2023-12-26 06:53:21,150 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 1:25:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 3.5567, loss: 3.5567 2023-12-26 06:53:46,565 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 1:24:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 3.5948, loss: 3.5948 2023-12-26 06:54:12,962 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 1:24:14, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.5451, loss: 3.5451 2023-12-26 06:54:38,989 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 1:23:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.5990, loss: 3.5990 2023-12-26 06:55:04,452 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 1:23:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.5962, loss: 3.5962 2023-12-26 06:55:29,730 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 1:22:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.5959, loss: 3.5959 2023-12-26 06:55:54,803 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 1:22:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.5748, loss: 3.5748 2023-12-26 06:56:19,936 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 1:21:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 3.5672, loss: 3.5672 2023-12-26 06:56:45,005 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 1:21:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 3.6480, loss: 3.6480 2023-12-26 06:57:10,744 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 1:20:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.5897, loss: 3.5897 2023-12-26 06:57:35,817 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 1:20:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 3.5808, loss: 3.5808 2023-12-26 06:58:01,165 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 1:20:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 3.5494, loss: 3.5494 2023-12-26 06:58:26,657 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 1:19:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 3.6088, loss: 3.6088 2023-12-26 06:58:51,753 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 1:19:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9663, loss_cls: 3.6257, loss: 3.6257 2023-12-26 06:59:16,891 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 1:18:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 3.6236, loss: 3.6236 2023-12-26 06:59:41,966 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 1:18:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.5669, loss: 3.5669 2023-12-26 07:00:07,145 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 1:17:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 3.6345, loss: 3.6345 2023-12-26 07:00:32,205 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 1:17:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.6009, loss: 3.6009 2023-12-26 07:00:57,336 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 1:16:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 3.6173, loss: 3.6173 2023-12-26 07:01:22,930 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 1:16:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.5186, loss: 3.5186 2023-12-26 07:01:48,481 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 1:15:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 3.5902, loss: 3.5902 2023-12-26 07:02:13,971 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 1:15:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 3.5891, loss: 3.5891 2023-12-26 07:02:39,496 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 1:14:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 3.5660, loss: 3.5660 2023-12-26 07:03:04,765 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 1:14:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.5865, loss: 3.5865 2023-12-26 07:03:06,741 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-26 07:07:31,952 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 07:07:32,639 - pyskl - INFO - top1_acc 0.7461 top5_acc 0.9444 2023-12-26 07:07:32,665 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7461, top5_acc: 0.9444 2023-12-26 07:08:26,396 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 1:14:55, time: 0.537, data_time: 0.278, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 3.5216, loss: 3.5216 2023-12-26 07:08:51,857 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 1:14:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 3.5316, loss: 3.5316 2023-12-26 07:09:17,572 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 1:14:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.5439, loss: 3.5439 2023-12-26 07:09:43,197 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 1:13:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.4628, loss: 3.4628 2023-12-26 07:10:08,929 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 1:13:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.5387, loss: 3.5387 2023-12-26 07:10:33,845 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 1:12:37, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 3.5441, loss: 3.5441 2023-12-26 07:10:58,778 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 1:12:08, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.5759, loss: 3.5759 2023-12-26 07:11:23,718 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 1:11:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4932, loss: 3.4932 2023-12-26 07:11:48,643 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 1:11:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.5372, loss: 3.5372 2023-12-26 07:12:13,601 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 1:10:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.5204, loss: 3.5204 2023-12-26 07:12:38,790 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 1:10:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.5523, loss: 3.5523 2023-12-26 07:13:03,921 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 1:09:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 3.5916, loss: 3.5916 2023-12-26 07:13:29,154 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 1:09:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.5731, loss: 3.5731 2023-12-26 07:13:54,253 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 1:08:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.5729, loss: 3.5729 2023-12-26 07:14:19,256 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 1:08:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9513, loss_cls: 3.6264, loss: 3.6264 2023-12-26 07:14:44,288 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 1:07:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.5527, loss: 3.5527 2023-12-26 07:15:09,390 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 1:07:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.5668, loss: 3.5668 2023-12-26 07:15:34,467 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 1:06:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5247, loss: 3.5247 2023-12-26 07:15:59,554 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 1:06:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.5887, loss: 3.5887 2023-12-26 07:16:24,605 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 1:05:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.5713, loss: 3.5713 2023-12-26 07:16:49,708 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 1:05:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 3.5611, loss: 3.5611 2023-12-26 07:17:14,952 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 1:05:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.5606, loss: 3.5606 2023-12-26 07:17:40,016 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 1:04:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.5746, loss: 3.5746 2023-12-26 07:18:05,242 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 1:04:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.5488, loss: 3.5488 2023-12-26 07:18:30,348 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 1:03:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 3.6065, loss: 3.6065 2023-12-26 07:18:56,388 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 1:03:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9650, loss_cls: 3.6199, loss: 3.6199 2023-12-26 07:19:22,854 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 1:02:44, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 3.6014, loss: 3.6014 2023-12-26 07:19:49,313 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 1:02:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.5662, loss: 3.5662 2023-12-26 07:20:15,767 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 1:01:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.6320, loss: 3.6320 2023-12-26 07:20:41,591 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 1:01:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.6041, loss: 3.6041 2023-12-26 07:21:07,249 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 1:00:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 3.6335, loss: 3.6335 2023-12-26 07:21:32,907 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 1:00:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.6149, loss: 3.6149 2023-12-26 07:21:58,784 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 1:00:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.5928, loss: 3.5928 2023-12-26 07:22:23,776 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 0:59:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 3.5819, loss: 3.5819 2023-12-26 07:22:25,686 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-26 07:26:50,786 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 07:26:51,440 - pyskl - INFO - top1_acc 0.7515 top5_acc 0.9478 2023-12-26 07:26:51,466 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7515, top5_acc: 0.9478 2023-12-26 07:27:44,464 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 1:00:01, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.5083, loss: 3.5083 2023-12-26 07:28:09,911 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 0:59:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 3.6054, loss: 3.6054 2023-12-26 07:28:35,688 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 0:59:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.5699, loss: 3.5699 2023-12-26 07:29:01,507 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 0:58:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 3.6003, loss: 3.6003 2023-12-26 07:29:27,039 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 0:58:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.5046, loss: 3.5046 2023-12-26 07:29:52,321 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 0:57:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5304, loss: 3.5304 2023-12-26 07:30:17,825 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 0:57:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9500, loss_cls: 3.5949, loss: 3.5949 2023-12-26 07:30:43,425 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 0:56:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 3.5396, loss: 3.5396 2023-12-26 07:31:09,204 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 0:56:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 3.5429, loss: 3.5429 2023-12-26 07:31:34,445 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 0:55:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 3.5611, loss: 3.5611 2023-12-26 07:31:59,810 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 0:55:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.5836, loss: 3.5836 2023-12-26 07:32:25,166 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 0:54:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.5680, loss: 3.5680 2023-12-26 07:32:50,396 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 0:54:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 3.5398, loss: 3.5398 2023-12-26 07:33:15,385 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 0:54:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.5318, loss: 3.5318 2023-12-26 07:33:40,669 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 0:53:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.5624, loss: 3.5624 2023-12-26 07:34:05,701 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 0:53:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 3.6041, loss: 3.6041 2023-12-26 07:34:30,724 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 0:52:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.5641, loss: 3.5641 2023-12-26 07:34:55,777 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 0:52:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5070, loss: 3.5070 2023-12-26 07:35:20,898 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 0:51:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.5316, loss: 3.5316 2023-12-26 07:35:46,058 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 0:51:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.6171, loss: 3.6171 2023-12-26 07:36:11,214 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 0:50:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.6427, loss: 3.6427 2023-12-26 07:36:36,265 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 0:50:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.5713, loss: 3.5713 2023-12-26 07:37:01,324 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 0:49:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 3.5879, loss: 3.5879 2023-12-26 07:37:26,846 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 0:49:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 3.5722, loss: 3.5722 2023-12-26 07:37:52,587 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 0:48:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 3.6000, loss: 3.6000 2023-12-26 07:38:17,785 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 0:48:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.5911, loss: 3.5911 2023-12-26 07:38:42,996 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 0:47:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 3.5339, loss: 3.5339 2023-12-26 07:39:08,101 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 0:47:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.5862, loss: 3.5862 2023-12-26 07:39:33,374 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 0:47:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.5258, loss: 3.5258 2023-12-26 07:39:58,633 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 0:46:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.5730, loss: 3.5730 2023-12-26 07:40:24,529 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 0:46:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 3.6245, loss: 3.6245 2023-12-26 07:40:50,132 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 0:45:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.6305, loss: 3.6305 2023-12-26 07:41:15,449 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 0:45:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 3.5323, loss: 3.5323 2023-12-26 07:41:40,813 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 0:44:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.5334, loss: 3.5334 2023-12-26 07:41:42,728 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-26 07:46:08,212 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 07:46:08,849 - pyskl - INFO - top1_acc 0.7406 top5_acc 0.9427 2023-12-26 07:46:08,874 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7406, top5_acc: 0.9427 2023-12-26 07:47:02,959 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 0:45:08, time: 0.541, data_time: 0.285, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.5729, loss: 3.5729 2023-12-26 07:47:28,483 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 0:44:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.5647, loss: 3.5647 2023-12-26 07:47:54,263 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 0:44:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 3.5423, loss: 3.5423 2023-12-26 07:48:19,653 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 0:43:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.4829, loss: 3.4829 2023-12-26 07:48:45,304 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 0:43:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.4937, loss: 3.4937 2023-12-26 07:49:10,801 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 0:42:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 3.5832, loss: 3.5832 2023-12-26 07:49:36,563 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 0:42:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5415, loss: 3.5415 2023-12-26 07:50:01,768 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 0:41:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5453, loss: 3.5453 2023-12-26 07:50:26,925 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 0:41:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9569, loss_cls: 3.5339, loss: 3.5339 2023-12-26 07:50:52,070 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 0:41:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5065, loss: 3.5065 2023-12-26 07:51:17,398 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 0:40:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 3.5394, loss: 3.5394 2023-12-26 07:51:43,143 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 0:40:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 3.5002, loss: 3.5002 2023-12-26 07:52:08,373 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 0:39:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.5955, loss: 3.5955 2023-12-26 07:52:33,574 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 0:39:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.6315, loss: 3.6315 2023-12-26 07:52:58,621 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 0:38:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 3.5304, loss: 3.5304 2023-12-26 07:53:23,767 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 0:38:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.5600, loss: 3.5600 2023-12-26 07:53:48,807 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 0:37:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.5396, loss: 3.5396 2023-12-26 07:54:14,358 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 0:37:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 3.5828, loss: 3.5828 2023-12-26 07:54:40,040 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 0:36:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.5647, loss: 3.5647 2023-12-26 07:55:05,162 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 0:36:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.5414, loss: 3.5414 2023-12-26 07:55:30,264 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 0:35:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.5836, loss: 3.5836 2023-12-26 07:55:55,811 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 0:35:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.5494, loss: 3.5494 2023-12-26 07:56:20,980 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 0:34:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.5194, loss: 3.5194 2023-12-26 07:56:46,977 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 0:34:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 3.5952, loss: 3.5952 2023-12-26 07:57:12,104 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 0:34:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 3.5833, loss: 3.5833 2023-12-26 07:57:37,293 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 0:33:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 3.6110, loss: 3.6110 2023-12-26 07:58:02,385 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 0:33:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.5570, loss: 3.5570 2023-12-26 07:58:27,748 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 0:32:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.6242, loss: 3.6242 2023-12-26 07:58:53,553 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 0:32:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 3.5570, loss: 3.5570 2023-12-26 07:59:19,053 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 0:31:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.6058, loss: 3.6058 2023-12-26 07:59:44,588 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 0:31:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.6118, loss: 3.6118 2023-12-26 08:00:09,889 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 0:30:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.5884, loss: 3.5884 2023-12-26 08:00:35,313 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 0:30:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.5911, loss: 3.5911 2023-12-26 08:01:00,898 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 0:29:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.5824, loss: 3.5824 2023-12-26 08:01:02,841 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-26 08:05:28,164 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 08:05:28,839 - pyskl - INFO - top1_acc 0.7563 top5_acc 0.9480 2023-12-26 08:05:28,865 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7563, top5_acc: 0.9480 2023-12-26 08:06:21,805 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 0:30:16, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.5180, loss: 3.5180 2023-12-26 08:06:47,305 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 0:29:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.4730, loss: 3.4730 2023-12-26 08:07:13,493 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 0:29:22, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.4860, loss: 3.4860 2023-12-26 08:07:39,119 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 0:28:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.4873, loss: 3.4873 2023-12-26 08:08:04,416 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 0:28:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 3.5894, loss: 3.5894 2023-12-26 08:08:29,645 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 0:27:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 3.5370, loss: 3.5370 2023-12-26 08:08:54,917 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 0:27:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.5641, loss: 3.5641 2023-12-26 08:09:20,175 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 0:27:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.4905, loss: 3.4905 2023-12-26 08:09:45,325 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 0:26:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.5660, loss: 3.5660 2023-12-26 08:10:10,526 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 0:26:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.5700, loss: 3.5700 2023-12-26 08:10:35,769 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 0:25:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.5738, loss: 3.5738 2023-12-26 08:11:00,948 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 0:25:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 3.5317, loss: 3.5317 2023-12-26 08:11:26,532 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 0:24:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.5550, loss: 3.5550 2023-12-26 08:11:51,889 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 0:24:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9663, loss_cls: 3.6135, loss: 3.6135 2023-12-26 08:12:16,916 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 0:23:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5616, loss: 3.5616 2023-12-26 08:12:42,179 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 0:23:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.5805, loss: 3.5805 2023-12-26 08:13:07,666 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 0:22:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.4998, loss: 3.4998 2023-12-26 08:13:32,840 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 0:22:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.5754, loss: 3.5754 2023-12-26 08:13:58,193 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 0:21:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.5575, loss: 3.5575 2023-12-26 08:14:23,269 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 0:21:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9600, loss_cls: 3.5303, loss: 3.5303 2023-12-26 08:14:48,420 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 0:21:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.5524, loss: 3.5524 2023-12-26 08:15:13,646 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 0:20:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 3.5135, loss: 3.5135 2023-12-26 08:15:38,691 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 0:20:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 3.5480, loss: 3.5480 2023-12-26 08:16:03,763 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 0:19:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 3.6102, loss: 3.6102 2023-12-26 08:16:28,844 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 0:19:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 3.5534, loss: 3.5534 2023-12-26 08:16:53,864 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 0:18:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5059, loss: 3.5059 2023-12-26 08:17:18,919 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 0:18:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 3.5830, loss: 3.5830 2023-12-26 08:17:44,113 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 0:17:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.5407, loss: 3.5407 2023-12-26 08:18:09,313 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 0:17:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 3.6100, loss: 3.6100 2023-12-26 08:18:34,997 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 0:16:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 3.5720, loss: 3.5720 2023-12-26 08:19:00,430 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 0:16:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 3.6219, loss: 3.6219 2023-12-26 08:19:26,089 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 0:15:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.5566, loss: 3.5566 2023-12-26 08:19:51,523 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 0:15:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.5473, loss: 3.5473 2023-12-26 08:20:16,747 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 0:14:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 3.5989, loss: 3.5989 2023-12-26 08:20:18,648 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-26 08:24:43,983 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 08:24:44,615 - pyskl - INFO - top1_acc 0.7394 top5_acc 0.9368 2023-12-26 08:24:44,640 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7394, top5_acc: 0.9368 2023-12-26 08:25:37,801 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 0:15:18, time: 0.532, data_time: 0.280, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5065, loss: 3.5065 2023-12-26 08:26:03,123 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 0:14:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.5471, loss: 3.5471 2023-12-26 08:26:29,462 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 0:14:25, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 3.4917, loss: 3.4917 2023-12-26 08:26:54,996 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 0:13:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 3.4544, loss: 3.4544 2023-12-26 08:27:20,341 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 0:13:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9600, loss_cls: 3.5094, loss: 3.5094 2023-12-26 08:27:45,592 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 0:13:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.5257, loss: 3.5257 2023-12-26 08:28:11,060 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 0:12:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.5088, loss: 3.5088 2023-12-26 08:28:36,842 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 0:12:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.4767, loss: 3.4767 2023-12-26 08:29:01,939 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 0:11:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.5254, loss: 3.5254 2023-12-26 08:29:27,021 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 0:11:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 3.5287, loss: 3.5287 2023-12-26 08:29:52,543 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 0:10:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.5158, loss: 3.5158 2023-12-26 08:30:17,862 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 0:10:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 3.5662, loss: 3.5662 2023-12-26 08:30:43,274 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 0:09:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.5320, loss: 3.5320 2023-12-26 08:31:08,471 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 0:09:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 3.5334, loss: 3.5334 2023-12-26 08:31:33,532 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 0:08:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.5389, loss: 3.5389 2023-12-26 08:31:58,606 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 0:08:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 3.6132, loss: 3.6132 2023-12-26 08:32:23,649 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 0:07:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 3.4967, loss: 3.4967 2023-12-26 08:32:48,865 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 0:07:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.5502, loss: 3.5502 2023-12-26 08:33:14,134 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 0:07:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.5612, loss: 3.5612 2023-12-26 08:33:39,285 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 0:06:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 3.5007, loss: 3.5007 2023-12-26 08:34:04,401 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 0:06:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.6033, loss: 3.6033 2023-12-26 08:34:29,553 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 0:05:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.5841, loss: 3.5841 2023-12-26 08:34:54,987 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 0:05:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.6009, loss: 3.6009 2023-12-26 08:35:20,068 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 0:04:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.5825, loss: 3.5825 2023-12-26 08:35:45,177 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 0:04:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.5344, loss: 3.5344 2023-12-26 08:36:10,436 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 0:03:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.5815, loss: 3.5815 2023-12-26 08:36:35,472 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 0:03:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.5850, loss: 3.5850 2023-12-26 08:37:00,467 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 0:02:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 3.5781, loss: 3.5781 2023-12-26 08:37:25,454 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 0:02:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 3.5089, loss: 3.5089 2023-12-26 08:37:50,771 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 0:01:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 3.5210, loss: 3.5210 2023-12-26 08:38:16,248 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 0:01:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.6030, loss: 3.6030 2023-12-26 08:38:41,889 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 0:00:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.5370, loss: 3.5370 2023-12-26 08:39:07,096 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 0:00:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 3.5797, loss: 3.5797 2023-12-26 08:39:32,311 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 0:00:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 3.6091, loss: 3.6091 2023-12-26 08:39:34,280 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-26 08:43:59,127 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 08:43:59,756 - pyskl - INFO - top1_acc 0.7620 top5_acc 0.9468 2023-12-26 08:43:59,781 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7620, top5_acc: 0.9468 2023-12-26 08:44:52,925 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 0:00:20, time: 0.531, data_time: 0.278, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.4896, loss: 3.4896 2023-12-26 08:45:18,225 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 23:59:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.5046, loss: 3.5046 2023-12-26 08:45:44,000 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 23:59:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5379, loss: 3.5379 2023-12-26 08:46:09,585 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 23:58:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.5457, loss: 3.5457 2023-12-26 08:46:34,726 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 23:58:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.5749, loss: 3.5749 2023-12-26 08:46:59,897 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 23:58:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.4786, loss: 3.4786 2023-12-26 08:47:25,112 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 23:57:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.5224, loss: 3.5224 2023-12-26 08:47:50,263 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 23:57:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.5107, loss: 3.5107 2023-12-26 08:48:15,228 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 23:56:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.5734, loss: 3.5734 2023-12-26 08:48:40,166 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 23:56:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.5055, loss: 3.5055 2023-12-26 08:49:05,094 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 23:55:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.5035, loss: 3.5035 2023-12-26 08:49:30,021 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 23:55:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.5163, loss: 3.5163 2023-12-26 08:49:54,974 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 23:54:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 3.5623, loss: 3.5623 2023-12-26 08:50:20,785 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 23:54:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.5363, loss: 3.5363 2023-12-26 08:50:46,109 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 23:53:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.5966, loss: 3.5966 2023-12-26 08:51:11,203 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 23:53:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.5816, loss: 3.5816 2023-12-26 08:51:36,249 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 23:52:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.5555, loss: 3.5555 2023-12-26 08:52:01,365 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 23:52:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.6076, loss: 3.6076 2023-12-26 08:52:26,549 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 23:51:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.5406, loss: 3.5406 2023-12-26 08:52:51,858 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 23:51:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 3.5358, loss: 3.5358 2023-12-26 08:53:17,128 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 23:51:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 3.5679, loss: 3.5679 2023-12-26 08:53:43,143 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 23:50:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.5089, loss: 3.5089 2023-12-26 08:54:09,361 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 23:50:10, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 3.5972, loss: 3.5972 2023-12-26 08:54:34,640 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 23:49:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.5989, loss: 3.5989 2023-12-26 08:54:59,835 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 23:49:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.4978, loss: 3.4978 2023-12-26 08:55:24,995 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 23:48:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 3.5897, loss: 3.5897 2023-12-26 08:55:50,002 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 23:48:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.5272, loss: 3.5272 2023-12-26 08:56:15,171 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 23:47:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 3.5451, loss: 3.5451 2023-12-26 08:56:40,377 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 23:47:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 3.5405, loss: 3.5405 2023-12-26 08:57:05,787 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 23:46:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.5848, loss: 3.5848 2023-12-26 08:57:31,710 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 23:46:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 3.5201, loss: 3.5201 2023-12-26 08:57:57,121 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 23:46:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.5299, loss: 3.5299 2023-12-26 08:58:22,619 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 23:45:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.5218, loss: 3.5218 2023-12-26 08:58:47,995 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 23:45:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.5522, loss: 3.5522 2023-12-26 08:58:49,894 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-26 09:03:15,340 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:03:15,992 - pyskl - INFO - top1_acc 0.7636 top5_acc 0.9496 2023-12-26 09:03:15,997 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_41.pth was removed 2023-12-26 09:03:16,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2023-12-26 09:03:16,204 - pyskl - INFO - Best top1_acc is 0.7636 at 54 epoch. 2023-12-26 09:03:16,229 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7636, top5_acc: 0.9496 2023-12-26 09:04:09,174 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 23:45:23, time: 0.529, data_time: 0.277, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 3.5369, loss: 3.5369 2023-12-26 09:04:35,572 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 23:44:58, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.5600, loss: 3.5600 2023-12-26 09:05:01,729 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 23:44:31, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4670, loss: 3.4670 2023-12-26 09:05:27,653 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 23:44:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.4927, loss: 3.4927 2023-12-26 09:05:53,218 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 23:43:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.5251, loss: 3.5251 2023-12-26 09:06:18,622 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 23:43:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 3.5342, loss: 3.5342 2023-12-26 09:06:43,964 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 23:42:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.4683, loss: 3.4683 2023-12-26 09:07:09,174 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 23:42:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.5563, loss: 3.5563 2023-12-26 09:07:34,379 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 23:41:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.4994, loss: 3.4994 2023-12-26 09:07:59,540 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 23:41:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.5306, loss: 3.5306 2023-12-26 09:08:25,486 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 23:40:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.5706, loss: 3.5706 2023-12-26 09:08:50,762 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 23:40:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.5150, loss: 3.5150 2023-12-26 09:09:15,961 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 23:39:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9700, loss_cls: 3.5405, loss: 3.5405 2023-12-26 09:09:41,207 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 23:39:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.5661, loss: 3.5661 2023-12-26 09:10:06,657 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 23:39:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.5591, loss: 3.5591 2023-12-26 09:10:31,911 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 23:38:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.5668, loss: 3.5668 2023-12-26 09:10:56,950 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 23:38:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9769, loss_cls: 3.5234, loss: 3.5234 2023-12-26 09:11:22,153 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 23:37:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 3.4934, loss: 3.4934 2023-12-26 09:11:47,276 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 23:37:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5418, loss: 3.5418 2023-12-26 09:12:12,429 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 23:36:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 3.5760, loss: 3.5760 2023-12-26 09:12:37,671 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 23:36:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.6049, loss: 3.6049 2023-12-26 09:13:02,792 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 23:35:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.5013, loss: 3.5013 2023-12-26 09:13:28,027 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 23:35:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.6101, loss: 3.6101 2023-12-26 09:13:53,490 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 23:34:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 3.5662, loss: 3.5662 2023-12-26 09:14:19,429 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 23:34:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 3.5428, loss: 3.5428 2023-12-26 09:14:45,265 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 23:33:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5477, loss: 3.5477 2023-12-26 09:15:10,264 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 23:33:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 3.5946, loss: 3.5946 2023-12-26 09:15:35,258 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 23:33:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 3.5021, loss: 3.5021 2023-12-26 09:16:00,567 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 23:32:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.5764, loss: 3.5764 2023-12-26 09:16:26,066 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 23:32:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 3.5762, loss: 3.5762 2023-12-26 09:16:51,996 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 23:31:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.5185, loss: 3.5185 2023-12-26 09:17:17,573 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 23:31:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 3.5408, loss: 3.5408 2023-12-26 09:17:43,447 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 23:30:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 3.5639, loss: 3.5639 2023-12-26 09:18:08,836 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 23:30:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.5442, loss: 3.5442 2023-12-26 09:18:10,734 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-26 09:22:36,160 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:22:36,836 - pyskl - INFO - top1_acc 0.7790 top5_acc 0.9526 2023-12-26 09:22:36,840 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_54.pth was removed 2023-12-26 09:22:37,051 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. 2023-12-26 09:22:37,053 - pyskl - INFO - Best top1_acc is 0.7790 at 55 epoch. 2023-12-26 09:22:37,077 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7790, top5_acc: 0.9526 2023-12-26 09:23:30,360 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 23:30:35, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.5538, loss: 3.5538 2023-12-26 09:23:55,725 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 23:30:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 3.5149, loss: 3.5149 2023-12-26 09:24:22,022 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 23:29:42, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 3.5007, loss: 3.5007 2023-12-26 09:24:47,562 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 23:29:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.4863, loss: 3.4863 2023-12-26 09:25:12,950 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 23:28:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 3.4897, loss: 3.4897 2023-12-26 09:25:38,161 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 23:28:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.5008, loss: 3.5008 2023-12-26 09:26:03,439 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 23:27:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9550, loss_cls: 3.5550, loss: 3.5550 2023-12-26 09:26:28,589 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 23:27:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4963, loss: 3.4963 2023-12-26 09:26:53,726 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 23:26:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.4510, loss: 3.4510 2023-12-26 09:27:19,197 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 23:26:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.4704, loss: 3.4704 2023-12-26 09:27:44,592 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 23:26:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 3.5545, loss: 3.5545 2023-12-26 09:28:10,081 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 23:25:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.4927, loss: 3.4927 2023-12-26 09:28:35,264 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 23:25:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.5423, loss: 3.5423 2023-12-26 09:29:00,533 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 23:24:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 3.5362, loss: 3.5362 2023-12-26 09:29:26,015 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 23:24:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 3.5285, loss: 3.5285 2023-12-26 09:29:51,487 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 23:23:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.5631, loss: 3.5631 2023-12-26 09:30:16,681 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 23:23:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9587, loss_cls: 3.5375, loss: 3.5375 2023-12-26 09:30:41,916 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 23:22:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.5777, loss: 3.5777 2023-12-26 09:31:07,050 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 23:22:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.5109, loss: 3.5109 2023-12-26 09:31:32,281 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 23:21:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 3.5055, loss: 3.5055 2023-12-26 09:31:57,407 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 23:21:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9594, loss_cls: 3.5369, loss: 3.5369 2023-12-26 09:32:22,447 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 23:20:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 3.5975, loss: 3.5975 2023-12-26 09:32:48,322 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 23:20:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.5531, loss: 3.5531 2023-12-26 09:33:13,833 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 23:20:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.5121, loss: 3.5121 2023-12-26 09:33:39,083 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 23:19:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.5539, loss: 3.5539 2023-12-26 09:34:04,269 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 23:19:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 3.5719, loss: 3.5719 2023-12-26 09:34:29,563 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 23:18:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 3.5983, loss: 3.5983 2023-12-26 09:34:55,332 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 23:18:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5106, loss: 3.5106 2023-12-26 09:35:20,926 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 23:17:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 3.5321, loss: 3.5321 2023-12-26 09:35:46,000 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 23:17:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9481, loss_cls: 3.6089, loss: 3.6089 2023-12-26 09:36:11,847 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 23:16:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.5406, loss: 3.5406 2023-12-26 09:36:37,289 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 23:16:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.4986, loss: 3.4986 2023-12-26 09:37:02,759 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 23:15:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 3.6356, loss: 3.6356 2023-12-26 09:37:28,529 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 23:15:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.5111, loss: 3.5111 2023-12-26 09:37:30,534 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-26 09:41:56,294 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:41:56,924 - pyskl - INFO - top1_acc 0.7602 top5_acc 0.9501 2023-12-26 09:41:56,950 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7602, top5_acc: 0.9501 2023-12-26 09:42:50,443 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 23:15:45, time: 0.535, data_time: 0.279, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.5308, loss: 3.5308 2023-12-26 09:43:15,718 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 23:15:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.4560, loss: 3.4560 2023-12-26 09:43:41,391 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 23:14:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.4986, loss: 3.4986 2023-12-26 09:44:07,496 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 23:14:24, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.5090, loss: 3.5090 2023-12-26 09:44:33,155 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 23:13:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 3.5351, loss: 3.5351 2023-12-26 09:44:58,685 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 23:13:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.5190, loss: 3.5190 2023-12-26 09:45:23,901 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 23:13:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.5429, loss: 3.5429 2023-12-26 09:45:48,969 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 23:12:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.5351, loss: 3.5351 2023-12-26 09:46:14,272 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 23:12:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.4470, loss: 3.4470 2023-12-26 09:46:39,447 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 23:11:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 3.5210, loss: 3.5210 2023-12-26 09:47:04,789 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 23:11:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.5764, loss: 3.5764 2023-12-26 09:47:29,998 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 23:10:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.5366, loss: 3.5366 2023-12-26 09:47:55,102 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 23:10:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 3.5133, loss: 3.5133 2023-12-26 09:48:20,496 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 23:09:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.5763, loss: 3.5763 2023-12-26 09:48:45,987 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 23:09:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.4605, loss: 3.4605 2023-12-26 09:49:11,328 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 23:08:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 3.4935, loss: 3.4935 2023-12-26 09:49:36,473 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 23:08:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 3.5552, loss: 3.5552 2023-12-26 09:50:01,612 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 23:07:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 3.5135, loss: 3.5135 2023-12-26 09:50:26,684 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 23:07:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.5495, loss: 3.5495 2023-12-26 09:50:51,736 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 23:07:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 3.5157, loss: 3.5157 2023-12-26 09:51:16,795 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 23:06:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.5788, loss: 3.5788 2023-12-26 09:51:41,855 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 23:06:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.5453, loss: 3.5453 2023-12-26 09:52:07,380 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 23:05:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4790, loss: 3.4790 2023-12-26 09:52:33,730 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 23:05:12, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.5342, loss: 3.5342 2023-12-26 09:52:58,885 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 23:04:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5416, loss: 3.5416 2023-12-26 09:53:24,375 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 23:04:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.4971, loss: 3.4971 2023-12-26 09:53:49,427 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 23:03:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.5037, loss: 3.5037 2023-12-26 09:54:14,521 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 23:03:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.5032, loss: 3.5032 2023-12-26 09:54:39,883 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 23:02:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.4996, loss: 3.4996 2023-12-26 09:55:05,511 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 23:02:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.5471, loss: 3.5471 2023-12-26 09:55:31,059 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 23:01:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.5326, loss: 3.5326 2023-12-26 09:55:56,461 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 23:01:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.5412, loss: 3.5412 2023-12-26 09:56:22,271 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 23:01:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.5045, loss: 3.5045 2023-12-26 09:56:47,673 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 23:00:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.5666, loss: 3.5666 2023-12-26 09:56:49,601 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-26 10:01:15,021 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:01:15,675 - pyskl - INFO - top1_acc 0.7534 top5_acc 0.9477 2023-12-26 10:01:15,701 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7534, top5_acc: 0.9477 2023-12-26 10:02:09,930 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 23:00:54, time: 0.542, data_time: 0.286, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.4389, loss: 3.4389 2023-12-26 10:02:35,457 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 23:00:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.4517, loss: 3.4517 2023-12-26 10:03:01,406 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 23:00:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 3.4832, loss: 3.4832 2023-12-26 10:03:27,494 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 22:59:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9794, loss_cls: 3.4871, loss: 3.4871 2023-12-26 10:03:52,898 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 22:59:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 3.4953, loss: 3.4953 2023-12-26 10:04:18,524 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 22:58:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9581, loss_cls: 3.5295, loss: 3.5295 2023-12-26 10:04:43,849 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 22:58:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.5096, loss: 3.5096 2023-12-26 10:05:09,144 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 22:57:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.5857, loss: 3.5857 2023-12-26 10:05:34,811 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 22:57:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.4949, loss: 3.4949 2023-12-26 10:06:00,239 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 22:56:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.5056, loss: 3.5056 2023-12-26 10:06:25,441 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 22:56:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9725, loss_cls: 3.5298, loss: 3.5298 2023-12-26 10:06:50,535 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 22:55:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 3.5664, loss: 3.5664 2023-12-26 10:07:15,606 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 22:55:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.4613, loss: 3.4613 2023-12-26 10:07:40,849 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 22:54:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5408, loss: 3.5408 2023-12-26 10:08:06,152 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 22:54:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.5203, loss: 3.5203 2023-12-26 10:08:31,653 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 22:54:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.5112, loss: 3.5112 2023-12-26 10:08:56,719 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 22:53:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.5031, loss: 3.5031 2023-12-26 10:09:21,893 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 22:53:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.5458, loss: 3.5458 2023-12-26 10:09:46,993 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 22:52:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5496, loss: 3.5496 2023-12-26 10:10:12,041 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 22:52:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4821, loss: 3.4821 2023-12-26 10:10:37,315 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 22:51:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.4815, loss: 3.4815 2023-12-26 10:11:02,314 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 22:51:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 3.5704, loss: 3.5704 2023-12-26 10:11:27,359 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 22:50:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.4642, loss: 3.4642 2023-12-26 10:11:52,459 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 22:50:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4874, loss: 3.4874 2023-12-26 10:12:17,549 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 22:49:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5586, loss: 3.5586 2023-12-26 10:12:42,631 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 22:49:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.5469, loss: 3.5469 2023-12-26 10:13:07,836 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 22:48:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5778, loss: 3.5778 2023-12-26 10:13:33,080 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 22:48:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.5678, loss: 3.5678 2023-12-26 10:13:58,447 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 22:48:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 3.6122, loss: 3.6122 2023-12-26 10:14:24,026 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 22:47:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 3.5576, loss: 3.5576 2023-12-26 10:14:49,077 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 22:47:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.4916, loss: 3.4916 2023-12-26 10:15:14,284 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 22:46:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 3.4949, loss: 3.4949 2023-12-26 10:15:40,250 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 22:46:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.5513, loss: 3.5513 2023-12-26 10:16:05,694 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 22:45:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9587, loss_cls: 3.5185, loss: 3.5185 2023-12-26 10:16:07,675 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-26 10:20:33,524 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:20:34,178 - pyskl - INFO - top1_acc 0.7884 top5_acc 0.9559 2023-12-26 10:20:34,182 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_55.pth was removed 2023-12-26 10:20:34,391 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. 2023-12-26 10:20:34,392 - pyskl - INFO - Best top1_acc is 0.7884 at 58 epoch. 2023-12-26 10:20:34,417 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7884, top5_acc: 0.9559 2023-12-26 10:21:28,397 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 22:46:01, time: 0.540, data_time: 0.282, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.4742, loss: 3.4742 2023-12-26 10:21:53,950 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 22:45:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.4559, loss: 3.4559 2023-12-26 10:22:19,577 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 22:45:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.4994, loss: 3.4994 2023-12-26 10:22:44,918 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 22:44:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.4434, loss: 3.4434 2023-12-26 10:23:11,213 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 22:44:13, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.4753, loss: 3.4753 2023-12-26 10:23:36,558 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 22:43:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 3.5201, loss: 3.5201 2023-12-26 10:24:01,964 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 22:43:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 3.5229, loss: 3.5229 2023-12-26 10:24:27,122 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 22:42:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 3.5428, loss: 3.5428 2023-12-26 10:24:53,203 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 22:42:24, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 3.4913, loss: 3.4913 2023-12-26 10:25:18,320 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 22:41:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.5086, loss: 3.5086 2023-12-26 10:25:43,449 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 22:41:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.5110, loss: 3.5110 2023-12-26 10:26:08,893 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 22:41:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.4958, loss: 3.4958 2023-12-26 10:26:34,063 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 22:40:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.4842, loss: 3.4842 2023-12-26 10:26:59,766 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 22:40:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.4835, loss: 3.4835 2023-12-26 10:27:24,951 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 22:39:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.5020, loss: 3.5020 2023-12-26 10:27:50,459 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 22:39:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 3.5319, loss: 3.5319 2023-12-26 10:28:15,625 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 22:38:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.5235, loss: 3.5235 2023-12-26 10:28:40,720 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 22:38:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4830, loss: 3.4830 2023-12-26 10:29:05,753 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 22:37:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.5651, loss: 3.5651 2023-12-26 10:29:30,794 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 22:37:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5097, loss: 3.5097 2023-12-26 10:29:55,835 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 22:36:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4665, loss: 3.4665 2023-12-26 10:30:21,799 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 22:36:26, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 3.5603, loss: 3.5603 2023-12-26 10:30:47,113 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 22:35:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.5106, loss: 3.5106 2023-12-26 10:31:12,350 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 22:35:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 3.5094, loss: 3.5094 2023-12-26 10:31:37,612 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 22:35:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.5908, loss: 3.5908 2023-12-26 10:32:02,593 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 22:34:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 3.5886, loss: 3.5886 2023-12-26 10:32:28,163 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 22:34:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5213, loss: 3.5213 2023-12-26 10:32:53,361 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 22:33:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 3.6054, loss: 3.6054 2023-12-26 10:33:18,812 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 22:33:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 3.4612, loss: 3.4612 2023-12-26 10:33:44,355 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 22:32:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.5545, loss: 3.5545 2023-12-26 10:34:09,571 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 22:32:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 3.5269, loss: 3.5269 2023-12-26 10:34:34,918 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 22:31:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 3.4830, loss: 3.4830 2023-12-26 10:35:00,261 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 22:31:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.5439, loss: 3.5439 2023-12-26 10:35:25,400 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 22:30:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.5336, loss: 3.5336 2023-12-26 10:35:27,283 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-26 10:39:52,561 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:39:53,213 - pyskl - INFO - top1_acc 0.7894 top5_acc 0.9525 2023-12-26 10:39:53,218 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_58.pth was removed 2023-12-26 10:39:53,550 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. 2023-12-26 10:39:53,552 - pyskl - INFO - Best top1_acc is 0.7894 at 59 epoch. 2023-12-26 10:39:53,577 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7894, top5_acc: 0.9525 2023-12-26 10:40:46,765 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 22:31:08, time: 0.532, data_time: 0.280, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 3.4534, loss: 3.4534 2023-12-26 10:41:11,971 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 22:30:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.4976, loss: 3.4976 2023-12-26 10:41:37,721 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 22:30:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.5031, loss: 3.5031 2023-12-26 10:42:03,390 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 22:29:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 3.4537, loss: 3.4537 2023-12-26 10:42:29,429 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 22:29:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 3.4926, loss: 3.4926 2023-12-26 10:42:55,259 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 22:28:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.4946, loss: 3.4946 2023-12-26 10:43:20,459 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 22:28:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 3.4572, loss: 3.4572 2023-12-26 10:43:45,750 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 22:27:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 3.4800, loss: 3.4800 2023-12-26 10:44:11,016 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 22:27:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 3.5927, loss: 3.5927 2023-12-26 10:44:36,132 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 22:27:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4992, loss: 3.4992 2023-12-26 10:45:01,118 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 22:26:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5188, loss: 3.5188 2023-12-26 10:45:26,194 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 22:26:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.4857, loss: 3.4857 2023-12-26 10:45:51,325 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 22:25:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.4480, loss: 3.4480 2023-12-26 10:46:16,541 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 22:25:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4799, loss: 3.4799 2023-12-26 10:46:41,910 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 22:24:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4581, loss: 3.4581 2023-12-26 10:47:07,571 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 22:24:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 3.5524, loss: 3.5524 2023-12-26 10:47:33,683 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 22:23:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.5011, loss: 3.5011 2023-12-26 10:47:59,186 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 22:23:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.4782, loss: 3.4782 2023-12-26 10:48:24,421 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 22:22:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.5179, loss: 3.5179 2023-12-26 10:48:49,666 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 22:22:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 3.5589, loss: 3.5589 2023-12-26 10:49:14,858 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 22:22:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.5358, loss: 3.5358 2023-12-26 10:49:39,937 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 22:21:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.5233, loss: 3.5233 2023-12-26 10:50:05,056 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 22:21:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 3.5352, loss: 3.5352 2023-12-26 10:50:30,207 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 22:20:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.5193, loss: 3.5193 2023-12-26 10:50:55,229 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 22:20:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 3.5017, loss: 3.5017 2023-12-26 10:51:20,447 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 22:19:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.5600, loss: 3.5600 2023-12-26 10:51:45,878 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 22:19:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.5204, loss: 3.5204 2023-12-26 10:52:11,081 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 22:18:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4878, loss: 3.4878 2023-12-26 10:52:36,642 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 22:18:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 3.5369, loss: 3.5369 2023-12-26 10:53:01,971 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 22:17:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.5066, loss: 3.5066 2023-12-26 10:53:27,741 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 22:17:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.5256, loss: 3.5256 2023-12-26 10:53:53,072 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 22:16:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 3.5276, loss: 3.5276 2023-12-26 10:54:18,581 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 22:16:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.5671, loss: 3.5671 2023-12-26 10:54:43,625 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 22:16:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5242, loss: 3.5242 2023-12-26 10:54:45,678 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-26 10:59:11,654 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:59:12,323 - pyskl - INFO - top1_acc 0.7922 top5_acc 0.9547 2023-12-26 10:59:12,328 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_59.pth was removed 2023-12-26 10:59:12,535 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2023-12-26 10:59:12,537 - pyskl - INFO - Best top1_acc is 0.7922 at 60 epoch. 2023-12-26 10:59:12,561 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7922, top5_acc: 0.9547 2023-12-26 11:00:06,928 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 22:16:17, time: 0.544, data_time: 0.288, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.4606, loss: 3.4606 2023-12-26 11:00:32,377 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 22:15:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.4708, loss: 3.4708 2023-12-26 11:00:57,913 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 22:15:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.5213, loss: 3.5213 2023-12-26 11:01:23,458 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 22:14:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 3.4404, loss: 3.4404 2023-12-26 11:01:48,872 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 22:14:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9800, loss_cls: 3.4604, loss: 3.4604 2023-12-26 11:02:14,506 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 22:14:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.4759, loss: 3.4759 2023-12-26 11:02:40,574 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 22:13:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5024, loss: 3.5024 2023-12-26 11:03:06,037 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 22:13:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.5282, loss: 3.5282 2023-12-26 11:03:31,490 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 22:12:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 3.4753, loss: 3.4753 2023-12-26 11:03:56,982 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 22:12:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.4324, loss: 3.4324 2023-12-26 11:04:22,322 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 22:11:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.5275, loss: 3.5275 2023-12-26 11:04:47,736 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 22:11:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.4763, loss: 3.4763 2023-12-26 11:05:13,163 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 22:10:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4679, loss: 3.4679 2023-12-26 11:05:38,337 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 22:10:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.5207, loss: 3.5207 2023-12-26 11:06:03,549 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 22:09:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.5115, loss: 3.5115 2023-12-26 11:06:28,744 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 22:09:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.4857, loss: 3.4857 2023-12-26 11:06:54,075 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 22:09:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.5758, loss: 3.5758 2023-12-26 11:07:19,303 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 22:08:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 3.5425, loss: 3.5425 2023-12-26 11:07:44,460 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 22:08:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.4346, loss: 3.4346 2023-12-26 11:08:09,494 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 22:07:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.4811, loss: 3.4811 2023-12-26 11:08:34,514 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 22:07:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.5399, loss: 3.5399 2023-12-26 11:08:59,613 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 22:06:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.5014, loss: 3.5014 2023-12-26 11:09:24,954 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 22:06:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 3.5068, loss: 3.5068 2023-12-26 11:09:49,954 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 22:05:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.5422, loss: 3.5422 2023-12-26 11:10:15,042 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 22:05:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.5405, loss: 3.5405 2023-12-26 11:10:40,196 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 22:04:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5288, loss: 3.5288 2023-12-26 11:11:05,303 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 22:04:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4230, loss: 3.4230 2023-12-26 11:11:30,856 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 22:03:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 3.5119, loss: 3.5119 2023-12-26 11:11:56,210 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 22:03:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.5160, loss: 3.5160 2023-12-26 11:12:21,847 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 22:03:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.5598, loss: 3.5598 2023-12-26 11:12:47,310 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 22:02:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 3.4995, loss: 3.4995 2023-12-26 11:13:13,136 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 22:02:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 3.5136, loss: 3.5136 2023-12-26 11:13:38,346 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 22:01:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.4965, loss: 3.4965 2023-12-26 11:14:03,532 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 22:01:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.4866, loss: 3.4866 2023-12-26 11:14:05,644 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-26 11:18:31,858 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:18:32,547 - pyskl - INFO - top1_acc 0.8059 top5_acc 0.9596 2023-12-26 11:18:32,551 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_60.pth was removed 2023-12-26 11:18:32,760 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. 2023-12-26 11:18:32,762 - pyskl - INFO - Best top1_acc is 0.8059 at 61 epoch. 2023-12-26 11:18:32,787 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.8059, top5_acc: 0.9596 2023-12-26 11:19:26,398 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 22:01:24, time: 0.536, data_time: 0.282, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.4165, loss: 3.4165 2023-12-26 11:19:51,835 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 22:00:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.4700, loss: 3.4700 2023-12-26 11:20:17,354 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 22:00:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4798, loss: 3.4798 2023-12-26 11:20:42,664 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 22:00:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.4016, loss: 3.4016 2023-12-26 11:21:07,895 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 21:59:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.4714, loss: 3.4714 2023-12-26 11:21:33,551 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 21:59:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9587, loss_cls: 3.4741, loss: 3.4741 2023-12-26 11:21:59,099 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 21:58:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.5167, loss: 3.5167 2023-12-26 11:22:24,487 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 21:58:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.4958, loss: 3.4958 2023-12-26 11:22:49,713 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 21:57:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 3.4999, loss: 3.4999 2023-12-26 11:23:14,991 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 21:57:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4809, loss: 3.4809 2023-12-26 11:23:40,167 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 21:56:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.4830, loss: 3.4830 2023-12-26 11:24:05,456 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 21:56:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 3.4954, loss: 3.4954 2023-12-26 11:24:30,497 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 21:55:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 3.4868, loss: 3.4868 2023-12-26 11:24:55,673 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 21:55:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.4719, loss: 3.4719 2023-12-26 11:25:21,070 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 21:55:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.5176, loss: 3.5176 2023-12-26 11:25:46,296 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 21:54:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 3.4224, loss: 3.4224 2023-12-26 11:26:11,644 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 21:54:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.5130, loss: 3.5130 2023-12-26 11:26:37,000 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 21:53:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 3.5334, loss: 3.5334 2023-12-26 11:27:02,125 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 21:53:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 3.5290, loss: 3.5290 2023-12-26 11:27:27,249 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 21:52:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.4391, loss: 3.4391 2023-12-26 11:27:52,325 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 21:52:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5012, loss: 3.5012 2023-12-26 11:28:17,405 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 21:51:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.5269, loss: 3.5269 2023-12-26 11:28:42,635 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 21:51:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.5193, loss: 3.5193 2023-12-26 11:29:07,702 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 21:50:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.5049, loss: 3.5049 2023-12-26 11:29:32,813 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 21:50:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.5135, loss: 3.5135 2023-12-26 11:29:58,170 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 21:49:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.4777, loss: 3.4777 2023-12-26 11:30:23,847 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 21:49:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 3.5267, loss: 3.5267 2023-12-26 11:30:49,142 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 21:49:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.4179, loss: 3.4179 2023-12-26 11:31:14,461 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 21:48:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.5386, loss: 3.5386 2023-12-26 11:31:39,612 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 21:48:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.5092, loss: 3.5092 2023-12-26 11:32:04,787 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 21:47:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.4948, loss: 3.4948 2023-12-26 11:32:30,165 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 21:47:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 3.4745, loss: 3.4745 2023-12-26 11:32:55,687 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 21:46:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.4969, loss: 3.4969 2023-12-26 11:33:21,396 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 21:46:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.5315, loss: 3.5315 2023-12-26 11:33:23,461 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-26 11:37:49,458 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:37:50,089 - pyskl - INFO - top1_acc 0.7851 top5_acc 0.9546 2023-12-26 11:37:50,115 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7851, top5_acc: 0.9546 2023-12-26 11:38:43,775 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 21:46:30, time: 0.537, data_time: 0.281, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.4515, loss: 3.4515 2023-12-26 11:39:09,004 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 21:46:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 3.3852, loss: 3.3852 2023-12-26 11:39:34,604 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 21:45:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.4130, loss: 3.4130 2023-12-26 11:40:00,277 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 21:45:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.4185, loss: 3.4185 2023-12-26 11:40:25,655 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 21:44:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.4583, loss: 3.4583 2023-12-26 11:40:50,881 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 21:44:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.4737, loss: 3.4737 2023-12-26 11:41:16,408 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 21:43:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.5046, loss: 3.5046 2023-12-26 11:41:41,590 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 21:43:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.4628, loss: 3.4628 2023-12-26 11:42:06,937 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 21:42:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.4151, loss: 3.4151 2023-12-26 11:42:32,200 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 21:42:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.4788, loss: 3.4788 2023-12-26 11:42:57,346 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 21:41:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 3.4778, loss: 3.4778 2023-12-26 11:43:22,725 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 21:41:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 3.5448, loss: 3.5448 2023-12-26 11:43:47,911 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 21:41:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.5155, loss: 3.5155 2023-12-26 11:44:12,970 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 21:40:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 3.5287, loss: 3.5287 2023-12-26 11:44:38,049 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 21:40:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.4645, loss: 3.4645 2023-12-26 11:45:03,240 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 21:39:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.5306, loss: 3.5306 2023-12-26 11:45:28,594 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 21:39:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.4854, loss: 3.4854 2023-12-26 11:45:53,980 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 21:38:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.5250, loss: 3.5250 2023-12-26 11:46:19,277 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 21:38:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 3.5340, loss: 3.5340 2023-12-26 11:46:44,575 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 21:37:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.4733, loss: 3.4733 2023-12-26 11:47:09,627 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 21:37:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.4980, loss: 3.4980 2023-12-26 11:47:34,701 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 21:36:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.5105, loss: 3.5105 2023-12-26 11:47:59,763 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 21:36:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.4994, loss: 3.4994 2023-12-26 11:48:24,749 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 21:35:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 3.5529, loss: 3.5529 2023-12-26 11:48:49,774 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 21:35:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 3.5390, loss: 3.5390 2023-12-26 11:49:14,860 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 21:35:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.5272, loss: 3.5272 2023-12-26 11:49:39,918 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 21:34:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 3.4915, loss: 3.4915 2023-12-26 11:50:05,582 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 21:34:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.4600, loss: 3.4600 2023-12-26 11:50:30,893 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 21:33:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.4424, loss: 3.4424 2023-12-26 11:50:55,973 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 21:33:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.5387, loss: 3.5387 2023-12-26 11:51:21,178 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 21:32:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 3.4814, loss: 3.4814 2023-12-26 11:51:46,383 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 21:32:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.5138, loss: 3.5138 2023-12-26 11:52:11,843 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 21:31:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.4739, loss: 3.4739 2023-12-26 11:52:37,681 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 21:31:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 3.4641, loss: 3.4641 2023-12-26 11:52:39,656 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-26 11:57:05,491 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:57:06,172 - pyskl - INFO - top1_acc 0.7814 top5_acc 0.9555 2023-12-26 11:57:06,197 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7814, top5_acc: 0.9555 2023-12-26 11:57:59,391 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 21:31:33, time: 0.532, data_time: 0.280, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.4248, loss: 3.4248 2023-12-26 11:58:24,866 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 21:31:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.4210, loss: 3.4210 2023-12-26 11:58:50,662 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 21:30:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.4801, loss: 3.4801 2023-12-26 11:59:16,086 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 21:30:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.4612, loss: 3.4612 2023-12-26 11:59:41,523 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 21:29:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.4691, loss: 3.4691 2023-12-26 12:00:07,182 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 21:29:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4560, loss: 3.4560 2023-12-26 12:00:32,606 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 21:28:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4546, loss: 3.4546 2023-12-26 12:00:58,016 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 21:28:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.5483, loss: 3.5483 2023-12-26 12:01:23,287 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 21:27:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.4822, loss: 3.4822 2023-12-26 12:01:48,584 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 21:27:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 3.4433, loss: 3.4433 2023-12-26 12:02:14,092 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 21:27:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.4452, loss: 3.4452 2023-12-26 12:02:39,318 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 21:26:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.4378, loss: 3.4378 2023-12-26 12:03:04,626 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 21:26:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5092, loss: 3.5092 2023-12-26 12:03:29,781 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 21:25:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.4893, loss: 3.4893 2023-12-26 12:03:55,279 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 21:25:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.5284, loss: 3.5284 2023-12-26 12:04:20,425 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 21:24:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 3.4744, loss: 3.4744 2023-12-26 12:04:45,843 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 21:24:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.4714, loss: 3.4714 2023-12-26 12:05:10,972 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 21:23:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.4668, loss: 3.4668 2023-12-26 12:05:36,278 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 21:23:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 3.5012, loss: 3.5012 2023-12-26 12:06:01,743 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 21:22:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.4931, loss: 3.4931 2023-12-26 12:06:27,009 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 21:22:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.4696, loss: 3.4696 2023-12-26 12:06:52,145 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 21:22:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.5147, loss: 3.5147 2023-12-26 12:07:17,091 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 21:21:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9663, loss_cls: 3.4540, loss: 3.4540 2023-12-26 12:07:42,019 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 21:21:05, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.4989, loss: 3.4989 2023-12-26 12:08:07,288 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 21:20:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.4639, loss: 3.4639 2023-12-26 12:08:32,530 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 21:20:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 3.5133, loss: 3.5133 2023-12-26 12:08:58,107 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 21:19:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.4752, loss: 3.4752 2023-12-26 12:09:23,666 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 21:19:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.4841, loss: 3.4841 2023-12-26 12:09:49,029 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 21:18:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.5263, loss: 3.5263 2023-12-26 12:10:14,604 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 21:18:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.4898, loss: 3.4898 2023-12-26 12:10:39,892 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 21:17:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.4800, loss: 3.4800 2023-12-26 12:11:05,319 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 21:17:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.4657, loss: 3.4657 2023-12-26 12:11:30,695 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 21:17:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.4866, loss: 3.4866 2023-12-26 12:11:56,870 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 21:16:34, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4866, loss: 3.4866 2023-12-26 12:11:58,912 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-26 12:16:24,750 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:16:25,400 - pyskl - INFO - top1_acc 0.7828 top5_acc 0.9515 2023-12-26 12:16:25,425 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7828, top5_acc: 0.9515 2023-12-26 12:17:19,186 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 21:16:42, time: 0.538, data_time: 0.280, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4981, loss: 3.4981 2023-12-26 12:17:45,056 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 21:16:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.4174, loss: 3.4174 2023-12-26 12:18:10,919 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 21:15:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.4254, loss: 3.4254 2023-12-26 12:18:36,448 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 21:15:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.4164, loss: 3.4164 2023-12-26 12:19:01,768 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 21:14:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.4432, loss: 3.4432 2023-12-26 12:19:27,026 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 21:14:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.4738, loss: 3.4738 2023-12-26 12:19:52,332 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 21:14:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.4179, loss: 3.4179 2023-12-26 12:20:17,782 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 21:13:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.4297, loss: 3.4297 2023-12-26 12:20:43,485 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 21:13:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9625, loss_cls: 3.4431, loss: 3.4431 2023-12-26 12:21:08,775 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 21:12:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.4772, loss: 3.4772 2023-12-26 12:21:33,975 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 21:12:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.5041, loss: 3.5041 2023-12-26 12:21:59,147 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 21:11:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4336, loss: 3.4336 2023-12-26 12:22:24,354 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 21:11:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.4386, loss: 3.4386 2023-12-26 12:22:49,902 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 21:10:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.4978, loss: 3.4978 2023-12-26 12:23:15,065 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 21:10:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.4564, loss: 3.4564 2023-12-26 12:23:40,383 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 21:09:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.4363, loss: 3.4363 2023-12-26 12:24:05,426 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 21:09:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 3.5143, loss: 3.5143 2023-12-26 12:24:30,440 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 21:08:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 3.3942, loss: 3.3942 2023-12-26 12:24:55,838 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 21:08:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 3.5336, loss: 3.5336 2023-12-26 12:25:21,134 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 21:08:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.4561, loss: 3.4561 2023-12-26 12:25:46,159 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 21:07:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9806, loss_cls: 3.4546, loss: 3.4546 2023-12-26 12:26:11,523 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 21:07:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4806, loss: 3.4806 2023-12-26 12:26:36,615 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 21:06:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.5022, loss: 3.5022 2023-12-26 12:27:01,595 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 21:06:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.5710, loss: 3.5710 2023-12-26 12:27:27,160 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 21:05:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.5141, loss: 3.5141 2023-12-26 12:27:52,534 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 21:05:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 3.5278, loss: 3.5278 2023-12-26 12:28:18,815 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 21:04:54, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 3.5328, loss: 3.5328 2023-12-26 12:28:44,352 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 21:04:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.5184, loss: 3.5184 2023-12-26 12:29:10,217 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 21:04:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 3.5365, loss: 3.5365 2023-12-26 12:29:35,513 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 21:03:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.4708, loss: 3.4708 2023-12-26 12:30:01,448 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 21:03:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.5066, loss: 3.5066 2023-12-26 12:30:26,633 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 21:02:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4733, loss: 3.4733 2023-12-26 12:30:51,902 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 21:02:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.4704, loss: 3.4704 2023-12-26 12:31:18,048 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 21:01:46, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.5562, loss: 3.5562 2023-12-26 12:31:20,021 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-26 12:35:45,328 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:35:45,970 - pyskl - INFO - top1_acc 0.7984 top5_acc 0.9610 2023-12-26 12:35:45,995 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7984, top5_acc: 0.9610 2023-12-26 12:36:39,330 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 21:01:53, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4118, loss: 3.4118 2023-12-26 12:37:05,274 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 21:01:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.4466, loss: 3.4466 2023-12-26 12:37:30,964 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 21:00:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.4879, loss: 3.4879 2023-12-26 12:37:56,361 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 21:00:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.4330, loss: 3.4330 2023-12-26 12:38:22,529 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 21:00:06, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4860, loss: 3.4860 2023-12-26 12:38:47,955 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 20:59:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.4796, loss: 3.4796 2023-12-26 12:39:13,206 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 20:59:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.4871, loss: 3.4871 2023-12-26 12:39:38,322 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 20:58:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.4204, loss: 3.4204 2023-12-26 12:40:03,968 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 20:58:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.4471, loss: 3.4471 2023-12-26 12:40:29,064 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 20:57:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.4437, loss: 3.4437 2023-12-26 12:40:54,291 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 20:57:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.3986, loss: 3.3986 2023-12-26 12:41:20,505 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 20:56:56, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.4730, loss: 3.4730 2023-12-26 12:41:45,639 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 20:56:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.4565, loss: 3.4565 2023-12-26 12:42:10,868 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 20:56:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 3.4794, loss: 3.4794 2023-12-26 12:42:36,148 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 20:55:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.3957, loss: 3.3957 2023-12-26 12:43:01,524 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 20:55:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 3.4742, loss: 3.4742 2023-12-26 12:43:26,595 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 20:54:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4736, loss: 3.4736 2023-12-26 12:43:51,804 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 20:54:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.4887, loss: 3.4887 2023-12-26 12:44:16,933 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 20:53:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.4329, loss: 3.4329 2023-12-26 12:44:42,088 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 20:53:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.4858, loss: 3.4858 2023-12-26 12:45:07,245 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 20:52:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.4705, loss: 3.4705 2023-12-26 12:45:32,295 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 20:52:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 3.4559, loss: 3.4559 2023-12-26 12:45:57,400 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 20:51:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.4548, loss: 3.4548 2023-12-26 12:46:22,653 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 20:51:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.4775, loss: 3.4775 2023-12-26 12:46:47,860 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 20:50:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.4252, loss: 3.4252 2023-12-26 12:47:12,871 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 20:50:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5063, loss: 3.5063 2023-12-26 12:47:38,170 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 20:50:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4918, loss: 3.4918 2023-12-26 12:48:04,024 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 20:49:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.5183, loss: 3.5183 2023-12-26 12:48:29,891 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 20:49:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.4089, loss: 3.4089 2023-12-26 12:48:55,442 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 20:48:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.4528, loss: 3.4528 2023-12-26 12:49:20,773 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 20:48:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.5273, loss: 3.5273 2023-12-26 12:49:46,086 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 20:47:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 3.4730, loss: 3.4730 2023-12-26 12:50:11,317 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 20:47:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.4431, loss: 3.4431 2023-12-26 12:50:37,084 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 20:46:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 3.4547, loss: 3.4547 2023-12-26 12:50:39,173 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-26 12:55:04,426 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:55:05,052 - pyskl - INFO - top1_acc 0.7693 top5_acc 0.9569 2023-12-26 12:55:05,077 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7693, top5_acc: 0.9569 2023-12-26 12:55:58,540 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 20:47:02, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.4293, loss: 3.4293 2023-12-26 12:56:23,798 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 20:46:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.4017, loss: 3.4017 2023-12-26 12:56:49,418 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 20:46:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.4094, loss: 3.4094 2023-12-26 12:57:14,975 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 20:45:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 3.3824, loss: 3.3824 2023-12-26 12:57:40,496 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 20:45:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.4299, loss: 3.4299 2023-12-26 12:58:06,246 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 20:44:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.3862, loss: 3.3862 2023-12-26 12:58:31,660 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 20:44:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.4109, loss: 3.4109 2023-12-26 12:58:58,004 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 20:43:54, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.4629, loss: 3.4629 2023-12-26 12:59:23,343 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 20:43:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.5014, loss: 3.5014 2023-12-26 12:59:48,747 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 20:42:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.4479, loss: 3.4479 2023-12-26 13:00:13,955 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 20:42:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 3.4057, loss: 3.4057 2023-12-26 13:00:39,073 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 20:42:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 3.4784, loss: 3.4784 2023-12-26 13:01:04,389 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 20:41:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.4417, loss: 3.4417 2023-12-26 13:01:29,528 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 20:41:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4468, loss: 3.4468 2023-12-26 13:01:54,696 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 20:40:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.4656, loss: 3.4656 2023-12-26 13:02:19,811 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 20:40:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.4578, loss: 3.4578 2023-12-26 13:02:45,035 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 20:39:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.4274, loss: 3.4274 2023-12-26 13:03:10,075 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 20:39:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.4529, loss: 3.4529 2023-12-26 13:03:35,139 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 20:38:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.5028, loss: 3.5028 2023-12-26 13:04:00,424 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 20:38:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.4984, loss: 3.4984 2023-12-26 13:04:25,532 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 20:37:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9631, loss_cls: 3.4662, loss: 3.4662 2023-12-26 13:04:51,231 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 20:37:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.4692, loss: 3.4692 2023-12-26 13:05:16,871 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 20:37:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.4455, loss: 3.4455 2023-12-26 13:05:43,166 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 20:36:38, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.5038, loss: 3.5038 2023-12-26 13:06:08,429 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 20:36:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5002, loss: 3.5002 2023-12-26 13:06:34,643 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 20:35:45, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.4987, loss: 3.4987 2023-12-26 13:07:00,653 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 20:35:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9594, loss_cls: 3.5336, loss: 3.5336 2023-12-26 13:07:25,819 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 20:34:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.4733, loss: 3.4733 2023-12-26 13:07:51,022 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 20:34:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5499, loss: 3.5499 2023-12-26 13:08:16,333 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 20:33:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.4807, loss: 3.4807 2023-12-26 13:08:41,662 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 20:33:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 3.4688, loss: 3.4688 2023-12-26 13:09:06,737 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 20:33:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.4635, loss: 3.4635 2023-12-26 13:09:31,826 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 20:32:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.4969, loss: 3.4969 2023-12-26 13:09:57,460 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 20:32:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5208, loss: 3.5208 2023-12-26 13:09:59,530 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-26 13:14:25,333 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:14:26,021 - pyskl - INFO - top1_acc 0.7886 top5_acc 0.9572 2023-12-26 13:14:26,046 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7886, top5_acc: 0.9572 2023-12-26 13:15:19,607 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 20:32:12, time: 0.536, data_time: 0.284, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.4142, loss: 3.4142 2023-12-26 13:15:46,166 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 20:31:47, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 3.3754, loss: 3.3754 2023-12-26 13:16:11,929 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 20:31:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.4406, loss: 3.4406 2023-12-26 13:16:37,283 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 20:30:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.4280, loss: 3.4280 2023-12-26 13:17:02,526 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 20:30:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4981, loss: 3.4981 2023-12-26 13:17:27,851 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 20:29:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.4239, loss: 3.4239 2023-12-26 13:17:53,463 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 20:29:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4743, loss: 3.4743 2023-12-26 13:18:18,763 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 20:29:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.4860, loss: 3.4860 2023-12-26 13:18:43,931 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 20:28:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.4555, loss: 3.4555 2023-12-26 13:19:09,303 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 20:28:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.4451, loss: 3.4451 2023-12-26 13:19:34,452 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 20:27:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 3.4722, loss: 3.4722 2023-12-26 13:19:59,416 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 20:27:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.4725, loss: 3.4725 2023-12-26 13:20:24,368 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 20:26:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 3.4131, loss: 3.4131 2023-12-26 13:20:49,319 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 20:26:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.4395, loss: 3.4395 2023-12-26 13:21:14,292 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 20:25:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.4034, loss: 3.4034 2023-12-26 13:21:39,277 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 20:25:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.4963, loss: 3.4963 2023-12-26 13:22:04,260 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 20:24:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.4363, loss: 3.4363 2023-12-26 13:22:29,242 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 20:24:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.4721, loss: 3.4721 2023-12-26 13:22:54,210 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 20:24:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.4351, loss: 3.4351 2023-12-26 13:23:19,463 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 20:23:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9644, loss_cls: 3.4593, loss: 3.4593 2023-12-26 13:23:44,950 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 20:23:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.5041, loss: 3.5041 2023-12-26 13:24:09,975 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 20:22:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.4240, loss: 3.4240 2023-12-26 13:24:35,128 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 20:22:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 3.4903, loss: 3.4903 2023-12-26 13:25:00,180 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 20:21:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.4448, loss: 3.4448 2023-12-26 13:25:25,262 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 20:21:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.4432, loss: 3.4432 2023-12-26 13:25:50,443 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 20:20:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 3.4349, loss: 3.4349 2023-12-26 13:26:15,816 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 20:20:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.5103, loss: 3.5103 2023-12-26 13:26:41,007 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 20:19:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.4785, loss: 3.4785 2023-12-26 13:27:06,317 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 20:19:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4802, loss: 3.4802 2023-12-26 13:27:31,440 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 20:19:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 3.4542, loss: 3.4542 2023-12-26 13:27:57,179 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 20:18:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.4093, loss: 3.4093 2023-12-26 13:28:22,426 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 20:18:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 3.4680, loss: 3.4680 2023-12-26 13:28:47,665 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 20:17:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 3.5195, loss: 3.5195 2023-12-26 13:29:13,400 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 20:17:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.4500, loss: 3.4500 2023-12-26 13:29:15,507 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-26 13:33:42,179 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:33:42,836 - pyskl - INFO - top1_acc 0.7996 top5_acc 0.9579 2023-12-26 13:33:42,862 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7996, top5_acc: 0.9579 2023-12-26 13:34:37,233 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 20:17:18, time: 0.544, data_time: 0.291, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.4024, loss: 3.4024 2023-12-26 13:35:02,439 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 20:16:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.3850, loss: 3.3850 2023-12-26 13:35:28,144 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 20:16:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.4282, loss: 3.4282 2023-12-26 13:35:54,022 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 20:15:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.4109, loss: 3.4109 2023-12-26 13:36:19,899 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 20:15:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 3.3994, loss: 3.3994 2023-12-26 13:36:45,242 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 20:15:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.4352, loss: 3.4352 2023-12-26 13:37:10,564 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 20:14:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.4464, loss: 3.4464 2023-12-26 13:37:35,765 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 20:14:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.4286, loss: 3.4286 2023-12-26 13:38:00,814 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 20:13:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 3.4285, loss: 3.4285 2023-12-26 13:38:26,589 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 20:13:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.4069, loss: 3.4069 2023-12-26 13:38:52,992 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 20:12:49, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 3.4673, loss: 3.4673 2023-12-26 13:39:18,208 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 20:12:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 3.4657, loss: 3.4657 2023-12-26 13:39:43,581 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 20:11:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.5063, loss: 3.5063 2023-12-26 13:40:08,874 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 20:11:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.4281, loss: 3.4281 2023-12-26 13:40:33,875 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 20:11:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.4308, loss: 3.4308 2023-12-26 13:40:58,935 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 20:10:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.4257, loss: 3.4257 2023-12-26 13:41:24,321 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 20:10:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4343, loss: 3.4343 2023-12-26 13:41:49,635 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 20:09:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 3.4153, loss: 3.4153 2023-12-26 13:42:14,729 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 20:09:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 3.4539, loss: 3.4539 2023-12-26 13:42:39,911 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 20:08:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 3.4861, loss: 3.4861 2023-12-26 13:43:05,284 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 20:08:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.4582, loss: 3.4582 2023-12-26 13:43:30,610 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 20:07:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.4772, loss: 3.4772 2023-12-26 13:43:55,606 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 20:07:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.4594, loss: 3.4594 2023-12-26 13:44:20,790 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 20:06:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.4340, loss: 3.4340 2023-12-26 13:44:45,903 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 20:06:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.4406, loss: 3.4406 2023-12-26 13:45:11,302 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 20:06:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.4142, loss: 3.4142 2023-12-26 13:45:36,998 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 20:05:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 3.4690, loss: 3.4690 2023-12-26 13:46:02,956 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 20:05:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.4429, loss: 3.4429 2023-12-26 13:46:28,555 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 20:04:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.4953, loss: 3.4953 2023-12-26 13:46:54,586 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 20:04:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 3.4670, loss: 3.4670 2023-12-26 13:47:20,038 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 20:03:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.4875, loss: 3.4875 2023-12-26 13:47:45,537 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 20:03:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.4561, loss: 3.4561 2023-12-26 13:48:10,794 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 20:02:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.4181, loss: 3.4181 2023-12-26 13:48:36,331 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 20:02:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.4846, loss: 3.4846 2023-12-26 13:48:38,347 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-26 13:53:04,347 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:53:05,015 - pyskl - INFO - top1_acc 0.7817 top5_acc 0.9530 2023-12-26 13:53:05,040 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7817, top5_acc: 0.9530 2023-12-26 13:53:59,308 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 20:02:29, time: 0.543, data_time: 0.288, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.4363, loss: 3.4363 2023-12-26 13:54:24,627 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 20:02:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.4105, loss: 3.4105 2023-12-26 13:54:50,122 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 20:01:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4030, loss: 3.4030 2023-12-26 13:55:15,328 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 20:01:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 3.3961, loss: 3.3961 2023-12-26 13:55:40,593 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 20:00:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 3.4636, loss: 3.4636 2023-12-26 13:56:06,125 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 20:00:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.4314, loss: 3.4314 2023-12-26 13:56:31,808 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 19:59:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.4344, loss: 3.4344 2023-12-26 13:56:57,289 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 19:59:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.4123, loss: 3.4123 2023-12-26 13:57:22,604 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 19:58:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 3.4414, loss: 3.4414 2023-12-26 13:57:47,882 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 19:58:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.4301, loss: 3.4301 2023-12-26 13:58:13,523 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 19:57:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.4518, loss: 3.4518 2023-12-26 13:58:38,629 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 19:57:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 3.4191, loss: 3.4191 2023-12-26 13:59:03,813 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 19:57:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.4480, loss: 3.4480 2023-12-26 13:59:29,007 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 19:56:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.5140, loss: 3.5140 2023-12-26 13:59:54,286 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 19:56:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.4476, loss: 3.4476 2023-12-26 14:00:19,426 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 19:55:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.4097, loss: 3.4097 2023-12-26 14:00:44,677 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 19:55:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 3.4775, loss: 3.4775 2023-12-26 14:01:10,012 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 19:54:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.4849, loss: 3.4849 2023-12-26 14:01:35,301 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 19:54:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.4337, loss: 3.4337 2023-12-26 14:02:00,704 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 19:53:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.4856, loss: 3.4856 2023-12-26 14:02:26,146 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 19:53:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.4433, loss: 3.4433 2023-12-26 14:02:51,358 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 19:53:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.4137, loss: 3.4137 2023-12-26 14:03:16,428 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 19:52:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.3996, loss: 3.3996 2023-12-26 14:03:41,534 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 19:52:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.4435, loss: 3.4435 2023-12-26 14:04:06,681 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 19:51:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.4694, loss: 3.4694 2023-12-26 14:04:32,405 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 19:51:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 3.3982, loss: 3.3982 2023-12-26 14:04:57,900 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 19:50:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.4669, loss: 3.4669 2023-12-26 14:05:23,178 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 19:50:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.4765, loss: 3.4765 2023-12-26 14:05:48,555 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 19:49:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.4639, loss: 3.4639 2023-12-26 14:06:13,846 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 19:49:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 3.4291, loss: 3.4291 2023-12-26 14:06:39,329 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 19:48:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.4712, loss: 3.4712 2023-12-26 14:07:04,611 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 19:48:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.4589, loss: 3.4589 2023-12-26 14:07:29,784 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 19:48:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.4690, loss: 3.4690 2023-12-26 14:07:55,096 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 19:47:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.4617, loss: 3.4617 2023-12-26 14:07:57,171 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-26 14:12:23,034 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:12:23,745 - pyskl - INFO - top1_acc 0.7957 top5_acc 0.9585 2023-12-26 14:12:23,771 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7957, top5_acc: 0.9585 2023-12-26 14:13:18,069 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 19:47:37, time: 0.543, data_time: 0.291, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.4153, loss: 3.4153 2023-12-26 14:13:43,835 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 19:47:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 3.4103, loss: 3.4103 2023-12-26 14:14:09,615 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 19:46:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.3841, loss: 3.3841 2023-12-26 14:14:35,256 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 19:46:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9700, loss_cls: 3.4309, loss: 3.4309 2023-12-26 14:15:00,729 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 19:45:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.4001, loss: 3.4001 2023-12-26 14:15:26,220 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 19:45:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.4141, loss: 3.4141 2023-12-26 14:15:51,458 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 19:44:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.4334, loss: 3.4334 2023-12-26 14:16:16,741 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 19:44:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.4494, loss: 3.4494 2023-12-26 14:16:41,913 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 19:44:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.3590, loss: 3.3590 2023-12-26 14:17:06,990 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 19:43:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.4834, loss: 3.4834 2023-12-26 14:17:32,629 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 19:43:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.4147, loss: 3.4147 2023-12-26 14:17:58,258 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 19:42:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.4092, loss: 3.4092 2023-12-26 14:18:23,712 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 19:42:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.4132, loss: 3.4132 2023-12-26 14:18:48,675 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 19:41:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.4030, loss: 3.4030 2023-12-26 14:19:13,609 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 19:41:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.4128, loss: 3.4128 2023-12-26 14:19:38,559 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 19:40:51, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4280, loss: 3.4280 2023-12-26 14:20:03,503 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 19:40:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 3.4181, loss: 3.4181 2023-12-26 14:20:28,468 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 19:39:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.4254, loss: 3.4254 2023-12-26 14:20:53,424 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 19:39:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.4479, loss: 3.4479 2023-12-26 14:21:18,387 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 19:39:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.4448, loss: 3.4448 2023-12-26 14:21:43,354 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 19:38:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.4052, loss: 3.4052 2023-12-26 14:22:08,522 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 19:38:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.4784, loss: 3.4784 2023-12-26 14:22:33,481 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 19:37:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4700, loss: 3.4700 2023-12-26 14:22:58,939 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 19:37:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.4610, loss: 3.4610 2023-12-26 14:23:25,197 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 19:36:46, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.4201, loss: 3.4201 2023-12-26 14:23:50,749 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 19:36:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 3.4606, loss: 3.4606 2023-12-26 14:24:16,315 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 19:35:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.4414, loss: 3.4414 2023-12-26 14:24:42,205 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 19:35:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.4721, loss: 3.4721 2023-12-26 14:25:07,519 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 19:34:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.4137, loss: 3.4137 2023-12-26 14:25:32,830 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 19:34:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 3.4032, loss: 3.4032 2023-12-26 14:25:58,048 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 19:34:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.4885, loss: 3.4885 2023-12-26 14:26:23,805 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 19:33:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.4807, loss: 3.4807 2023-12-26 14:26:50,436 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 19:33:12, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 3.4813, loss: 3.4813 2023-12-26 14:27:16,246 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 19:32:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.4954, loss: 3.4954 2023-12-26 14:27:18,262 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-26 14:31:44,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:31:45,204 - pyskl - INFO - top1_acc 0.7889 top5_acc 0.9575 2023-12-26 14:31:45,229 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7889, top5_acc: 0.9575 2023-12-26 14:32:39,613 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 19:32:48, time: 0.544, data_time: 0.284, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.3775, loss: 3.3775 2023-12-26 14:33:04,934 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 19:32:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.3613, loss: 3.3613 2023-12-26 14:33:30,361 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 19:31:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.3910, loss: 3.3910 2023-12-26 14:33:55,868 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 19:31:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4430, loss: 3.4430 2023-12-26 14:34:21,056 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 19:30:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.3935, loss: 3.3935 2023-12-26 14:34:46,403 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 19:30:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.3753, loss: 3.3753 2023-12-26 14:35:12,262 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 19:30:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.3943, loss: 3.3943 2023-12-26 14:35:37,523 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 19:29:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4359, loss: 3.4359 2023-12-26 14:36:02,652 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 19:29:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.3961, loss: 3.3961 2023-12-26 14:36:27,763 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 19:28:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.3987, loss: 3.3987 2023-12-26 14:36:53,046 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 19:28:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.4615, loss: 3.4615 2023-12-26 14:37:18,610 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 19:27:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3635, loss: 3.3635 2023-12-26 14:37:43,921 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 19:27:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.4274, loss: 3.4274 2023-12-26 14:38:09,139 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 19:26:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 3.3762, loss: 3.3762 2023-12-26 14:38:34,535 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 19:26:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.3786, loss: 3.3786 2023-12-26 14:38:59,617 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 19:26:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.4028, loss: 3.4028 2023-12-26 14:39:24,806 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 19:25:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4724, loss: 3.4724 2023-12-26 14:39:50,091 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 19:25:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.4531, loss: 3.4531 2023-12-26 14:40:15,309 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 19:24:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.4808, loss: 3.4808 2023-12-26 14:40:40,444 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 19:24:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.3886, loss: 3.3886 2023-12-26 14:41:05,791 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 19:23:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.4154, loss: 3.4154 2023-12-26 14:41:31,451 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 19:23:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 3.4293, loss: 3.4293 2023-12-26 14:41:56,788 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 19:22:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.4121, loss: 3.4121 2023-12-26 14:42:21,778 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 19:22:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 3.4102, loss: 3.4102 2023-12-26 14:42:46,944 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 19:21:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 3.4290, loss: 3.4290 2023-12-26 14:43:12,420 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 19:21:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 3.4170, loss: 3.4170 2023-12-26 14:43:37,721 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 19:21:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 3.4534, loss: 3.4534 2023-12-26 14:44:02,796 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 19:20:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.4702, loss: 3.4702 2023-12-26 14:44:27,805 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 19:20:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.4972, loss: 3.4972 2023-12-26 14:44:52,799 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 19:19:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 3.4782, loss: 3.4782 2023-12-26 14:45:17,808 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 19:19:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 3.4363, loss: 3.4363 2023-12-26 14:45:42,806 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 19:18:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 3.4420, loss: 3.4420 2023-12-26 14:46:07,805 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 19:18:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.4260, loss: 3.4260 2023-12-26 14:46:32,807 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 19:17:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.4559, loss: 3.4559 2023-12-26 14:46:34,732 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-26 14:50:59,968 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:51:00,604 - pyskl - INFO - top1_acc 0.7791 top5_acc 0.9564 2023-12-26 14:51:00,629 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7791, top5_acc: 0.9564 2023-12-26 14:51:53,698 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 19:17:51, time: 0.531, data_time: 0.279, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.3918, loss: 3.3918 2023-12-26 14:52:18,792 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 19:17:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 3.4444, loss: 3.4444 2023-12-26 14:52:44,105 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 19:16:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 3.4355, loss: 3.4355 2023-12-26 14:53:09,251 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 19:16:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.3625, loss: 3.3625 2023-12-26 14:53:34,320 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 19:16:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 3.3568, loss: 3.3568 2023-12-26 14:53:59,984 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 19:15:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.4013, loss: 3.4013 2023-12-26 14:54:25,631 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 19:15:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.3690, loss: 3.3690 2023-12-26 14:54:50,913 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 19:14:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.3985, loss: 3.3985 2023-12-26 14:55:16,017 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 19:14:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.3890, loss: 3.3890 2023-12-26 14:55:41,028 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 19:13:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.3967, loss: 3.3967 2023-12-26 14:56:06,087 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 19:13:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.4462, loss: 3.4462 2023-12-26 14:56:31,512 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 19:12:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.4135, loss: 3.4135 2023-12-26 14:56:56,783 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 19:12:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.4246, loss: 3.4246 2023-12-26 14:57:21,957 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 19:11:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.4418, loss: 3.4418 2023-12-26 14:57:47,165 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 19:11:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.4203, loss: 3.4203 2023-12-26 14:58:12,223 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 19:11:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.4164, loss: 3.4164 2023-12-26 14:58:37,483 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 19:10:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.4798, loss: 3.4798 2023-12-26 14:59:02,728 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 19:10:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.3826, loss: 3.3826 2023-12-26 14:59:28,790 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 19:09:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.3897, loss: 3.3897 2023-12-26 14:59:54,135 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 19:09:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4575, loss: 3.4575 2023-12-26 15:00:19,428 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 19:08:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.4526, loss: 3.4526 2023-12-26 15:00:44,624 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 19:08:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.4544, loss: 3.4544 2023-12-26 15:01:10,038 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 19:07:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.4307, loss: 3.4307 2023-12-26 15:01:35,328 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 19:07:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.4551, loss: 3.4551 2023-12-26 15:02:00,427 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 19:07:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.4214, loss: 3.4214 2023-12-26 15:02:26,117 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 19:06:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 3.4409, loss: 3.4409 2023-12-26 15:02:51,416 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 19:06:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.4362, loss: 3.4362 2023-12-26 15:03:16,675 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 19:05:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.4108, loss: 3.4108 2023-12-26 15:03:41,969 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 19:05:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.4561, loss: 3.4561 2023-12-26 15:04:07,077 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 19:04:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 3.4092, loss: 3.4092 2023-12-26 15:04:32,295 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 19:04:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.3990, loss: 3.3990 2023-12-26 15:04:58,080 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 19:03:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 3.4402, loss: 3.4402 2023-12-26 15:05:23,778 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 19:03:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.4297, loss: 3.4297 2023-12-26 15:05:49,062 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 19:02:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.3897, loss: 3.3897 2023-12-26 15:05:50,997 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-26 15:10:15,911 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:10:16,535 - pyskl - INFO - top1_acc 0.7926 top5_acc 0.9561 2023-12-26 15:10:16,561 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7926, top5_acc: 0.9561 2023-12-26 15:11:09,786 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 19:02:58, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.3431, loss: 3.3431 2023-12-26 15:11:35,291 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 19:02:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.3803, loss: 3.3803 2023-12-26 15:12:00,697 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 19:02:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.3874, loss: 3.3874 2023-12-26 15:12:26,277 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 19:01:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.3428, loss: 3.3428 2023-12-26 15:12:51,669 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 19:01:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 3.3724, loss: 3.3724 2023-12-26 15:13:17,118 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 19:00:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.3775, loss: 3.3775 2023-12-26 15:13:42,663 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 19:00:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.4071, loss: 3.4071 2023-12-26 15:14:07,912 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 18:59:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.4047, loss: 3.4047 2023-12-26 15:14:33,853 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 18:59:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.4021, loss: 3.4021 2023-12-26 15:15:00,243 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 18:58:57, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.3756, loss: 3.3756 2023-12-26 15:15:25,432 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 18:58:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 3.3741, loss: 3.3741 2023-12-26 15:15:50,705 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 18:58:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.3904, loss: 3.3904 2023-12-26 15:16:16,049 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 18:57:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 3.3826, loss: 3.3826 2023-12-26 15:16:41,174 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 18:57:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.4251, loss: 3.4251 2023-12-26 15:17:06,304 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 18:56:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.4166, loss: 3.4166 2023-12-26 15:17:31,443 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 18:56:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.4347, loss: 3.4347 2023-12-26 15:17:56,608 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 18:55:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.4083, loss: 3.4083 2023-12-26 15:18:21,646 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 18:55:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.4738, loss: 3.4738 2023-12-26 15:18:46,701 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 18:54:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 3.4098, loss: 3.4098 2023-12-26 15:19:11,720 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 18:54:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.4122, loss: 3.4122 2023-12-26 15:19:37,027 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 18:53:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 3.4241, loss: 3.4241 2023-12-26 15:20:02,003 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 18:53:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.4054, loss: 3.4054 2023-12-26 15:20:27,170 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 18:53:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.4178, loss: 3.4178 2023-12-26 15:20:52,450 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 18:52:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.3700, loss: 3.3700 2023-12-26 15:21:17,475 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 18:52:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9631, loss_cls: 3.4598, loss: 3.4598 2023-12-26 15:21:43,264 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 18:51:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.4245, loss: 3.4245 2023-12-26 15:22:08,669 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 18:51:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 3.4079, loss: 3.4079 2023-12-26 15:22:33,653 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 18:50:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 3.4757, loss: 3.4757 2023-12-26 15:22:58,634 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 18:50:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.4172, loss: 3.4172 2023-12-26 15:23:23,613 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 18:49:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.4036, loss: 3.4036 2023-12-26 15:23:48,611 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 18:49:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.4292, loss: 3.4292 2023-12-26 15:24:13,593 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 18:48:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.4297, loss: 3.4297 2023-12-26 15:24:38,559 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 18:48:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.4756, loss: 3.4756 2023-12-26 15:25:03,534 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 18:48:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.4127, loss: 3.4127 2023-12-26 15:25:05,546 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-26 15:29:30,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:29:31,152 - pyskl - INFO - top1_acc 0.8063 top5_acc 0.9619 2023-12-26 15:29:31,156 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_61.pth was removed 2023-12-26 15:29:31,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. 2023-12-26 15:29:31,371 - pyskl - INFO - Best top1_acc is 0.8063 at 74 epoch. 2023-12-26 15:29:31,401 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.8063, top5_acc: 0.9619 2023-12-26 15:30:24,115 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 18:48:02, time: 0.527, data_time: 0.276, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 3.3545, loss: 3.3545 2023-12-26 15:30:49,287 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 18:47:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 3.3573, loss: 3.3573 2023-12-26 15:31:14,700 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 18:47:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.3880, loss: 3.3880 2023-12-26 15:31:40,043 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 18:46:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.3660, loss: 3.3660 2023-12-26 15:32:05,253 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 18:46:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 3.3352, loss: 3.3352 2023-12-26 15:32:31,130 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 18:45:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.3816, loss: 3.3816 2023-12-26 15:32:56,637 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 18:45:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.3810, loss: 3.3810 2023-12-26 15:33:21,914 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 18:44:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 3.3746, loss: 3.3746 2023-12-26 15:33:47,248 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 18:44:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.4147, loss: 3.4147 2023-12-26 15:34:12,534 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 18:44:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.4043, loss: 3.4043 2023-12-26 15:34:37,702 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 18:43:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.4120, loss: 3.4120 2023-12-26 15:35:02,746 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 18:43:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 3.3617, loss: 3.3617 2023-12-26 15:35:28,041 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 18:42:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 3.4405, loss: 3.4405 2023-12-26 15:35:53,945 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 18:42:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.3973, loss: 3.3973 2023-12-26 15:36:19,274 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 18:41:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 3.4268, loss: 3.4268 2023-12-26 15:36:44,542 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 18:41:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.4597, loss: 3.4597 2023-12-26 15:37:09,841 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 18:40:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.4231, loss: 3.4231 2023-12-26 15:37:34,808 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 18:40:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.4089, loss: 3.4089 2023-12-26 15:37:59,739 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 18:39:56, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.4154, loss: 3.4154 2023-12-26 15:38:24,671 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 18:39:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.4010, loss: 3.4010 2023-12-26 15:38:49,675 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 18:39:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 3.4101, loss: 3.4101 2023-12-26 15:39:15,513 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 18:38:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.4002, loss: 3.4002 2023-12-26 15:39:41,075 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 18:38:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.3889, loss: 3.3889 2023-12-26 15:40:07,235 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 18:37:42, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.4189, loss: 3.4189 2023-12-26 15:40:33,024 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 18:37:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.4248, loss: 3.4248 2023-12-26 15:40:58,883 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 18:36:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 3.4080, loss: 3.4080 2023-12-26 15:41:24,125 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 18:36:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.4279, loss: 3.4279 2023-12-26 15:41:49,468 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 18:35:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.3804, loss: 3.3804 2023-12-26 15:42:15,114 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 18:35:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.3826, loss: 3.3826 2023-12-26 15:42:40,424 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 18:35:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.4454, loss: 3.4454 2023-12-26 15:43:05,677 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 18:34:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.4428, loss: 3.4428 2023-12-26 15:43:30,938 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 18:34:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.3979, loss: 3.3979 2023-12-26 15:43:56,068 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 18:33:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 3.4424, loss: 3.4424 2023-12-26 15:44:21,028 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 18:33:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.4092, loss: 3.4092 2023-12-26 15:44:22,966 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-26 15:48:47,945 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:48:48,609 - pyskl - INFO - top1_acc 0.7934 top5_acc 0.9567 2023-12-26 15:48:48,634 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7934, top5_acc: 0.9567 2023-12-26 15:49:42,147 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 18:33:11, time: 0.535, data_time: 0.281, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.3856, loss: 3.3856 2023-12-26 15:50:07,715 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 18:32:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 3.3119, loss: 3.3119 2023-12-26 15:50:33,098 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 18:32:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.3616, loss: 3.3616 2023-12-26 15:50:58,398 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 18:31:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.3950, loss: 3.3950 2023-12-26 15:51:23,704 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 18:31:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.3998, loss: 3.3998 2023-12-26 15:51:49,021 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 18:30:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.3758, loss: 3.3758 2023-12-26 15:52:14,477 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 18:30:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.4226, loss: 3.4226 2023-12-26 15:52:39,720 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 18:30:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.3953, loss: 3.3953 2023-12-26 15:53:04,996 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 18:29:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.4349, loss: 3.4349 2023-12-26 15:53:30,521 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 18:29:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.4106, loss: 3.4106 2023-12-26 15:53:55,753 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 18:28:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.3771, loss: 3.3771 2023-12-26 15:54:20,983 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 18:28:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.3537, loss: 3.3537 2023-12-26 15:54:46,065 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 18:27:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 3.3743, loss: 3.3743 2023-12-26 15:55:11,556 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 18:27:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.4179, loss: 3.4179 2023-12-26 15:55:36,936 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 18:26:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.4193, loss: 3.4193 2023-12-26 15:56:01,935 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 18:26:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 3.3547, loss: 3.3547 2023-12-26 15:56:27,084 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 18:25:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 3.3489, loss: 3.3489 2023-12-26 15:56:52,344 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 18:25:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.4021, loss: 3.4021 2023-12-26 15:57:17,599 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 18:25:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.4136, loss: 3.4136 2023-12-26 15:57:42,562 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 18:24:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.3775, loss: 3.3775 2023-12-26 15:58:08,378 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 18:24:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.3615, loss: 3.3615 2023-12-26 15:58:33,317 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 18:23:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.3956, loss: 3.3956 2023-12-26 15:58:58,264 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 18:23:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.4002, loss: 3.4002 2023-12-26 15:59:23,182 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 18:22:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 3.3757, loss: 3.3757 2023-12-26 15:59:48,363 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 18:22:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.4082, loss: 3.4082 2023-12-26 16:00:14,040 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 18:21:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 3.4119, loss: 3.4119 2023-12-26 16:00:39,624 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 18:21:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 3.4274, loss: 3.4274 2023-12-26 16:01:04,892 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 18:21:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.4008, loss: 3.4008 2023-12-26 16:01:30,161 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 18:20:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.4324, loss: 3.4324 2023-12-26 16:01:55,219 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 18:20:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.4236, loss: 3.4236 2023-12-26 16:02:20,429 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 18:19:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.4312, loss: 3.4312 2023-12-26 16:02:45,772 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 18:19:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.4408, loss: 3.4408 2023-12-26 16:03:10,941 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 18:18:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.4033, loss: 3.4033 2023-12-26 16:03:36,797 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 18:18:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 3.3632, loss: 3.3632 2023-12-26 16:03:38,932 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-26 16:08:07,797 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:08:08,460 - pyskl - INFO - top1_acc 0.8044 top5_acc 0.9588 2023-12-26 16:08:08,485 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8044, top5_acc: 0.9588 2023-12-26 16:09:01,022 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 18:18:16, time: 0.525, data_time: 0.274, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 3.3273, loss: 3.3273 2023-12-26 16:09:26,920 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 18:17:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 3.3353, loss: 3.3353 2023-12-26 16:09:52,475 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 18:17:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 3.3021, loss: 3.3021 2023-12-26 16:10:17,884 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 18:16:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 3.3494, loss: 3.3494 2023-12-26 16:10:43,639 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 18:16:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.3587, loss: 3.3587 2023-12-26 16:11:09,721 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 18:16:03, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.3746, loss: 3.3746 2023-12-26 16:11:35,592 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 18:15:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.3580, loss: 3.3580 2023-12-26 16:12:00,740 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 18:15:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.3535, loss: 3.3535 2023-12-26 16:12:26,252 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 18:14:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.3751, loss: 3.3751 2023-12-26 16:12:51,543 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 18:14:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 3.3842, loss: 3.3842 2023-12-26 16:13:16,774 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 18:13:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 3.3514, loss: 3.3514 2023-12-26 16:13:41,880 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 18:13:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.3885, loss: 3.3885 2023-12-26 16:14:07,121 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 18:12:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.4036, loss: 3.4036 2023-12-26 16:14:32,320 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 18:12:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.4230, loss: 3.4230 2023-12-26 16:14:57,600 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 18:12:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 3.3618, loss: 3.3618 2023-12-26 16:15:22,571 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 18:11:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 3.3531, loss: 3.3531 2023-12-26 16:15:47,565 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 18:11:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.3821, loss: 3.3821 2023-12-26 16:16:12,753 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 18:10:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.3904, loss: 3.3904 2023-12-26 16:16:38,351 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 18:10:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.3655, loss: 3.3655 2023-12-26 16:17:03,864 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 18:09:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.4077, loss: 3.4077 2023-12-26 16:17:28,952 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 18:09:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9725, loss_cls: 3.3969, loss: 3.3969 2023-12-26 16:17:54,014 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 18:08:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.3674, loss: 3.3674 2023-12-26 16:18:19,201 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 18:08:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.4090, loss: 3.4090 2023-12-26 16:18:44,666 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 18:07:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.3920, loss: 3.3920 2023-12-26 16:19:10,652 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 18:07:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3847, loss: 3.3847 2023-12-26 16:19:36,153 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 18:07:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.4092, loss: 3.4092 2023-12-26 16:20:01,786 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 18:06:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.4047, loss: 3.4047 2023-12-26 16:20:27,301 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 18:06:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.3867, loss: 3.3867 2023-12-26 16:20:52,403 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 18:05:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 3.3868, loss: 3.3868 2023-12-26 16:21:17,409 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 18:05:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 3.4491, loss: 3.4491 2023-12-26 16:21:42,443 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 18:04:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.4197, loss: 3.4197 2023-12-26 16:22:07,483 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 18:04:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.3922, loss: 3.3922 2023-12-26 16:22:32,785 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 18:03:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 3.4132, loss: 3.4132 2023-12-26 16:22:58,003 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 18:03:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.4163, loss: 3.4163 2023-12-26 16:23:00,191 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-26 16:27:24,791 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:27:25,395 - pyskl - INFO - top1_acc 0.8126 top5_acc 0.9608 2023-12-26 16:27:25,399 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_74.pth was removed 2023-12-26 16:27:25,608 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. 2023-12-26 16:27:25,609 - pyskl - INFO - Best top1_acc is 0.8126 at 77 epoch. 2023-12-26 16:27:25,634 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8126, top5_acc: 0.9608 2023-12-26 16:28:18,882 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 18:03:25, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 3.3394, loss: 3.3394 2023-12-26 16:28:44,645 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 18:02:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 3.3157, loss: 3.3157 2023-12-26 16:29:10,379 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 18:02:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 3.3624, loss: 3.3624 2023-12-26 16:29:36,443 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 18:02:05, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 3.3841, loss: 3.3841 2023-12-26 16:30:02,088 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 18:01:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.3702, loss: 3.3702 2023-12-26 16:30:27,603 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 18:01:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.4087, loss: 3.4087 2023-12-26 16:30:53,394 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 18:00:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.3925, loss: 3.3925 2023-12-26 16:31:18,996 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 18:00:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 3.3401, loss: 3.3401 2023-12-26 16:31:44,904 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 17:59:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.3867, loss: 3.3867 2023-12-26 16:32:10,286 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 17:59:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 3.4031, loss: 3.4031 2023-12-26 16:32:35,768 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 17:58:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.4291, loss: 3.4291 2023-12-26 16:33:01,454 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 17:58:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 3.4153, loss: 3.4153 2023-12-26 16:33:26,900 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 17:58:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.3680, loss: 3.3680 2023-12-26 16:33:52,573 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 17:57:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.3757, loss: 3.3757 2023-12-26 16:34:18,104 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 17:57:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.4331, loss: 3.4331 2023-12-26 16:34:43,501 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 17:56:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 3.3839, loss: 3.3839 2023-12-26 16:35:08,794 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 17:56:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 3.3829, loss: 3.3829 2023-12-26 16:35:34,236 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 17:55:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 3.4013, loss: 3.4013 2023-12-26 16:35:59,466 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 17:55:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.3813, loss: 3.3813 2023-12-26 16:36:24,870 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 17:54:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.3813, loss: 3.3813 2023-12-26 16:36:50,285 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 17:54:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 3.3632, loss: 3.3632 2023-12-26 16:37:15,517 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 17:54:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 3.3853, loss: 3.3853 2023-12-26 16:37:41,338 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 17:53:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.4012, loss: 3.4012 2023-12-26 16:38:06,725 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 17:53:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.4554, loss: 3.4554 2023-12-26 16:38:32,067 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 17:52:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9812, loss_cls: 3.4428, loss: 3.4428 2023-12-26 16:38:57,553 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 17:52:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 3.3336, loss: 3.3336 2023-12-26 16:39:23,394 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 17:51:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 3.3742, loss: 3.3742 2023-12-26 16:39:48,746 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 17:51:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 3.4088, loss: 3.4088 2023-12-26 16:40:14,220 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 17:50:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.3573, loss: 3.3573 2023-12-26 16:40:40,317 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 17:50:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.3991, loss: 3.3991 2023-12-26 16:41:05,766 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 17:50:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 3.3754, loss: 3.3754 2023-12-26 16:41:31,560 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 17:49:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3776, loss: 3.3776 2023-12-26 16:41:57,130 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 17:49:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 3.3855, loss: 3.3855 2023-12-26 16:42:22,757 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 17:48:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 3.3974, loss: 3.3974 2023-12-26 16:42:24,819 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-26 16:46:51,857 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:46:52,488 - pyskl - INFO - top1_acc 0.8071 top5_acc 0.9604 2023-12-26 16:46:52,513 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.8071, top5_acc: 0.9604 2023-12-26 16:47:46,665 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 17:48:41, time: 0.541, data_time: 0.278, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 3.3414, loss: 3.3414 2023-12-26 16:48:12,351 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 17:48:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 3.3238, loss: 3.3238 2023-12-26 16:48:38,085 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 17:47:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 3.3242, loss: 3.3242 2023-12-26 16:49:03,625 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 17:47:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 3.3197, loss: 3.3197 2023-12-26 16:49:29,828 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 17:46:54, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 3.3276, loss: 3.3276 2023-12-26 16:49:55,234 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 17:46:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.3230, loss: 3.3230 2023-12-26 16:50:20,762 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 17:46:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 3.3612, loss: 3.3612 2023-12-26 16:50:46,417 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 17:45:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 3.3651, loss: 3.3651 2023-12-26 16:51:11,811 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 17:45:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.3425, loss: 3.3425 2023-12-26 16:51:37,275 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 17:44:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 3.3592, loss: 3.3592 2023-12-26 16:52:02,869 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 17:44:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.4071, loss: 3.4071 2023-12-26 16:52:28,304 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 17:43:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 3.3140, loss: 3.3140 2023-12-26 16:52:53,641 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 17:43:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 3.3287, loss: 3.3287 2023-12-26 16:53:19,144 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 17:42:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 3.3930, loss: 3.3930 2023-12-26 16:53:44,606 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 17:42:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 3.3376, loss: 3.3376 2023-12-26 16:54:09,823 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 17:42:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.3865, loss: 3.3865 2023-12-26 16:54:34,825 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 17:41:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.3969, loss: 3.3969 2023-12-26 16:55:00,291 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 17:41:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.4060, loss: 3.4060 2023-12-26 16:55:25,671 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 17:40:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.3334, loss: 3.3334 2023-12-26 16:55:50,860 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 17:40:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 3.3577, loss: 3.3577 2023-12-26 16:56:16,159 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 17:39:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9819, loss_cls: 3.4407, loss: 3.4407 2023-12-26 16:56:41,906 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 17:39:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 3.3549, loss: 3.3549 2023-12-26 16:57:07,339 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 17:38:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3791, loss: 3.3791 2023-12-26 16:57:32,909 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 17:38:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.3711, loss: 3.3711 2023-12-26 16:57:58,208 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 17:37:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 3.3843, loss: 3.3843 2023-12-26 16:58:23,739 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 17:37:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9825, loss_cls: 3.4452, loss: 3.4452 2023-12-26 16:58:50,336 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 17:37:05, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.4592, loss: 3.4592 2023-12-26 16:59:16,131 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 17:36:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.4150, loss: 3.4150 2023-12-26 16:59:41,447 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 17:36:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9706, loss_cls: 3.3887, loss: 3.3887 2023-12-26 17:00:06,761 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 17:35:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.3952, loss: 3.3952 2023-12-26 17:00:32,308 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 17:35:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 3.3819, loss: 3.3819 2023-12-26 17:00:57,576 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 17:34:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 3.3669, loss: 3.3669 2023-12-26 17:01:22,992 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 17:34:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 3.4045, loss: 3.4045 2023-12-26 17:01:48,387 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 17:33:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.4150, loss: 3.4150 2023-12-26 17:01:50,449 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-26 17:06:15,999 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:06:16,676 - pyskl - INFO - top1_acc 0.8192 top5_acc 0.9647 2023-12-26 17:06:16,680 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_77.pth was removed 2023-12-26 17:06:16,889 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2023-12-26 17:06:16,890 - pyskl - INFO - Best top1_acc is 0.8192 at 79 epoch. 2023-12-26 17:06:16,915 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8192, top5_acc: 0.9647 2023-12-26 17:07:10,236 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 17:33:53, time: 0.533, data_time: 0.277, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 3.3833, loss: 3.3833 2023-12-26 17:07:36,530 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 17:33:27, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 3.3326, loss: 3.3326 2023-12-26 17:08:02,567 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 17:33:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 3.2902, loss: 3.2902 2023-12-26 17:08:28,205 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 17:32:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.3005, loss: 3.3005 2023-12-26 17:08:53,241 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 17:32:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 3.3337, loss: 3.3337 2023-12-26 17:09:18,257 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 17:31:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 3.3201, loss: 3.3201 2023-12-26 17:09:43,340 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 17:31:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 3.3043, loss: 3.3043 2023-12-26 17:10:09,852 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 17:30:47, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 3.3616, loss: 3.3616 2023-12-26 17:10:35,350 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 17:30:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 3.3517, loss: 3.3517 2023-12-26 17:11:00,764 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 17:29:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 3.3224, loss: 3.3224 2023-12-26 17:11:26,291 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 17:29:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 3.3798, loss: 3.3798 2023-12-26 17:11:51,876 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 17:29:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 3.3712, loss: 3.3712 2023-12-26 17:12:17,561 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 17:28:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 3.4062, loss: 3.4062 2023-12-26 17:12:43,060 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 17:28:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.3256, loss: 3.3256 2023-12-26 17:13:08,682 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 17:27:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 3.3037, loss: 3.3037 2023-12-26 17:13:34,000 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 17:27:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 3.3961, loss: 3.3961 2023-12-26 17:13:59,443 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 17:26:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.4363, loss: 3.4363 2023-12-26 17:14:25,054 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 17:26:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9812, loss_cls: 3.3970, loss: 3.3970 2023-12-26 17:14:50,578 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 17:25:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.3533, loss: 3.3533 2023-12-26 17:15:17,978 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 17:25:28, time: 0.274, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.3682, loss: 3.3682 2023-12-26 17:15:45,568 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 17:25:03, time: 0.276, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 3.3725, loss: 3.3725 2023-12-26 17:16:12,561 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 17:24:37, time: 0.270, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.3773, loss: 3.3773 2023-12-26 17:16:38,418 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 17:24:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.3942, loss: 3.3942 2023-12-26 17:17:04,385 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 17:23:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 3.3417, loss: 3.3417 2023-12-26 17:17:29,745 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 17:23:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.3815, loss: 3.3815 2023-12-26 17:17:55,274 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 17:22:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.4203, loss: 3.4203 2023-12-26 17:18:21,131 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 17:22:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.3267, loss: 3.3267 2023-12-26 17:18:46,621 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 17:21:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 3.3387, loss: 3.3387 2023-12-26 17:19:12,189 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 17:21:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.3573, loss: 3.3573 2023-12-26 17:19:37,762 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 17:21:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 3.3498, loss: 3.3498 2023-12-26 17:20:02,980 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 17:20:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.4379, loss: 3.4379 2023-12-26 17:20:28,641 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 17:20:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 3.3828, loss: 3.3828 2023-12-26 17:20:54,132 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 17:19:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.3806, loss: 3.3806 2023-12-26 17:21:19,436 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 17:19:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 3.3827, loss: 3.3827 2023-12-26 17:21:21,624 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-26 17:25:47,303 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:25:48,051 - pyskl - INFO - top1_acc 0.7961 top5_acc 0.9579 2023-12-26 17:25:48,076 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7961, top5_acc: 0.9579 2023-12-26 17:26:42,647 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 17:19:13, time: 0.546, data_time: 0.289, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.3683, loss: 3.3683 2023-12-26 17:27:08,464 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 17:18:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 3.3554, loss: 3.3554 2023-12-26 17:27:34,199 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 17:18:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 3.3531, loss: 3.3531 2023-12-26 17:27:59,986 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 17:17:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.3415, loss: 3.3415 2023-12-26 17:28:25,368 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 17:17:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 3.3156, loss: 3.3156 2023-12-26 17:28:51,066 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 17:17:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 3.3266, loss: 3.3266 2023-12-26 17:29:16,926 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 17:16:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 3.3026, loss: 3.3026 2023-12-26 17:29:42,316 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 17:16:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 3.3115, loss: 3.3115 2023-12-26 17:30:08,271 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 17:15:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 3.2955, loss: 3.2955 2023-12-26 17:30:33,741 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 17:15:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 3.3494, loss: 3.3494 2023-12-26 17:30:59,161 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 17:14:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.3613, loss: 3.3613 2023-12-26 17:31:24,994 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 17:14:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 3.3494, loss: 3.3494 2023-12-26 17:31:50,507 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 17:13:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 3.3090, loss: 3.3090 2023-12-26 17:32:15,766 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 17:13:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.3528, loss: 3.3528 2023-12-26 17:32:41,418 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 17:13:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.3764, loss: 3.3764 2023-12-26 17:33:06,959 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 17:12:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 3.3382, loss: 3.3382 2023-12-26 17:33:32,230 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 17:12:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.3652, loss: 3.3652 2023-12-26 17:33:57,263 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 17:11:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 3.3809, loss: 3.3809 2023-12-26 17:34:22,562 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 17:11:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.3704, loss: 3.3704 2023-12-26 17:34:47,975 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 17:10:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 3.3476, loss: 3.3476 2023-12-26 17:35:14,037 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 17:10:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.4080, loss: 3.4080 2023-12-26 17:35:39,272 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 17:09:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 3.3889, loss: 3.3889 2023-12-26 17:36:04,385 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 17:09:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 3.3730, loss: 3.3730 2023-12-26 17:36:29,734 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 17:08:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 3.3387, loss: 3.3387 2023-12-26 17:36:55,117 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 17:08:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.3384, loss: 3.3384 2023-12-26 17:37:20,681 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 17:08:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 3.3198, loss: 3.3198 2023-12-26 17:37:46,282 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 17:07:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.3667, loss: 3.3667 2023-12-26 17:38:11,247 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 17:07:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 3.3546, loss: 3.3546 2023-12-26 17:38:37,074 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 17:06:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 3.3480, loss: 3.3480 2023-12-26 17:39:02,617 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 17:06:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 3.3648, loss: 3.3648 2023-12-26 17:39:27,842 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 17:05:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 3.3417, loss: 3.3417 2023-12-26 17:39:53,001 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 17:05:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.4021, loss: 3.4021 2023-12-26 17:40:18,114 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 17:04:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 3.3701, loss: 3.3701 2023-12-26 17:40:43,316 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 17:04:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 3.3579, loss: 3.3579 2023-12-26 17:40:45,291 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-26 17:45:10,134 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:45:10,783 - pyskl - INFO - top1_acc 0.8138 top5_acc 0.9630 2023-12-26 17:45:10,809 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8138, top5_acc: 0.9630 2023-12-26 17:46:04,253 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 17:04:25, time: 0.534, data_time: 0.279, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 3.2791, loss: 3.2791 2023-12-26 17:46:30,527 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 17:03:59, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 3.3185, loss: 3.3185 2023-12-26 17:46:55,884 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 17:03:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 3.3124, loss: 3.3124 2023-12-26 17:47:21,210 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 17:03:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 3.3432, loss: 3.3432 2023-12-26 17:47:46,308 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 17:02:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 3.3371, loss: 3.3371 2023-12-26 17:48:11,542 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 17:02:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.3085, loss: 3.3085 2023-12-26 17:48:37,015 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 17:01:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.3275, loss: 3.3275 2023-12-26 17:49:02,420 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 17:01:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 3.3400, loss: 3.3400 2023-12-26 17:49:27,895 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 17:00:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 3.3253, loss: 3.3253 2023-12-26 17:49:53,323 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 17:00:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 3.3406, loss: 3.3406 2023-12-26 17:50:18,570 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 16:59:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 3.3110, loss: 3.3110 2023-12-26 17:50:43,929 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 16:59:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 3.3748, loss: 3.3748 2023-12-26 17:51:09,235 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 16:59:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 3.3283, loss: 3.3283 2023-12-26 17:51:34,383 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 16:58:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 3.3644, loss: 3.3644 2023-12-26 17:51:59,806 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 16:58:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 3.3329, loss: 3.3329 2023-12-26 17:52:25,611 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 16:57:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 3.3487, loss: 3.3487 2023-12-26 17:52:50,982 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 16:57:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 3.3648, loss: 3.3648 2023-12-26 17:53:16,283 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 16:56:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.3811, loss: 3.3811 2023-12-26 17:53:41,708 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 16:56:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 3.2940, loss: 3.2940 2023-12-26 17:54:07,907 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 16:55:56, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.3710, loss: 3.3710 2023-12-26 17:54:33,271 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 16:55:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 3.3621, loss: 3.3621 2023-12-26 17:54:58,445 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 16:55:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.3461, loss: 3.3461 2023-12-26 17:55:23,732 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 16:54:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 3.3743, loss: 3.3743 2023-12-26 17:55:49,054 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 16:54:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.3627, loss: 3.3627 2023-12-26 17:56:14,223 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 16:53:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.3680, loss: 3.3680 2023-12-26 17:56:39,787 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 16:53:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 3.3874, loss: 3.3874 2023-12-26 17:57:05,238 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 16:52:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 3.3439, loss: 3.3439 2023-12-26 17:57:30,606 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 16:52:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 3.3251, loss: 3.3251 2023-12-26 17:57:56,110 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 16:51:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 3.3481, loss: 3.3481 2023-12-26 17:58:21,417 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 16:51:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 3.3575, loss: 3.3575 2023-12-26 17:58:46,720 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 16:51:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 3.3650, loss: 3.3650 2023-12-26 17:59:12,139 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 16:50:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 3.3386, loss: 3.3386 2023-12-26 17:59:37,378 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 16:50:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.3946, loss: 3.3946 2023-12-26 18:00:02,513 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 16:49:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.4335, loss: 3.4335 2023-12-26 18:00:04,429 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-26 18:04:29,045 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:04:29,679 - pyskl - INFO - top1_acc 0.8120 top5_acc 0.9623 2023-12-26 18:04:29,704 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8120, top5_acc: 0.9623 2023-12-26 18:05:22,366 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 16:49:33, time: 0.527, data_time: 0.273, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 3.3068, loss: 3.3068 2023-12-26 18:05:48,171 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 16:49:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.3056, loss: 3.3056 2023-12-26 18:06:14,463 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 16:48:41, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 3.3385, loss: 3.3385 2023-12-26 18:06:41,204 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 16:48:15, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 3.3262, loss: 3.3262 2023-12-26 18:07:07,831 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 16:47:49, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 3.3158, loss: 3.3158 2023-12-26 18:07:34,454 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 16:47:23, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 3.2941, loss: 3.2941 2023-12-26 18:08:01,053 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 16:46:58, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.3165, loss: 3.3165 2023-12-26 18:08:27,083 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 16:46:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 3.3000, loss: 3.3000 2023-12-26 18:08:52,568 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 16:46:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 3.3267, loss: 3.3267 2023-12-26 18:09:17,902 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 16:45:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 3.3026, loss: 3.3026 2023-12-26 18:09:44,381 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 16:45:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.3429, loss: 3.3429 2023-12-26 18:10:10,214 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 16:44:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 3.3400, loss: 3.3400 2023-12-26 18:10:35,543 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 16:44:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.3559, loss: 3.3559 2023-12-26 18:11:00,690 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 16:43:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 3.3549, loss: 3.3549 2023-12-26 18:11:25,896 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 16:43:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.3414, loss: 3.3414 2023-12-26 18:11:51,795 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 16:42:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 3.3551, loss: 3.3551 2023-12-26 18:12:17,156 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 16:42:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 3.3536, loss: 3.3536 2023-12-26 18:12:42,588 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 16:42:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.3684, loss: 3.3684 2023-12-26 18:13:11,385 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 16:41:41, time: 0.288, data_time: 0.001, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.3273, loss: 3.3273 2023-12-26 18:13:38,801 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 16:41:15, time: 0.274, data_time: 0.001, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.3782, loss: 3.3782 2023-12-26 18:14:04,226 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 16:40:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 3.3336, loss: 3.3336 2023-12-26 18:14:29,516 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 16:40:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.3680, loss: 3.3680 2023-12-26 18:14:54,690 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 16:39:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 3.3331, loss: 3.3331 2023-12-26 18:15:20,427 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 16:39:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 3.3445, loss: 3.3445 2023-12-26 18:15:45,883 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 16:39:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 3.3430, loss: 3.3430 2023-12-26 18:16:11,600 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 16:38:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 3.3466, loss: 3.3466 2023-12-26 18:16:37,243 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 16:38:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.3599, loss: 3.3599 2023-12-26 18:17:02,890 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 16:37:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 3.3463, loss: 3.3463 2023-12-26 18:17:28,146 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 16:37:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.3631, loss: 3.3631 2023-12-26 18:17:53,442 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 16:36:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 3.3332, loss: 3.3332 2023-12-26 18:18:18,612 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 16:36:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.4167, loss: 3.4167 2023-12-26 18:18:43,892 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 16:35:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3820, loss: 3.3820 2023-12-26 18:19:09,027 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 16:35:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 3.3249, loss: 3.3249 2023-12-26 18:19:36,204 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 16:35:02, time: 0.272, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 3.3721, loss: 3.3721 2023-12-26 18:19:38,164 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-26 18:24:05,258 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:24:05,873 - pyskl - INFO - top1_acc 0.8201 top5_acc 0.9641 2023-12-26 18:24:05,874 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_79.pth was removed 2023-12-26 18:24:06,082 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. 2023-12-26 18:24:06,083 - pyskl - INFO - Best top1_acc is 0.8201 at 83 epoch. 2023-12-26 18:24:06,108 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8201, top5_acc: 0.9641 2023-12-26 18:25:00,167 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 16:34:56, time: 0.541, data_time: 0.285, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 3.2856, loss: 3.2856 2023-12-26 18:25:26,019 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 16:34:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 3.2645, loss: 3.2645 2023-12-26 18:25:51,895 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 16:34:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 3.2996, loss: 3.2996 2023-12-26 18:26:17,430 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 16:33:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 3.3100, loss: 3.3100 2023-12-26 18:26:42,862 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 16:33:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 3.2802, loss: 3.2802 2023-12-26 18:27:08,825 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 16:32:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 3.3327, loss: 3.3327 2023-12-26 18:27:34,413 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 16:32:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 3.2638, loss: 3.2638 2023-12-26 18:28:00,079 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 16:31:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 3.3170, loss: 3.3170 2023-12-26 18:28:25,541 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 16:31:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.3321, loss: 3.3321 2023-12-26 18:28:50,846 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 16:30:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 3.3320, loss: 3.3320 2023-12-26 18:29:16,494 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 16:30:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9781, loss_cls: 3.3105, loss: 3.3105 2023-12-26 18:29:41,960 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 16:30:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 3.3373, loss: 3.3373 2023-12-26 18:30:07,573 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 16:29:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 3.3334, loss: 3.3334 2023-12-26 18:30:33,014 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 16:29:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.4008, loss: 3.4008 2023-12-26 18:30:58,332 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 16:28:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.3616, loss: 3.3616 2023-12-26 18:31:23,855 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 16:28:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 3.3413, loss: 3.3413 2023-12-26 18:31:49,389 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 16:27:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 3.3614, loss: 3.3614 2023-12-26 18:32:15,007 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 16:27:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 3.3372, loss: 3.3372 2023-12-26 18:32:40,530 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 16:26:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 3.3212, loss: 3.3212 2023-12-26 18:33:06,007 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 16:26:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 3.3461, loss: 3.3461 2023-12-26 18:33:31,492 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 16:26:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.3731, loss: 3.3731 2023-12-26 18:33:56,735 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 16:25:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 3.3539, loss: 3.3539 2023-12-26 18:34:22,408 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 16:25:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 3.3107, loss: 3.3107 2023-12-26 18:34:47,937 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 16:24:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 3.2973, loss: 3.2973 2023-12-26 18:35:14,073 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 16:24:16, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.3841, loss: 3.3841 2023-12-26 18:35:39,560 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 16:23:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 3.3372, loss: 3.3372 2023-12-26 18:36:05,068 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 16:23:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 3.3629, loss: 3.3629 2023-12-26 18:36:30,349 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 16:22:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.3352, loss: 3.3352 2023-12-26 18:36:55,525 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 16:22:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 3.3640, loss: 3.3640 2023-12-26 18:37:20,661 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 16:22:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.3167, loss: 3.3167 2023-12-26 18:37:46,000 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 16:21:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.3728, loss: 3.3728 2023-12-26 18:38:11,240 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 16:21:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.3357, loss: 3.3357 2023-12-26 18:38:36,333 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 16:20:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 3.3723, loss: 3.3723 2023-12-26 18:39:01,375 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 16:20:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 3.3815, loss: 3.3815 2023-12-26 18:39:03,276 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-26 18:43:28,304 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:43:28,934 - pyskl - INFO - top1_acc 0.8015 top5_acc 0.9590 2023-12-26 18:43:28,963 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8015, top5_acc: 0.9590 2023-12-26 18:44:23,126 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 16:20:07, time: 0.542, data_time: 0.285, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 3.3069, loss: 3.3069 2023-12-26 18:44:49,163 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 16:19:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 3.2672, loss: 3.2672 2023-12-26 18:45:14,944 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 16:19:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 3.2780, loss: 3.2780 2023-12-26 18:45:41,000 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 16:18:48, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 3.2655, loss: 3.2655 2023-12-26 18:46:06,675 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 16:18:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 3.3010, loss: 3.3010 2023-12-26 18:46:32,306 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 16:17:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.2867, loss: 3.2867 2023-12-26 18:46:58,112 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 16:17:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 3.3118, loss: 3.3118 2023-12-26 18:47:23,938 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 16:17:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 3.3317, loss: 3.3317 2023-12-26 18:47:49,560 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 16:16:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 3.2954, loss: 3.2954 2023-12-26 18:48:15,362 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 16:16:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 3.3019, loss: 3.3019 2023-12-26 18:48:40,919 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 16:15:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 3.3165, loss: 3.3165 2023-12-26 18:49:06,535 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 16:15:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 3.3065, loss: 3.3065 2023-12-26 18:49:32,182 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 16:14:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 3.3528, loss: 3.3528 2023-12-26 18:49:57,818 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 16:14:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 3.2952, loss: 3.2952 2023-12-26 18:50:23,347 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 16:13:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 3.3548, loss: 3.3548 2023-12-26 18:50:49,020 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 16:13:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 3.3173, loss: 3.3173 2023-12-26 18:51:14,910 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 16:13:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.3313, loss: 3.3313 2023-12-26 18:51:40,608 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 16:12:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 3.3561, loss: 3.3561 2023-12-26 18:52:06,087 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 16:12:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.3495, loss: 3.3495 2023-12-26 18:52:32,563 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 16:11:44, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 3.3480, loss: 3.3480 2023-12-26 18:52:58,857 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 16:11:18, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.3798, loss: 3.3798 2023-12-26 18:53:24,205 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 16:10:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.3293, loss: 3.3293 2023-12-26 18:53:50,573 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 16:10:25, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 3.3146, loss: 3.3146 2023-12-26 18:54:17,023 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 16:09:59, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 3.3416, loss: 3.3416 2023-12-26 18:54:42,343 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 16:09:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.3664, loss: 3.3664 2023-12-26 18:55:08,045 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 16:09:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 3.3368, loss: 3.3368 2023-12-26 18:55:33,456 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 16:08:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.3544, loss: 3.3544 2023-12-26 18:55:59,134 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 16:08:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 3.3578, loss: 3.3578 2023-12-26 18:56:24,694 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 16:07:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 3.3046, loss: 3.3046 2023-12-26 18:56:49,974 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 16:07:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9769, loss_cls: 3.3131, loss: 3.3131 2023-12-26 18:57:15,096 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 16:06:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 3.2842, loss: 3.2842 2023-12-26 18:57:40,156 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 16:06:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 3.3541, loss: 3.3541 2023-12-26 18:58:05,665 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 16:05:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 3.3440, loss: 3.3440 2023-12-26 18:58:31,158 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 16:05:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.3646, loss: 3.3646 2023-12-26 18:58:33,191 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-26 19:02:58,813 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:02:59,420 - pyskl - INFO - top1_acc 0.8038 top5_acc 0.9610 2023-12-26 19:02:59,447 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8038, top5_acc: 0.9610 2023-12-26 19:03:52,358 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 16:05:23, time: 0.529, data_time: 0.276, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 3.2961, loss: 3.2961 2023-12-26 19:04:17,490 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 16:04:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 3.2606, loss: 3.2606 2023-12-26 19:04:43,095 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 16:04:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 3.3224, loss: 3.3224 2023-12-26 19:05:08,744 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 16:04:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 3.2776, loss: 3.2776 2023-12-26 19:05:34,280 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 16:03:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.2911, loss: 3.2911 2023-12-26 19:05:59,812 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 16:03:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.2974, loss: 3.2974 2023-12-26 19:06:25,303 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 16:02:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 3.2833, loss: 3.2833 2023-12-26 19:06:50,854 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 16:02:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 3.3307, loss: 3.3307 2023-12-26 19:07:16,328 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 16:01:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.3221, loss: 3.3221 2023-12-26 19:07:41,913 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 16:01:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 3.2758, loss: 3.2758 2023-12-26 19:08:07,409 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 16:00:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 3.2844, loss: 3.2844 2023-12-26 19:08:32,842 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 16:00:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 3.2896, loss: 3.2896 2023-12-26 19:08:58,166 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 16:00:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.2930, loss: 3.2930 2023-12-26 19:09:23,389 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 15:59:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 3.3283, loss: 3.3283 2023-12-26 19:09:48,571 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 15:59:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 3.2959, loss: 3.2959 2023-12-26 19:10:14,172 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 15:58:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.3430, loss: 3.3430 2023-12-26 19:10:39,849 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 15:58:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 3.3643, loss: 3.3643 2023-12-26 19:11:05,458 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 15:57:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 3.3341, loss: 3.3341 2023-12-26 19:11:30,740 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 15:57:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 3.2929, loss: 3.2929 2023-12-26 19:11:55,887 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 15:56:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 3.3162, loss: 3.3162 2023-12-26 19:12:21,122 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 15:56:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 3.2903, loss: 3.2903 2023-12-26 19:12:46,190 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 15:56:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 3.3049, loss: 3.3049 2023-12-26 19:13:11,325 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 15:55:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 3.3390, loss: 3.3390 2023-12-26 19:13:36,780 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 15:55:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 3.3532, loss: 3.3532 2023-12-26 19:14:01,945 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 15:54:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 3.3476, loss: 3.3476 2023-12-26 19:14:27,493 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 15:54:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 3.3511, loss: 3.3511 2023-12-26 19:14:52,963 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 15:53:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 3.3499, loss: 3.3499 2023-12-26 19:15:18,450 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 15:53:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.3555, loss: 3.3555 2023-12-26 19:15:44,258 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 15:52:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 3.3110, loss: 3.3110 2023-12-26 19:16:09,558 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 15:52:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 3.3296, loss: 3.3296 2023-12-26 19:16:34,810 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 15:52:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 3.3558, loss: 3.3558 2023-12-26 19:16:59,834 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 15:51:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.3565, loss: 3.3565 2023-12-26 19:17:24,894 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 15:51:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 3.3237, loss: 3.3237 2023-12-26 19:17:50,205 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 15:50:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.3650, loss: 3.3650 2023-12-26 19:17:52,154 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-26 19:22:17,125 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:22:17,731 - pyskl - INFO - top1_acc 0.8141 top5_acc 0.9629 2023-12-26 19:22:17,757 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8141, top5_acc: 0.9629 2023-12-26 19:23:10,794 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 15:50:31, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 3.3271, loss: 3.3271 2023-12-26 19:23:36,690 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 15:50:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 3.2637, loss: 3.2637 2023-12-26 19:24:02,116 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 15:49:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 3.2872, loss: 3.2872 2023-12-26 19:24:27,491 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 15:49:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 3.2922, loss: 3.2922 2023-12-26 19:24:52,781 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 15:48:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 3.2973, loss: 3.2973 2023-12-26 19:25:18,082 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 15:48:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9919, loss_cls: 3.2844, loss: 3.2844 2023-12-26 19:25:43,420 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 15:47:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 3.2882, loss: 3.2882 2023-12-26 19:26:08,590 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 15:47:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 3.2926, loss: 3.2926 2023-12-26 19:26:34,050 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 15:46:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 3.2797, loss: 3.2797 2023-12-26 19:26:59,271 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 15:46:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 3.3044, loss: 3.3044 2023-12-26 19:27:24,618 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 15:46:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 3.2935, loss: 3.2935 2023-12-26 19:27:49,836 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 15:45:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 3.2785, loss: 3.2785 2023-12-26 19:28:15,159 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 15:45:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9744, loss_cls: 3.3418, loss: 3.3418 2023-12-26 19:28:40,335 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 15:44:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 3.2506, loss: 3.2506 2023-12-26 19:29:06,433 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 15:44:17, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 3.2915, loss: 3.2915 2023-12-26 19:29:32,363 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 15:43:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 3.3114, loss: 3.3114 2023-12-26 19:29:57,693 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 15:43:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9781, loss_cls: 3.2937, loss: 3.2937 2023-12-26 19:30:23,163 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 15:42:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 3.3394, loss: 3.3394 2023-12-26 19:30:48,376 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 15:42:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 3.3266, loss: 3.3266 2023-12-26 19:31:13,737 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 15:42:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.3543, loss: 3.3543 2023-12-26 19:31:39,156 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 15:41:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 3.2963, loss: 3.2963 2023-12-26 19:32:04,664 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 15:41:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 3.3555, loss: 3.3555 2023-12-26 19:32:30,326 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 15:40:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 3.2887, loss: 3.2887 2023-12-26 19:32:55,873 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 15:40:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 3.3357, loss: 3.3357 2023-12-26 19:33:21,085 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 15:39:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.3076, loss: 3.3076 2023-12-26 19:33:46,617 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 15:39:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 3.3382, loss: 3.3382 2023-12-26 19:34:11,997 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 15:38:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.3222, loss: 3.3222 2023-12-26 19:34:37,355 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 15:38:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 3.3184, loss: 3.3184 2023-12-26 19:35:02,667 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 15:38:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 3.3387, loss: 3.3387 2023-12-26 19:35:27,885 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 15:37:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 3.2698, loss: 3.2698 2023-12-26 19:35:54,100 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 15:37:10, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 3.3407, loss: 3.3407 2023-12-26 19:36:19,268 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 15:36:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 3.2932, loss: 3.2932 2023-12-26 19:36:44,578 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 15:36:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 3.3058, loss: 3.3058 2023-12-26 19:37:09,855 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 15:35:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 3.3222, loss: 3.3222 2023-12-26 19:37:11,762 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-26 19:41:36,451 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:41:37,081 - pyskl - INFO - top1_acc 0.8210 top5_acc 0.9627 2023-12-26 19:41:37,086 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_83.pth was removed 2023-12-26 19:41:37,304 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. 2023-12-26 19:41:37,305 - pyskl - INFO - Best top1_acc is 0.8210 at 87 epoch. 2023-12-26 19:41:37,338 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8210, top5_acc: 0.9627 2023-12-26 19:42:31,316 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 15:35:41, time: 0.540, data_time: 0.282, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 3.2817, loss: 3.2817 2023-12-26 19:42:57,227 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 15:35:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 3.2519, loss: 3.2519 2023-12-26 19:43:23,282 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 15:34:48, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 3.2742, loss: 3.2742 2023-12-26 19:43:48,936 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 15:34:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 3.2489, loss: 3.2489 2023-12-26 19:44:14,506 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 15:33:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 3.2552, loss: 3.2552 2023-12-26 19:44:40,227 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 15:33:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 3.2840, loss: 3.2840 2023-12-26 19:45:05,955 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 15:33:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 3.2976, loss: 3.2976 2023-12-26 19:45:31,484 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 15:32:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 3.2957, loss: 3.2957 2023-12-26 19:45:56,882 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 15:32:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.2912, loss: 3.2912 2023-12-26 19:46:22,195 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 15:31:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 3.2633, loss: 3.2633 2023-12-26 19:46:47,606 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 15:31:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.2837, loss: 3.2837 2023-12-26 19:47:13,540 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 15:30:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 3.2513, loss: 3.2513 2023-12-26 19:47:39,176 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 15:30:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 3.2932, loss: 3.2932 2023-12-26 19:48:04,766 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 15:29:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 3.2896, loss: 3.2896 2023-12-26 19:48:30,248 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 15:29:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 3.3331, loss: 3.3331 2023-12-26 19:48:55,544 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 15:29:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 3.3128, loss: 3.3128 2023-12-26 19:49:20,978 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 15:28:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 3.2695, loss: 3.2695 2023-12-26 19:49:46,628 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 15:28:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 3.2952, loss: 3.2952 2023-12-26 19:50:12,497 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 15:27:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 3.3222, loss: 3.3222 2023-12-26 19:50:37,951 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 15:27:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 3.3168, loss: 3.3168 2023-12-26 19:51:03,220 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 15:26:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 3.2847, loss: 3.2847 2023-12-26 19:51:28,509 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 15:26:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 3.3022, loss: 3.3022 2023-12-26 19:51:53,607 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 15:25:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 3.3044, loss: 3.3044 2023-12-26 19:52:18,589 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 15:25:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 3.2808, loss: 3.2808 2023-12-26 19:52:43,572 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 15:25:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 3.3548, loss: 3.3548 2023-12-26 19:53:09,415 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 15:24:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 3.3251, loss: 3.3251 2023-12-26 19:53:35,236 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 15:24:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.3216, loss: 3.3216 2023-12-26 19:54:00,732 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 15:23:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 3.3356, loss: 3.3356 2023-12-26 19:54:26,090 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 15:23:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 3.3070, loss: 3.3070 2023-12-26 19:54:51,424 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 15:22:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 3.3439, loss: 3.3439 2023-12-26 19:55:17,150 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 15:22:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 3.3099, loss: 3.3099 2023-12-26 19:55:42,445 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 15:21:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 3.2879, loss: 3.2879 2023-12-26 19:56:08,965 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 15:21:29, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 3.3183, loss: 3.3183 2023-12-26 19:56:35,460 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 15:21:03, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 3.3136, loss: 3.3136 2023-12-26 19:56:37,452 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-26 20:01:02,448 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:01:03,061 - pyskl - INFO - top1_acc 0.8308 top5_acc 0.9685 2023-12-26 20:01:03,066 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_87.pth was removed 2023-12-26 20:01:03,280 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2023-12-26 20:01:03,281 - pyskl - INFO - Best top1_acc is 0.8308 at 88 epoch. 2023-12-26 20:01:03,309 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8308, top5_acc: 0.9685 2023-12-26 20:01:57,895 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 15:20:54, time: 0.546, data_time: 0.289, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 3.3011, loss: 3.3011 2023-12-26 20:02:23,470 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 15:20:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 3.2042, loss: 3.2042 2023-12-26 20:02:49,733 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 15:20:01, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 3.1872, loss: 3.1872 2023-12-26 20:03:15,439 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 15:19:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 3.2384, loss: 3.2384 2023-12-26 20:03:40,991 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 15:19:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 3.2657, loss: 3.2657 2023-12-26 20:04:06,778 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 15:18:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 3.2570, loss: 3.2570 2023-12-26 20:04:32,498 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 15:18:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 3.2760, loss: 3.2760 2023-12-26 20:04:58,141 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 15:17:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 3.2482, loss: 3.2482 2023-12-26 20:05:23,702 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 15:17:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 3.2524, loss: 3.2524 2023-12-26 20:05:49,074 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 15:16:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 3.2713, loss: 3.2713 2023-12-26 20:06:15,024 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 15:16:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 3.2585, loss: 3.2585 2023-12-26 20:06:40,650 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 15:16:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 3.3062, loss: 3.3062 2023-12-26 20:07:06,497 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 15:15:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 3.2736, loss: 3.2736 2023-12-26 20:07:31,913 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 15:15:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 3.2956, loss: 3.2956 2023-12-26 20:07:57,279 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 15:14:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 3.2687, loss: 3.2687 2023-12-26 20:08:22,537 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 15:14:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 3.2887, loss: 3.2887 2023-12-26 20:08:47,938 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 15:13:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 3.2960, loss: 3.2960 2023-12-26 20:09:13,459 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 15:13:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 3.2728, loss: 3.2728 2023-12-26 20:09:38,976 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 15:12:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 3.3353, loss: 3.3353 2023-12-26 20:10:04,462 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 15:12:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 3.3199, loss: 3.3199 2023-12-26 20:10:29,952 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 15:12:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 3.2811, loss: 3.2811 2023-12-26 20:10:55,780 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 15:11:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 3.3183, loss: 3.3183 2023-12-26 20:11:21,212 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 15:11:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 3.3207, loss: 3.3207 2023-12-26 20:11:46,794 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 15:10:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 3.2802, loss: 3.2802 2023-12-26 20:12:12,233 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 15:10:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 3.2979, loss: 3.2979 2023-12-26 20:12:37,750 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 15:09:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 3.2906, loss: 3.2906 2023-12-26 20:13:03,133 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 15:09:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 3.3044, loss: 3.3044 2023-12-26 20:13:28,751 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 15:08:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 3.3129, loss: 3.3129 2023-12-26 20:13:54,184 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 15:08:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 3.2908, loss: 3.2908 2023-12-26 20:14:19,858 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 15:08:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 3.3208, loss: 3.3208 2023-12-26 20:14:45,138 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 15:07:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 3.2731, loss: 3.2731 2023-12-26 20:15:10,683 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 15:07:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 3.2966, loss: 3.2966 2023-12-26 20:15:36,074 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 15:06:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 3.3094, loss: 3.3094 2023-12-26 20:16:01,781 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 15:06:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 3.2831, loss: 3.2831 2023-12-26 20:16:03,787 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-26 20:20:29,069 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:20:29,678 - pyskl - INFO - top1_acc 0.8404 top5_acc 0.9676 2023-12-26 20:20:29,683 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_88.pth was removed 2023-12-26 20:20:29,900 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. 2023-12-26 20:20:29,901 - pyskl - INFO - Best top1_acc is 0.8404 at 89 epoch. 2023-12-26 20:20:29,926 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8404, top5_acc: 0.9676 2023-12-26 20:21:23,752 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 15:06:07, time: 0.538, data_time: 0.284, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 3.2149, loss: 3.2149 2023-12-26 20:21:49,214 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 15:05:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 3.2480, loss: 3.2480 2023-12-26 20:22:15,009 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 15:05:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 3.2362, loss: 3.2362 2023-12-26 20:22:40,514 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 15:04:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 3.2590, loss: 3.2590 2023-12-26 20:23:06,068 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 15:04:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 3.2251, loss: 3.2251 2023-12-26 20:23:31,582 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 15:03:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 3.2498, loss: 3.2498 2023-12-26 20:23:56,991 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 15:03:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 3.2271, loss: 3.2271 2023-12-26 20:24:22,442 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 15:03:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 3.2432, loss: 3.2432 2023-12-26 20:24:47,993 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 15:02:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 3.2533, loss: 3.2533 2023-12-26 20:25:13,326 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 15:02:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 3.2579, loss: 3.2579 2023-12-26 20:25:38,921 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 15:01:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.2856, loss: 3.2856 2023-12-26 20:26:04,455 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 15:01:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 3.2691, loss: 3.2691 2023-12-26 20:26:29,841 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 15:00:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 3.3257, loss: 3.3257 2023-12-26 20:26:55,143 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 15:00:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 3.3433, loss: 3.3433 2023-12-26 20:27:20,776 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 14:59:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 3.3326, loss: 3.3326 2023-12-26 20:27:46,033 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 14:59:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 3.3227, loss: 3.3227 2023-12-26 20:28:11,008 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 14:59:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 3.3028, loss: 3.3028 2023-12-26 20:28:36,725 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 14:58:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 3.3322, loss: 3.3322 2023-12-26 20:29:02,188 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 14:58:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 3.2737, loss: 3.2737 2023-12-26 20:29:27,385 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 14:57:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 3.3029, loss: 3.3029 2023-12-26 20:29:52,576 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 14:57:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 3.2855, loss: 3.2855 2023-12-26 20:30:17,747 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 14:56:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 3.2732, loss: 3.2732 2023-12-26 20:30:42,906 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 14:56:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.2971, loss: 3.2971 2023-12-26 20:31:07,949 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 14:55:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 3.2648, loss: 3.2648 2023-12-26 20:31:33,106 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 14:55:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 3.2967, loss: 3.2967 2023-12-26 20:31:58,685 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 14:54:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 3.2860, loss: 3.2860 2023-12-26 20:32:24,145 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 14:54:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 3.3229, loss: 3.3229 2023-12-26 20:32:49,988 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 14:54:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 3.2979, loss: 3.2979 2023-12-26 20:33:15,305 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 14:53:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 3.3307, loss: 3.3307 2023-12-26 20:33:40,723 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 14:53:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 3.2619, loss: 3.2619 2023-12-26 20:34:05,720 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 14:52:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 3.3101, loss: 3.3101 2023-12-26 20:34:30,695 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 14:52:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 3.2759, loss: 3.2759 2023-12-26 20:34:55,669 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 14:51:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 3.2899, loss: 3.2899 2023-12-26 20:35:20,614 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 14:51:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 3.3065, loss: 3.3065 2023-12-26 20:35:22,510 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-26 20:39:47,733 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:39:48,341 - pyskl - INFO - top1_acc 0.8363 top5_acc 0.9674 2023-12-26 20:39:48,367 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8363, top5_acc: 0.9674 2023-12-26 20:40:40,560 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 14:51:13, time: 0.522, data_time: 0.271, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 3.2309, loss: 3.2309 2023-12-26 20:41:05,503 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 14:50:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 3.2297, loss: 3.2297 2023-12-26 20:41:31,593 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 14:50:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 3.2101, loss: 3.2101 2023-12-26 20:41:57,055 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 14:49:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 3.2484, loss: 3.2484 2023-12-26 20:42:23,144 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 14:49:27, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 3.2288, loss: 3.2288 2023-12-26 20:42:48,397 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 14:49:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 3.2780, loss: 3.2780 2023-12-26 20:43:13,789 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 14:48:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 3.2547, loss: 3.2547 2023-12-26 20:43:38,858 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 14:48:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 3.2582, loss: 3.2582 2023-12-26 20:44:04,030 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 14:47:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 3.2704, loss: 3.2704 2023-12-26 20:44:29,317 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 14:47:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 3.2638, loss: 3.2638 2023-12-26 20:44:54,477 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 14:46:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 3.2761, loss: 3.2761 2023-12-26 20:45:19,873 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 14:46:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 3.2365, loss: 3.2365 2023-12-26 20:45:45,442 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 14:45:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 3.2593, loss: 3.2593 2023-12-26 20:46:10,751 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 14:45:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 3.2579, loss: 3.2579 2023-12-26 20:46:35,878 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 14:44:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 3.2802, loss: 3.2802 2023-12-26 20:47:01,010 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 14:44:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 3.2665, loss: 3.2665 2023-12-26 20:47:26,061 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 14:44:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 3.2654, loss: 3.2654 2023-12-26 20:47:51,389 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 14:43:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 3.2334, loss: 3.2334 2023-12-26 20:48:17,376 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 14:43:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 3.2672, loss: 3.2672 2023-12-26 20:48:42,540 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 14:42:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 3.3124, loss: 3.3124 2023-12-26 20:49:07,726 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 14:42:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 3.3013, loss: 3.3013 2023-12-26 20:49:33,777 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 14:41:52, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.3471, loss: 3.3471 2023-12-26 20:49:58,978 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 14:41:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 3.2901, loss: 3.2901 2023-12-26 20:50:25,370 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 14:40:59, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 3.2801, loss: 3.2801 2023-12-26 20:50:51,602 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 14:40:33, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 3.3165, loss: 3.3165 2023-12-26 20:51:17,296 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 14:40:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 3.2959, loss: 3.2959 2023-12-26 20:51:43,074 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 14:39:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 3.3349, loss: 3.3349 2023-12-26 20:52:08,330 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 14:39:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 3.2930, loss: 3.2930 2023-12-26 20:52:33,678 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 14:38:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 3.2676, loss: 3.2676 2023-12-26 20:52:58,924 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 14:38:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.2960, loss: 3.2960 2023-12-26 20:53:24,009 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 14:37:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 3.2842, loss: 3.2842 2023-12-26 20:53:49,523 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 14:37:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 3.2688, loss: 3.2688 2023-12-26 20:54:14,671 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 14:37:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 3.2867, loss: 3.2867 2023-12-26 20:54:39,861 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 14:36:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 3.2731, loss: 3.2731 2023-12-26 20:54:41,727 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-26 20:59:06,163 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:59:06,764 - pyskl - INFO - top1_acc 0.8225 top5_acc 0.9640 2023-12-26 20:59:06,790 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8225, top5_acc: 0.9640 2023-12-26 21:00:00,197 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 14:36:22, time: 0.534, data_time: 0.276, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 3.2195, loss: 3.2195 2023-12-26 21:00:25,273 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 14:35:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 3.1828, loss: 3.1828 2023-12-26 21:00:51,156 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 14:35:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 3.2352, loss: 3.2352 2023-12-26 21:01:17,019 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 14:35:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 3.2377, loss: 3.2377 2023-12-26 21:01:43,406 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 14:34:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 3.2579, loss: 3.2579 2023-12-26 21:02:09,460 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 14:34:10, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 3.2972, loss: 3.2972 2023-12-26 21:02:35,023 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 14:33:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 3.2419, loss: 3.2419 2023-12-26 21:03:00,537 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 14:33:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 3.2362, loss: 3.2362 2023-12-26 21:03:25,914 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 14:32:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 3.2326, loss: 3.2326 2023-12-26 21:03:51,365 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 14:32:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 3.2678, loss: 3.2678 2023-12-26 21:04:16,786 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 14:31:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 3.2535, loss: 3.2535 2023-12-26 21:04:42,319 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 14:31:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 3.2403, loss: 3.2403 2023-12-26 21:05:07,803 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 14:31:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 3.2588, loss: 3.2588 2023-12-26 21:05:33,213 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 14:30:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 3.2452, loss: 3.2452 2023-12-26 21:05:58,521 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 14:30:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 3.2504, loss: 3.2504 2023-12-26 21:06:24,032 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 14:29:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 3.2509, loss: 3.2509 2023-12-26 21:06:49,475 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 14:29:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 3.3174, loss: 3.3174 2023-12-26 21:07:14,832 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 14:28:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 3.2620, loss: 3.2620 2023-12-26 21:07:40,458 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 14:28:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 3.2965, loss: 3.2965 2023-12-26 21:08:05,742 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 14:27:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 3.2680, loss: 3.2680 2023-12-26 21:08:30,876 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 14:27:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 3.2369, loss: 3.2369 2023-12-26 21:08:56,077 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 14:27:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 3.2408, loss: 3.2408 2023-12-26 21:09:21,180 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 14:26:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 3.2639, loss: 3.2639 2023-12-26 21:09:46,463 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 14:26:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 3.2522, loss: 3.2522 2023-12-26 21:10:11,859 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 14:25:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 3.2691, loss: 3.2691 2023-12-26 21:10:37,059 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 14:25:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 3.2766, loss: 3.2766 2023-12-26 21:11:02,320 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 14:24:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 3.2936, loss: 3.2936 2023-12-26 21:11:27,859 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 14:24:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 3.2925, loss: 3.2925 2023-12-26 21:11:53,704 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 14:23:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 3.2548, loss: 3.2548 2023-12-26 21:12:19,209 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 14:23:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 3.2426, loss: 3.2426 2023-12-26 21:12:44,504 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 14:23:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 3.2738, loss: 3.2738 2023-12-26 21:13:10,053 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 14:22:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 3.2683, loss: 3.2683 2023-12-26 21:13:35,764 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 14:22:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 3.3125, loss: 3.3125 2023-12-26 21:14:01,017 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 14:21:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 3.2727, loss: 3.2727 2023-12-26 21:14:02,913 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-26 21:18:28,289 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:18:28,943 - pyskl - INFO - top1_acc 0.8349 top5_acc 0.9691 2023-12-26 21:18:28,968 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8349, top5_acc: 0.9691 2023-12-26 21:19:22,217 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 14:21:32, time: 0.532, data_time: 0.276, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 3.2258, loss: 3.2258 2023-12-26 21:19:47,887 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 14:21:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 3.1868, loss: 3.1868 2023-12-26 21:20:13,754 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 14:20:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 3.1968, loss: 3.1968 2023-12-26 21:20:39,414 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 14:20:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 3.2206, loss: 3.2206 2023-12-26 21:21:05,002 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 14:19:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 3.2310, loss: 3.2310 2023-12-26 21:21:30,704 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 14:19:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 3.2039, loss: 3.2039 2023-12-26 21:21:56,718 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 14:18:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 3.2423, loss: 3.2423 2023-12-26 21:22:22,444 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 14:18:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 3.2438, loss: 3.2438 2023-12-26 21:22:47,859 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 14:18:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 3.2527, loss: 3.2527 2023-12-26 21:23:13,461 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 14:17:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 3.2194, loss: 3.2194 2023-12-26 21:23:39,038 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 14:17:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 3.2504, loss: 3.2504 2023-12-26 21:24:04,258 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 14:16:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 3.2296, loss: 3.2296 2023-12-26 21:24:29,769 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 14:16:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 3.2782, loss: 3.2782 2023-12-26 21:24:55,275 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 14:15:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 3.2394, loss: 3.2394 2023-12-26 21:25:20,973 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 14:15:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 3.2740, loss: 3.2740 2023-12-26 21:25:46,310 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 14:14:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 3.2363, loss: 3.2363 2023-12-26 21:26:11,482 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 14:14:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 3.2317, loss: 3.2317 2023-12-26 21:26:36,711 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 14:14:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 3.2881, loss: 3.2881 2023-12-26 21:27:02,308 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 14:13:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9919, loss_cls: 3.2753, loss: 3.2753 2023-12-26 21:27:27,316 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 14:13:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 3.3059, loss: 3.3059 2023-12-26 21:27:52,309 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 14:12:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 3.2606, loss: 3.2606 2023-12-26 21:28:17,392 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 14:12:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 3.2350, loss: 3.2350 2023-12-26 21:28:42,725 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 14:11:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 3.2742, loss: 3.2742 2023-12-26 21:29:07,899 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 14:11:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 3.2354, loss: 3.2354 2023-12-26 21:29:33,157 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 14:10:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 3.2178, loss: 3.2178 2023-12-26 21:29:58,506 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 14:10:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 3.2846, loss: 3.2846 2023-12-26 21:30:23,806 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 14:09:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 3.2383, loss: 3.2383 2023-12-26 21:30:49,632 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 14:09:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9781, loss_cls: 3.2633, loss: 3.2633 2023-12-26 21:31:15,008 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 14:09:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 3.3042, loss: 3.3042 2023-12-26 21:31:40,539 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 14:08:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 3.2395, loss: 3.2395 2023-12-26 21:32:06,279 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 14:08:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 3.2722, loss: 3.2722 2023-12-26 21:32:31,513 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 14:07:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 3.2646, loss: 3.2646 2023-12-26 21:32:56,869 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 14:07:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 3.2785, loss: 3.2785 2023-12-26 21:33:22,230 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 14:06:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 3.2679, loss: 3.2679 2023-12-26 21:33:24,144 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-26 21:37:48,776 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:37:49,388 - pyskl - INFO - top1_acc 0.8293 top5_acc 0.9672 2023-12-26 21:37:49,413 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8293, top5_acc: 0.9672 2023-12-26 21:38:44,637 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 14:06:42, time: 0.552, data_time: 0.293, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 3.1916, loss: 3.1916 2023-12-26 21:39:10,799 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 14:06:16, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 3.1815, loss: 3.1815 2023-12-26 21:39:37,433 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 14:05:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 3.1971, loss: 3.1971 2023-12-26 21:40:03,232 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 14:05:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 3.1933, loss: 3.1933 2023-12-26 21:40:28,725 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 14:04:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 3.2116, loss: 3.2116 2023-12-26 21:40:54,365 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 14:04:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 3.1820, loss: 3.1820 2023-12-26 21:41:20,033 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 14:04:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 3.1847, loss: 3.1847 2023-12-26 21:41:45,966 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 14:03:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 3.1891, loss: 3.1891 2023-12-26 21:42:11,365 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 14:03:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 3.1825, loss: 3.1825 2023-12-26 21:42:36,825 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 14:02:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 3.2573, loss: 3.2573 2023-12-26 21:43:02,180 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 14:02:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 3.2549, loss: 3.2549 2023-12-26 21:43:27,730 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 14:01:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 3.2212, loss: 3.2212 2023-12-26 21:43:53,242 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 14:01:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 3.2415, loss: 3.2415 2023-12-26 21:44:18,668 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 14:00:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 3.2233, loss: 3.2233 2023-12-26 21:44:44,151 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 14:00:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 3.2275, loss: 3.2275 2023-12-26 21:45:09,625 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 14:00:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 3.2514, loss: 3.2514 2023-12-26 21:45:35,233 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 13:59:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 3.2477, loss: 3.2477 2023-12-26 21:46:00,798 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 13:59:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 3.2439, loss: 3.2439 2023-12-26 21:46:26,299 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 13:58:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 3.2352, loss: 3.2352 2023-12-26 21:46:52,259 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 13:58:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 3.2637, loss: 3.2637 2023-12-26 21:47:17,613 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 13:57:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 3.2598, loss: 3.2598 2023-12-26 21:47:43,096 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 13:57:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 3.2549, loss: 3.2549 2023-12-26 21:48:08,598 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 13:56:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 3.2576, loss: 3.2576 2023-12-26 21:48:34,210 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 13:56:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 3.2638, loss: 3.2638 2023-12-26 21:48:59,929 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 13:56:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 3.2283, loss: 3.2283 2023-12-26 21:49:25,637 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 13:55:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 3.2769, loss: 3.2769 2023-12-26 21:49:51,084 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 13:55:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 3.2444, loss: 3.2444 2023-12-26 21:50:16,751 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 13:54:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 3.2556, loss: 3.2556 2023-12-26 21:50:42,530 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 13:54:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 3.2652, loss: 3.2652 2023-12-26 21:51:08,860 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 13:53:54, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 3.2466, loss: 3.2466 2023-12-26 21:51:34,471 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 13:53:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 3.2835, loss: 3.2835 2023-12-26 21:51:59,851 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 13:53:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 3.2746, loss: 3.2746 2023-12-26 21:52:25,510 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 13:52:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 3.2367, loss: 3.2367 2023-12-26 21:52:51,352 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 13:52:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 3.2762, loss: 3.2762 2023-12-26 21:52:53,457 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-26 21:57:19,346 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:57:19,956 - pyskl - INFO - top1_acc 0.8287 top5_acc 0.9672 2023-12-26 21:57:19,982 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8287, top5_acc: 0.9672 2023-12-26 21:58:13,735 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 13:51:56, time: 0.537, data_time: 0.285, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 3.2149, loss: 3.2149 2023-12-26 21:58:39,064 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 13:51:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 3.1962, loss: 3.1962 2023-12-26 21:59:04,840 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 13:51:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 3.2162, loss: 3.2162 2023-12-26 21:59:30,314 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 13:50:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 3.2215, loss: 3.2215 2023-12-26 21:59:55,741 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 13:50:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9962, loss_cls: 3.1963, loss: 3.1963 2023-12-26 22:00:21,475 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 13:49:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 3.1973, loss: 3.1973 2023-12-26 22:00:47,156 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 13:49:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 3.2267, loss: 3.2267 2023-12-26 22:01:12,819 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 13:48:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 3.2251, loss: 3.2251 2023-12-26 22:01:38,248 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 13:48:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 3.2204, loss: 3.2204 2023-12-26 22:02:03,646 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 13:47:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 3.1962, loss: 3.1962 2023-12-26 22:02:29,027 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 13:47:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 3.1433, loss: 3.1433 2023-12-26 22:02:54,359 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 13:47:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 3.2496, loss: 3.2496 2023-12-26 22:03:19,915 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 13:46:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 3.2408, loss: 3.2408 2023-12-26 22:03:45,310 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 13:46:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 3.2473, loss: 3.2473 2023-12-26 22:04:10,921 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 13:45:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 3.2613, loss: 3.2613 2023-12-26 22:04:36,339 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 13:45:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 3.2183, loss: 3.2183 2023-12-26 22:05:01,799 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 13:44:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 3.2289, loss: 3.2289 2023-12-26 22:05:27,260 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 13:44:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 3.2077, loss: 3.2077 2023-12-26 22:05:52,604 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 13:43:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 3.2604, loss: 3.2604 2023-12-26 22:06:18,126 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 13:43:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 3.2569, loss: 3.2569 2023-12-26 22:06:43,377 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 13:43:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 3.2343, loss: 3.2343 2023-12-26 22:07:08,585 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 13:42:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 3.2422, loss: 3.2422 2023-12-26 22:07:33,819 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 13:42:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 3.2426, loss: 3.2426 2023-12-26 22:07:59,006 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 13:41:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 3.2285, loss: 3.2285 2023-12-26 22:08:24,750 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 13:41:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 3.2539, loss: 3.2539 2023-12-26 22:08:50,191 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 13:40:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 3.2154, loss: 3.2154 2023-12-26 22:09:15,586 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 13:40:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 3.2306, loss: 3.2306 2023-12-26 22:09:41,014 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 13:39:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 3.2340, loss: 3.2340 2023-12-26 22:10:06,455 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 13:39:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 3.2630, loss: 3.2630 2023-12-26 22:10:32,068 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 13:39:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 3.2410, loss: 3.2410 2023-12-26 22:10:57,292 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 13:38:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 3.2569, loss: 3.2569 2023-12-26 22:11:22,247 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 13:38:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 3.2550, loss: 3.2550 2023-12-26 22:11:47,212 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 13:37:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 3.2367, loss: 3.2367 2023-12-26 22:12:12,168 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 13:37:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 3.2595, loss: 3.2595 2023-12-26 22:12:14,056 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-26 22:16:39,034 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:16:39,644 - pyskl - INFO - top1_acc 0.8319 top5_acc 0.9680 2023-12-26 22:16:39,669 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8319, top5_acc: 0.9680 2023-12-26 22:17:32,817 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 13:37:04, time: 0.531, data_time: 0.279, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 3.2148, loss: 3.2148 2023-12-26 22:17:58,344 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 13:36:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 3.1905, loss: 3.1905 2023-12-26 22:18:24,092 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 13:36:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 3.2054, loss: 3.2054 2023-12-26 22:18:49,949 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 13:35:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 3.1751, loss: 3.1751 2023-12-26 22:19:15,575 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 13:35:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 3.1776, loss: 3.1776 2023-12-26 22:19:41,084 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 13:34:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 3.2032, loss: 3.2032 2023-12-26 22:20:06,853 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 13:34:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 3.1950, loss: 3.1950 2023-12-26 22:20:32,499 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 13:33:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 3.2533, loss: 3.2533 2023-12-26 22:20:57,904 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 13:33:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 3.2278, loss: 3.2278 2023-12-26 22:21:23,338 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 13:33:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 3.2080, loss: 3.2080 2023-12-26 22:21:48,766 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 13:32:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 3.2328, loss: 3.2328 2023-12-26 22:22:14,307 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 13:32:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 3.2058, loss: 3.2058 2023-12-26 22:22:39,932 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 13:31:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 3.1775, loss: 3.1775 2023-12-26 22:23:05,485 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 13:31:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 3.2250, loss: 3.2250 2023-12-26 22:23:31,055 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 13:30:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 3.2258, loss: 3.2258 2023-12-26 22:23:57,142 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 13:30:26, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 3.2579, loss: 3.2579 2023-12-26 22:24:22,548 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 13:29:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 3.2328, loss: 3.2328 2023-12-26 22:24:48,021 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 13:29:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 3.2448, loss: 3.2448 2023-12-26 22:25:13,528 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 13:29:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 3.1986, loss: 3.1986 2023-12-26 22:25:38,953 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 13:28:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 3.2225, loss: 3.2225 2023-12-26 22:26:04,246 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 13:28:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 3.2217, loss: 3.2217 2023-12-26 22:26:29,414 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 13:27:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 3.2336, loss: 3.2336 2023-12-26 22:26:54,996 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 13:27:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 3.2191, loss: 3.2191 2023-12-26 22:27:20,198 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 13:26:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 3.1774, loss: 3.1774 2023-12-26 22:27:45,533 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 13:26:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 3.2449, loss: 3.2449 2023-12-26 22:28:10,916 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 13:26:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 3.2298, loss: 3.2298 2023-12-26 22:28:36,248 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 13:25:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 3.2782, loss: 3.2782 2023-12-26 22:29:01,649 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 13:25:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 3.2035, loss: 3.2035 2023-12-26 22:29:27,092 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 13:24:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 3.2612, loss: 3.2612 2023-12-26 22:29:52,369 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 13:24:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 3.2783, loss: 3.2783 2023-12-26 22:30:17,778 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 13:23:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 3.2216, loss: 3.2216 2023-12-26 22:30:43,008 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 13:23:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 3.2424, loss: 3.2424 2023-12-26 22:31:07,966 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 13:22:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 3.2625, loss: 3.2625 2023-12-26 22:31:32,903 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 13:22:26, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 3.2518, loss: 3.2518 2023-12-26 22:31:34,773 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-26 22:35:59,959 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:36:00,569 - pyskl - INFO - top1_acc 0.8290 top5_acc 0.9671 2023-12-26 22:36:00,594 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8290, top5_acc: 0.9671 2023-12-26 22:36:54,676 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 13:22:13, time: 0.541, data_time: 0.277, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 3.1772, loss: 3.1772 2023-12-26 22:37:20,007 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 13:21:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 3.1625, loss: 3.1625 2023-12-26 22:37:45,867 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 13:21:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 3.1845, loss: 3.1845 2023-12-26 22:38:11,573 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 13:20:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9919, loss_cls: 3.2100, loss: 3.2100 2023-12-26 22:38:36,944 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 13:20:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 3.1578, loss: 3.1578 2023-12-26 22:39:02,161 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 13:20:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 3.1858, loss: 3.1858 2023-12-26 22:39:27,737 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 13:19:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 3.1490, loss: 3.1490 2023-12-26 22:39:53,740 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 13:19:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 3.1860, loss: 3.1860 2023-12-26 22:40:19,217 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 13:18:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 3.2459, loss: 3.2459 2023-12-26 22:40:44,932 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 13:18:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 3.2156, loss: 3.2156 2023-12-26 22:41:10,474 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 13:17:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 3.2205, loss: 3.2205 2023-12-26 22:41:35,658 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 13:17:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 3.1615, loss: 3.1615 2023-12-26 22:42:00,767 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 13:16:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 3.1824, loss: 3.1824 2023-12-26 22:42:26,212 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 13:16:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 3.1628, loss: 3.1628 2023-12-26 22:42:51,445 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 13:16:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 3.1872, loss: 3.1872 2023-12-26 22:43:16,500 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 13:15:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 3.2001, loss: 3.2001 2023-12-26 22:43:41,780 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 13:15:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 3.2279, loss: 3.2279 2023-12-26 22:44:08,137 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 13:14:42, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 3.2301, loss: 3.2301 2023-12-26 22:44:34,701 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 13:14:16, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 3.2384, loss: 3.2384 2023-12-26 22:45:00,396 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 13:13:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 3.2137, loss: 3.2137 2023-12-26 22:45:25,412 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 13:13:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 3.2656, loss: 3.2656 2023-12-26 22:45:50,340 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 13:12:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 3.2762, loss: 3.2762 2023-12-26 22:46:15,298 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 13:12:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 3.2348, loss: 3.2348 2023-12-26 22:46:40,241 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 13:12:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 3.2457, loss: 3.2457 2023-12-26 22:47:05,217 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 13:11:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 3.2364, loss: 3.2364 2023-12-26 22:47:30,674 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 13:11:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 3.1876, loss: 3.1876 2023-12-26 22:47:55,959 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 13:10:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 3.2494, loss: 3.2494 2023-12-26 22:48:21,571 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 13:10:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 3.2016, loss: 3.2016 2023-12-26 22:48:46,927 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 13:09:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 3.2626, loss: 3.2626 2023-12-26 22:49:12,350 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 13:09:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 3.2662, loss: 3.2662 2023-12-26 22:49:37,877 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 13:08:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 3.2607, loss: 3.2607 2023-12-26 22:50:03,584 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 13:08:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 3.2163, loss: 3.2163 2023-12-26 22:50:30,005 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 13:08:03, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9938, loss_cls: 3.2279, loss: 3.2279 2023-12-26 22:50:56,398 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 13:07:37, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 3.2227, loss: 3.2227 2023-12-26 22:50:58,647 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-26 22:55:23,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:55:24,155 - pyskl - INFO - top1_acc 0.8261 top5_acc 0.9642 2023-12-26 22:55:24,180 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8261, top5_acc: 0.9642 2023-12-26 22:56:17,603 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 13:07:23, time: 0.534, data_time: 0.280, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 3.1755, loss: 3.1755 2023-12-26 22:56:43,091 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 13:06:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 3.1582, loss: 3.1582 2023-12-26 22:57:08,732 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 13:06:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 3.1770, loss: 3.1770 2023-12-26 22:57:34,676 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 13:06:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 3.1870, loss: 3.1870 2023-12-26 22:58:00,087 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 13:05:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 3.1920, loss: 3.1920 2023-12-26 22:58:25,494 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 13:05:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 3.1818, loss: 3.1818 2023-12-26 22:58:51,224 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 13:04:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 3.1467, loss: 3.1467 2023-12-26 22:59:17,065 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 13:04:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 3.1749, loss: 3.1749 2023-12-26 22:59:42,201 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 13:03:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 3.1970, loss: 3.1970 2023-12-26 23:00:07,196 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 13:03:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 3.1989, loss: 3.1989 2023-12-26 23:00:32,172 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 13:02:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 3.2317, loss: 3.2317 2023-12-26 23:00:57,462 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 13:02:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 3.2025, loss: 3.2025 2023-12-26 23:01:23,100 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 13:02:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 3.2032, loss: 3.2032 2023-12-26 23:01:48,585 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 13:01:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 3.1879, loss: 3.1879 2023-12-26 23:02:13,881 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 13:01:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 3.2095, loss: 3.2095 2023-12-26 23:02:39,253 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 13:00:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 3.2187, loss: 3.2187 2023-12-26 23:03:04,570 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 13:00:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 3.2313, loss: 3.2313 2023-12-26 23:03:29,881 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 12:59:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 3.1544, loss: 3.1544 2023-12-26 23:03:55,038 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 12:59:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 3.1830, loss: 3.1830 2023-12-26 23:04:20,333 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 12:58:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 3.2337, loss: 3.2337 2023-12-26 23:04:46,477 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 12:58:31, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 3.2081, loss: 3.2081 2023-12-26 23:05:11,740 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 12:58:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 3.2081, loss: 3.2081 2023-12-26 23:05:37,066 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 12:57:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 3.1976, loss: 3.1976 2023-12-26 23:06:02,273 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 12:57:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 3.2215, loss: 3.2215 2023-12-26 23:06:28,023 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 12:56:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 3.1981, loss: 3.1981 2023-12-26 23:06:53,652 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 12:56:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 3.2274, loss: 3.2274 2023-12-26 23:07:18,845 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 12:55:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 3.2056, loss: 3.2056 2023-12-26 23:07:44,272 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 12:55:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 3.2056, loss: 3.2056 2023-12-26 23:08:10,184 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 12:54:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 3.2273, loss: 3.2273 2023-12-26 23:08:35,553 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 12:54:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 3.1868, loss: 3.1868 2023-12-26 23:09:01,019 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 12:54:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 3.2250, loss: 3.2250 2023-12-26 23:09:26,354 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 12:53:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9925, loss_cls: 3.2517, loss: 3.2517 2023-12-26 23:09:51,601 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 12:53:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 3.2737, loss: 3.2737 2023-12-26 23:10:16,927 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:52:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 3.2446, loss: 3.2446 2023-12-26 23:10:18,923 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-26 23:14:44,783 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:14:45,419 - pyskl - INFO - top1_acc 0.8422 top5_acc 0.9697 2023-12-26 23:14:45,424 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_89.pth was removed 2023-12-26 23:14:45,639 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. 2023-12-26 23:14:45,642 - pyskl - INFO - Best top1_acc is 0.8422 at 98 epoch. 2023-12-26 23:14:45,681 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8422, top5_acc: 0.9697 2023-12-26 23:15:41,388 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:52:33, time: 0.557, data_time: 0.301, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 3.1593, loss: 3.1593 2023-12-26 23:16:07,162 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:52:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 3.1937, loss: 3.1937 2023-12-26 23:16:33,395 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:51:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 3.1663, loss: 3.1663 2023-12-26 23:16:59,150 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:51:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 3.1454, loss: 3.1454 2023-12-26 23:17:24,815 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:50:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 3.1893, loss: 3.1893 2023-12-26 23:17:50,675 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 12:50:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 3.1629, loss: 3.1629 2023-12-26 23:18:16,324 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 12:49:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 3.1676, loss: 3.1676 2023-12-26 23:18:42,485 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 12:49:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 3.1451, loss: 3.1451 2023-12-26 23:19:08,289 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 12:49:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 3.1853, loss: 3.1853 2023-12-26 23:19:33,900 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 12:48:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 3.1564, loss: 3.1564 2023-12-26 23:19:59,715 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 12:48:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 3.1879, loss: 3.1879 2023-12-26 23:20:25,519 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 12:47:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 3.1889, loss: 3.1889 2023-12-26 23:20:50,942 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 12:47:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 3.2009, loss: 3.2009 2023-12-26 23:21:16,564 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 12:46:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 3.2040, loss: 3.2040 2023-12-26 23:21:42,360 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 12:46:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 3.2097, loss: 3.2097 2023-12-26 23:22:08,082 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 12:45:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 3.1988, loss: 3.1988 2023-12-26 23:22:33,562 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 12:45:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 3.2158, loss: 3.2158 2023-12-26 23:22:59,006 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 12:45:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 3.2047, loss: 3.2047 2023-12-26 23:23:24,495 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 12:44:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 3.1938, loss: 3.1938 2023-12-26 23:23:50,147 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 12:44:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 3.2105, loss: 3.2105 2023-12-26 23:24:15,781 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 12:43:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 3.2088, loss: 3.2088 2023-12-26 23:24:41,470 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 12:43:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 3.2027, loss: 3.2027 2023-12-26 23:25:07,435 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 12:42:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 3.1743, loss: 3.1743 2023-12-26 23:25:32,967 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 12:42:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 3.1684, loss: 3.1684 2023-12-26 23:25:58,797 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 12:41:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 3.2196, loss: 3.2196 2023-12-26 23:26:24,441 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 12:41:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 3.2562, loss: 3.2562 2023-12-26 23:26:50,368 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 12:41:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 3.1759, loss: 3.1759 2023-12-26 23:27:16,053 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 12:40:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 3.2273, loss: 3.2273 2023-12-26 23:27:41,397 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 12:40:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 3.2391, loss: 3.2391 2023-12-26 23:28:07,014 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 12:39:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 3.2059, loss: 3.2059 2023-12-26 23:28:32,626 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 12:39:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 3.2163, loss: 3.2163 2023-12-26 23:28:57,820 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 12:38:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 3.2184, loss: 3.2184 2023-12-26 23:29:23,230 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 12:38:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 3.1925, loss: 3.1925 2023-12-26 23:29:48,385 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 12:38:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 3.2295, loss: 3.2295 2023-12-26 23:29:50,372 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-26 23:34:18,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:34:19,068 - pyskl - INFO - top1_acc 0.8294 top5_acc 0.9652 2023-12-26 23:34:19,095 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8294, top5_acc: 0.9652 2023-12-26 23:35:13,437 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 12:37:46, time: 0.543, data_time: 0.288, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 3.1754, loss: 3.1754 2023-12-26 23:35:38,876 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 12:37:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 3.1901, loss: 3.1901 2023-12-26 23:36:04,936 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 12:36:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 3.1608, loss: 3.1608 2023-12-26 23:36:30,711 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 12:36:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 3.1918, loss: 3.1918 2023-12-26 23:36:56,291 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 12:36:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 3.1724, loss: 3.1724 2023-12-26 23:37:21,603 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 12:35:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 3.1453, loss: 3.1453 2023-12-26 23:37:47,399 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 12:35:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 3.1239, loss: 3.1239 2023-12-26 23:38:13,209 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 12:34:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 3.1716, loss: 3.1716 2023-12-26 23:38:38,787 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 12:34:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 3.1539, loss: 3.1539 2023-12-26 23:39:04,155 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 12:33:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 3.1698, loss: 3.1698 2023-12-26 23:39:29,558 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 12:33:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 3.1732, loss: 3.1732 2023-12-26 23:39:54,946 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 12:32:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 3.1867, loss: 3.1867 2023-12-26 23:40:20,381 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 12:32:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 3.1818, loss: 3.1818 2023-12-26 23:40:46,174 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 12:32:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 3.1862, loss: 3.1862 2023-12-26 23:41:11,597 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 12:31:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 3.2035, loss: 3.2035 2023-12-26 23:41:37,060 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 12:31:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 3.2301, loss: 3.2301 2023-12-26 23:42:02,627 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 12:30:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 3.1985, loss: 3.1985 2023-12-26 23:42:28,118 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 12:30:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 3.1857, loss: 3.1857 2023-12-26 23:42:53,744 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 12:29:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 3.1924, loss: 3.1924 2023-12-26 23:43:19,307 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 12:29:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 3.2075, loss: 3.2075 2023-12-26 23:43:45,157 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 12:28:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 3.1816, loss: 3.1816 2023-12-26 23:44:10,564 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 12:28:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 3.1947, loss: 3.1947 2023-12-26 23:44:36,144 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 12:28:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 3.2029, loss: 3.2029 2023-12-26 23:45:01,813 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 12:27:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 3.1475, loss: 3.1475 2023-12-26 23:45:27,518 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 12:27:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 3.2151, loss: 3.2151 2023-12-26 23:45:53,487 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 12:26:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 3.2047, loss: 3.2047 2023-12-26 23:46:19,272 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 12:26:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 3.1787, loss: 3.1787 2023-12-26 23:46:44,945 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 12:25:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 3.2174, loss: 3.2174 2023-12-26 23:47:10,617 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 12:25:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 3.1876, loss: 3.1876 2023-12-26 23:47:36,312 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 12:24:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 3.1896, loss: 3.1896 2023-12-26 23:48:02,074 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 12:24:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 3.2059, loss: 3.2059 2023-12-26 23:48:27,598 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 12:24:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 3.2029, loss: 3.2029 2023-12-26 23:48:53,380 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 12:23:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 3.2187, loss: 3.2187 2023-12-26 23:49:19,335 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 12:23:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 3.1955, loss: 3.1955 2023-12-26 23:49:21,359 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-26 23:53:48,169 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:53:48,804 - pyskl - INFO - top1_acc 0.8354 top5_acc 0.9682 2023-12-26 23:53:48,832 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8354, top5_acc: 0.9682 2023-12-26 23:54:42,783 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 12:22:58, time: 0.539, data_time: 0.284, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 3.1588, loss: 3.1588 2023-12-26 23:55:08,267 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 12:22:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 3.1352, loss: 3.1352 2023-12-26 23:55:34,154 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 12:22:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 3.1227, loss: 3.1227 2023-12-26 23:55:59,615 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 12:21:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 3.1292, loss: 3.1292 2023-12-26 23:56:25,027 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 12:21:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 3.1448, loss: 3.1448 2023-12-26 23:56:50,391 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 12:20:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 3.1548, loss: 3.1548 2023-12-26 23:57:15,970 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 12:20:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 3.1304, loss: 3.1304 2023-12-26 23:57:41,471 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 12:19:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 3.1679, loss: 3.1679 2023-12-26 23:58:06,887 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 12:19:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 3.1825, loss: 3.1825 2023-12-26 23:58:32,152 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 12:18:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 3.1652, loss: 3.1652 2023-12-26 23:58:57,291 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 12:18:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 3.1759, loss: 3.1759 2023-12-26 23:59:22,539 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 12:18:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 3.1752, loss: 3.1752 2023-12-26 23:59:48,041 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 12:17:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 3.1922, loss: 3.1922 2023-12-27 00:00:13,609 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 12:17:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 3.1541, loss: 3.1541 2023-12-27 00:00:39,133 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 12:16:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 3.1599, loss: 3.1599 2023-12-27 00:01:04,635 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 12:16:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 3.1677, loss: 3.1677 2023-12-27 00:01:30,015 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 12:15:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 3.1719, loss: 3.1719 2023-12-27 00:01:55,421 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 12:15:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 3.1801, loss: 3.1801 2023-12-27 00:02:20,867 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 12:15:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 3.1331, loss: 3.1331 2023-12-27 00:02:46,407 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 12:14:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 3.2101, loss: 3.2101 2023-12-27 00:03:11,940 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 12:14:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 3.1553, loss: 3.1553 2023-12-27 00:03:37,457 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 12:13:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 3.1892, loss: 3.1892 2023-12-27 00:04:02,645 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 12:13:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 3.1889, loss: 3.1889 2023-12-27 00:04:28,272 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 12:12:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 3.1785, loss: 3.1785 2023-12-27 00:04:54,669 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 12:12:21, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 3.1762, loss: 3.1762 2023-12-27 00:05:20,362 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 12:11:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9944, loss_cls: 3.2073, loss: 3.2073 2023-12-27 00:05:46,705 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 12:11:28, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 3.2071, loss: 3.2071 2023-12-27 00:06:12,260 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 12:11:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 3.1856, loss: 3.1856 2023-12-27 00:06:37,723 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 12:10:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 3.1941, loss: 3.1941 2023-12-27 00:07:03,085 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 12:10:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 3.1801, loss: 3.1801 2023-12-27 00:07:28,659 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 12:09:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 3.2332, loss: 3.2332 2023-12-27 00:07:53,981 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 12:09:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 3.1861, loss: 3.1861 2023-12-27 00:08:19,694 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 12:08:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 3.2213, loss: 3.2213 2023-12-27 00:08:45,442 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 12:08:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 3.1662, loss: 3.1662 2023-12-27 00:08:47,422 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-27 00:13:13,400 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:13:14,004 - pyskl - INFO - top1_acc 0.8450 top5_acc 0.9691 2023-12-27 00:13:14,010 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_98.pth was removed 2023-12-27 00:13:14,224 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. 2023-12-27 00:13:14,225 - pyskl - INFO - Best top1_acc is 0.8450 at 101 epoch. 2023-12-27 00:13:14,252 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8450, top5_acc: 0.9691 2023-12-27 00:14:06,922 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 12:08:07, time: 0.527, data_time: 0.273, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 3.1247, loss: 3.1247 2023-12-27 00:14:32,422 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 12:07:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 3.1455, loss: 3.1455 2023-12-27 00:14:58,467 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 12:07:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 3.1214, loss: 3.1214 2023-12-27 00:15:24,253 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 12:06:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 3.1293, loss: 3.1293 2023-12-27 00:15:50,000 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 12:06:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 3.1603, loss: 3.1603 2023-12-27 00:16:15,517 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 12:05:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 3.1481, loss: 3.1481 2023-12-27 00:16:41,249 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 12:05:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 3.1390, loss: 3.1390 2023-12-27 00:17:06,997 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 12:05:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 3.1779, loss: 3.1779 2023-12-27 00:17:32,665 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 12:04:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 3.1612, loss: 3.1612 2023-12-27 00:17:58,124 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 12:04:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 3.1576, loss: 3.1576 2023-12-27 00:18:23,310 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 12:03:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 3.1390, loss: 3.1390 2023-12-27 00:18:48,564 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 12:03:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 3.1389, loss: 3.1389 2023-12-27 00:19:14,060 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 12:02:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 3.1262, loss: 3.1262 2023-12-27 00:19:39,472 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 12:02:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 3.1512, loss: 3.1512 2023-12-27 00:20:04,654 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 12:01:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 3.1731, loss: 3.1731 2023-12-27 00:20:29,803 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 12:01:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 3.1675, loss: 3.1675 2023-12-27 00:20:54,998 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 12:01:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 3.1778, loss: 3.1778 2023-12-27 00:21:20,157 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 12:00:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 3.2129, loss: 3.2129 2023-12-27 00:21:45,529 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 12:00:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 3.1862, loss: 3.1862 2023-12-27 00:22:10,994 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 11:59:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 3.1583, loss: 3.1583 2023-12-27 00:22:36,642 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 11:59:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 3.1686, loss: 3.1686 2023-12-27 00:23:02,074 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 11:58:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 3.1728, loss: 3.1728 2023-12-27 00:23:27,777 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 11:58:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 3.1841, loss: 3.1841 2023-12-27 00:23:53,350 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 11:57:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 3.1857, loss: 3.1857 2023-12-27 00:24:19,280 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 11:57:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 3.1566, loss: 3.1566 2023-12-27 00:24:44,897 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 11:57:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 3.1707, loss: 3.1707 2023-12-27 00:25:10,633 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 11:56:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 3.2157, loss: 3.2157 2023-12-27 00:25:36,276 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 11:56:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 3.1985, loss: 3.1985 2023-12-27 00:26:01,933 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 11:55:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 3.1746, loss: 3.1746 2023-12-27 00:26:27,414 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 11:55:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 3.1932, loss: 3.1932 2023-12-27 00:26:53,165 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 11:54:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 3.1837, loss: 3.1837 2023-12-27 00:27:18,727 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 11:54:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 3.1490, loss: 3.1490 2023-12-27 00:27:44,307 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 11:53:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 3.1502, loss: 3.1502 2023-12-27 00:28:10,004 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:53:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 3.1972, loss: 3.1972 2023-12-27 00:28:11,958 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-27 00:32:36,795 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:32:37,401 - pyskl - INFO - top1_acc 0.8398 top5_acc 0.9686 2023-12-27 00:32:37,428 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8398, top5_acc: 0.9686 2023-12-27 00:33:30,299 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:53:17, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 3.1280, loss: 3.1280 2023-12-27 00:33:55,746 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:52:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 3.1147, loss: 3.1147 2023-12-27 00:34:21,794 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:52:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 3.1381, loss: 3.1381 2023-12-27 00:34:47,545 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:51:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 3.1310, loss: 3.1310 2023-12-27 00:35:13,194 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:51:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 3.1403, loss: 3.1403 2023-12-27 00:35:38,600 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:51:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 3.1133, loss: 3.1133 2023-12-27 00:36:04,313 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:50:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 3.1228, loss: 3.1228 2023-12-27 00:36:29,965 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:50:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 3.1370, loss: 3.1370 2023-12-27 00:36:55,650 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:49:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 3.1306, loss: 3.1306 2023-12-27 00:37:21,108 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:49:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 3.1428, loss: 3.1428 2023-12-27 00:37:46,673 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:48:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 3.1252, loss: 3.1252 2023-12-27 00:38:12,159 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:48:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 3.1494, loss: 3.1494 2023-12-27 00:38:37,731 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:47:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 3.1385, loss: 3.1385 2023-12-27 00:39:03,278 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:47:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 3.1317, loss: 3.1317 2023-12-27 00:39:28,706 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:47:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 3.1626, loss: 3.1626 2023-12-27 00:39:54,108 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:46:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 3.1740, loss: 3.1740 2023-12-27 00:40:19,404 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 11:46:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 3.1279, loss: 3.1279 2023-12-27 00:40:44,925 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 11:45:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 3.1262, loss: 3.1262 2023-12-27 00:41:10,224 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 11:45:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 3.1561, loss: 3.1561 2023-12-27 00:41:35,723 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 11:44:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 3.1923, loss: 3.1923 2023-12-27 00:42:01,432 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 11:44:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 3.1449, loss: 3.1449 2023-12-27 00:42:27,277 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 11:44:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 3.1812, loss: 3.1812 2023-12-27 00:42:52,959 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 11:43:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 3.2003, loss: 3.2003 2023-12-27 00:43:18,840 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 11:43:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 3.1845, loss: 3.1845 2023-12-27 00:43:44,526 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 11:42:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 3.1635, loss: 3.1635 2023-12-27 00:44:10,187 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 11:42:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 3.1779, loss: 3.1779 2023-12-27 00:44:35,796 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 11:41:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 3.1908, loss: 3.1908 2023-12-27 00:45:01,368 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 11:41:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 3.1678, loss: 3.1678 2023-12-27 00:45:27,080 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 11:40:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 3.1562, loss: 3.1562 2023-12-27 00:45:52,779 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 11:40:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 3.2047, loss: 3.2047 2023-12-27 00:46:18,418 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 11:40:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 3.1847, loss: 3.1847 2023-12-27 00:46:44,144 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 11:39:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 3.1877, loss: 3.1877 2023-12-27 00:47:09,653 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 11:39:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 3.1475, loss: 3.1475 2023-12-27 00:47:35,286 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 11:38:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 3.1876, loss: 3.1876 2023-12-27 00:47:37,325 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-27 00:52:02,324 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:52:02,927 - pyskl - INFO - top1_acc 0.8425 top5_acc 0.9700 2023-12-27 00:52:02,953 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8425, top5_acc: 0.9700 2023-12-27 00:52:55,656 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 11:38:27, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 3.1050, loss: 3.1050 2023-12-27 00:53:20,876 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 11:38:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 3.0889, loss: 3.0889 2023-12-27 00:53:46,530 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 11:37:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 3.1024, loss: 3.1024 2023-12-27 00:54:12,219 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 11:37:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 3.1206, loss: 3.1206 2023-12-27 00:54:37,877 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 11:36:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 3.1477, loss: 3.1477 2023-12-27 00:55:03,047 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 11:36:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 3.1119, loss: 3.1119 2023-12-27 00:55:28,461 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 11:35:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 3.1547, loss: 3.1547 2023-12-27 00:55:54,048 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 11:35:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 3.1275, loss: 3.1275 2023-12-27 00:56:19,368 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 11:34:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 3.1024, loss: 3.1024 2023-12-27 00:56:44,820 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 11:34:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 3.1513, loss: 3.1513 2023-12-27 00:57:10,294 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 11:34:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9975, loss_cls: 3.1461, loss: 3.1461 2023-12-27 00:57:35,768 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 11:33:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 3.1324, loss: 3.1324 2023-12-27 00:58:00,988 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 11:33:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 3.1201, loss: 3.1201 2023-12-27 00:58:26,557 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 11:32:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 3.1367, loss: 3.1367 2023-12-27 00:58:51,874 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 11:32:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 3.1458, loss: 3.1458 2023-12-27 00:59:17,141 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 11:31:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 3.1421, loss: 3.1421 2023-12-27 00:59:42,375 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 11:31:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 3.1479, loss: 3.1479 2023-12-27 01:00:07,870 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 11:30:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 3.1659, loss: 3.1659 2023-12-27 01:00:33,310 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 11:30:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 3.1518, loss: 3.1518 2023-12-27 01:00:58,756 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 11:30:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 3.1436, loss: 3.1436 2023-12-27 01:01:24,491 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 11:29:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 3.1415, loss: 3.1415 2023-12-27 01:01:49,975 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 11:29:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 3.1406, loss: 3.1406 2023-12-27 01:02:15,233 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 11:28:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 3.1524, loss: 3.1524 2023-12-27 01:02:40,946 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 11:28:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 3.1187, loss: 3.1187 2023-12-27 01:03:06,628 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 11:27:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 3.1458, loss: 3.1458 2023-12-27 01:03:32,284 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 11:27:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 3.1697, loss: 3.1697 2023-12-27 01:03:58,430 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 11:26:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 3.1374, loss: 3.1374 2023-12-27 01:04:24,039 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 11:26:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 3.1658, loss: 3.1658 2023-12-27 01:04:49,695 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 11:26:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 3.1844, loss: 3.1844 2023-12-27 01:05:15,429 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 11:25:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 3.1528, loss: 3.1528 2023-12-27 01:05:41,086 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 11:25:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 3.1579, loss: 3.1579 2023-12-27 01:06:06,844 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 11:24:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 3.1410, loss: 3.1410 2023-12-27 01:06:32,482 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 11:24:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 3.1515, loss: 3.1515 2023-12-27 01:06:58,020 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 11:23:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 3.2169, loss: 3.2169 2023-12-27 01:07:00,007 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-27 01:11:25,546 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:11:26,156 - pyskl - INFO - top1_acc 0.8434 top5_acc 0.9685 2023-12-27 01:11:26,183 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8434, top5_acc: 0.9685 2023-12-27 01:12:19,020 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 11:23:36, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 3.0925, loss: 3.0925 2023-12-27 01:12:44,597 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 11:23:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 3.1170, loss: 3.1170 2023-12-27 01:13:10,531 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 11:22:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 3.1004, loss: 3.1004 2023-12-27 01:13:36,084 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 11:22:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 3.1335, loss: 3.1335 2023-12-27 01:14:01,680 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 11:21:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 3.1325, loss: 3.1325 2023-12-27 01:14:27,072 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 11:21:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 3.1265, loss: 3.1265 2023-12-27 01:14:52,757 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 11:20:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 3.1139, loss: 3.1139 2023-12-27 01:15:18,462 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 11:20:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 3.1210, loss: 3.1210 2023-12-27 01:15:44,007 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 11:20:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 3.1235, loss: 3.1235 2023-12-27 01:16:09,522 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 11:19:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 3.1083, loss: 3.1083 2023-12-27 01:16:34,845 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 11:19:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 3.1104, loss: 3.1104 2023-12-27 01:17:00,451 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 11:18:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 3.1337, loss: 3.1337 2023-12-27 01:17:25,959 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 11:18:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 3.1098, loss: 3.1098 2023-12-27 01:17:51,595 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 11:17:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 3.1336, loss: 3.1336 2023-12-27 01:18:17,071 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 11:17:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 3.0967, loss: 3.0967 2023-12-27 01:18:42,718 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 11:16:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 3.1669, loss: 3.1669 2023-12-27 01:19:08,079 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 11:16:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 3.1269, loss: 3.1269 2023-12-27 01:19:33,742 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 11:16:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 3.1614, loss: 3.1614 2023-12-27 01:19:59,107 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 11:15:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 3.1314, loss: 3.1314 2023-12-27 01:20:24,669 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 11:15:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 3.1385, loss: 3.1385 2023-12-27 01:20:50,345 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 11:14:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 3.1494, loss: 3.1494 2023-12-27 01:21:16,235 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 11:14:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 3.1547, loss: 3.1547 2023-12-27 01:21:41,949 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 11:13:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 3.1643, loss: 3.1643 2023-12-27 01:22:08,111 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 11:13:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 3.1374, loss: 3.1374 2023-12-27 01:22:33,959 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 11:13:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 3.1112, loss: 3.1112 2023-12-27 01:22:59,767 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 11:12:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 3.1587, loss: 3.1587 2023-12-27 01:23:25,779 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 11:12:09, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 3.1979, loss: 3.1979 2023-12-27 01:23:51,493 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 11:11:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 3.1549, loss: 3.1549 2023-12-27 01:24:17,440 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 11:11:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 3.1482, loss: 3.1482 2023-12-27 01:24:43,239 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 11:10:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 3.1425, loss: 3.1425 2023-12-27 01:25:09,247 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 11:10:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 3.1190, loss: 3.1190 2023-12-27 01:25:34,894 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 11:09:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 3.1348, loss: 3.1348 2023-12-27 01:26:00,677 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 11:09:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 3.1413, loss: 3.1413 2023-12-27 01:26:26,326 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 11:09:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 3.1394, loss: 3.1394 2023-12-27 01:26:28,276 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-27 01:30:53,162 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:30:53,770 - pyskl - INFO - top1_acc 0.8442 top5_acc 0.9687 2023-12-27 01:30:53,796 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8442, top5_acc: 0.9687 2023-12-27 01:31:46,944 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 11:08:48, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 3.1254, loss: 3.1254 2023-12-27 01:32:12,396 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 11:08:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 3.0891, loss: 3.0891 2023-12-27 01:32:37,997 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 11:07:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 3.1344, loss: 3.1344 2023-12-27 01:33:03,764 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 11:07:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 3.1051, loss: 3.1051 2023-12-27 01:33:29,142 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 11:07:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 3.0911, loss: 3.0911 2023-12-27 01:33:54,981 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 11:06:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 3.0941, loss: 3.0941 2023-12-27 01:34:20,547 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 11:06:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 3.1123, loss: 3.1123 2023-12-27 01:34:46,036 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 11:05:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 3.0913, loss: 3.0913 2023-12-27 01:35:11,810 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 11:05:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 3.0787, loss: 3.0787 2023-12-27 01:35:37,417 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 11:04:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 3.0732, loss: 3.0732 2023-12-27 01:36:02,893 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 11:04:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 3.0926, loss: 3.0926 2023-12-27 01:36:28,171 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 11:03:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 3.1252, loss: 3.1252 2023-12-27 01:36:53,714 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 11:03:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 3.1149, loss: 3.1149 2023-12-27 01:37:19,313 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 11:03:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 3.1054, loss: 3.1054 2023-12-27 01:37:44,881 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 11:02:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 3.1183, loss: 3.1183 2023-12-27 01:38:10,633 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 11:02:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 3.1136, loss: 3.1136 2023-12-27 01:38:36,226 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 11:01:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 3.1364, loss: 3.1364 2023-12-27 01:39:01,629 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 11:01:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 3.0971, loss: 3.0971 2023-12-27 01:39:27,119 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 11:00:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 3.1066, loss: 3.1066 2023-12-27 01:39:52,517 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 11:00:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 3.1158, loss: 3.1158 2023-12-27 01:40:18,254 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 10:59:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 3.1469, loss: 3.1469 2023-12-27 01:40:43,994 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 10:59:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 3.1502, loss: 3.1502 2023-12-27 01:41:09,734 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 10:59:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 3.1419, loss: 3.1419 2023-12-27 01:41:35,449 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 10:58:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 3.1090, loss: 3.1090 2023-12-27 01:42:01,110 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 10:58:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 3.1389, loss: 3.1389 2023-12-27 01:42:26,657 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 10:57:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 3.1222, loss: 3.1222 2023-12-27 01:42:51,972 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 10:57:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 3.1239, loss: 3.1239 2023-12-27 01:43:17,566 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 10:56:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 3.1067, loss: 3.1067 2023-12-27 01:43:42,982 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 10:56:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 3.1331, loss: 3.1331 2023-12-27 01:44:08,611 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 10:56:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 3.1669, loss: 3.1669 2023-12-27 01:44:34,284 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 10:55:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 3.1466, loss: 3.1466 2023-12-27 01:44:59,896 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 10:55:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 3.1387, loss: 3.1387 2023-12-27 01:45:25,400 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 10:54:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 3.1317, loss: 3.1317 2023-12-27 01:45:51,129 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 10:54:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 3.1276, loss: 3.1276 2023-12-27 01:45:53,231 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-27 01:50:18,064 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:50:18,744 - pyskl - INFO - top1_acc 0.8512 top5_acc 0.9700 2023-12-27 01:50:18,749 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_101.pth was removed 2023-12-27 01:50:18,964 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2023-12-27 01:50:18,965 - pyskl - INFO - Best top1_acc is 0.8512 at 106 epoch. 2023-12-27 01:50:18,991 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8512, top5_acc: 0.9700 2023-12-27 01:51:12,425 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:53:57, time: 0.534, data_time: 0.279, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 3.1263, loss: 3.1263 2023-12-27 01:51:37,814 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:53:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 3.0832, loss: 3.0832 2023-12-27 01:52:03,667 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:53:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 3.0905, loss: 3.0905 2023-12-27 01:52:29,267 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:52:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 3.0800, loss: 3.0800 2023-12-27 01:52:54,911 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:52:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9975, loss_cls: 3.1205, loss: 3.1205 2023-12-27 01:53:20,311 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:51:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 3.0929, loss: 3.0929 2023-12-27 01:53:45,894 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:51:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 3.1211, loss: 3.1211 2023-12-27 01:54:11,358 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:50:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 3.0712, loss: 3.0712 2023-12-27 01:54:36,782 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:50:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 3.0842, loss: 3.0842 2023-12-27 01:55:02,380 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:49:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 3.0887, loss: 3.0887 2023-12-27 01:55:27,978 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:49:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 3.0956, loss: 3.0956 2023-12-27 01:55:53,457 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:49:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 3.0943, loss: 3.0943 2023-12-27 01:56:19,037 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:48:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 3.1003, loss: 3.1003 2023-12-27 01:56:44,420 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:48:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 3.1119, loss: 3.1119 2023-12-27 01:57:09,630 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:47:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 3.0994, loss: 3.0994 2023-12-27 01:57:35,014 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:47:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 3.0990, loss: 3.0990 2023-12-27 01:58:00,326 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:46:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 3.1177, loss: 3.1177 2023-12-27 01:58:25,507 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:46:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 3.1023, loss: 3.1023 2023-12-27 01:58:50,765 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:46:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 3.0947, loss: 3.0947 2023-12-27 01:59:16,311 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:45:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 3.1213, loss: 3.1213 2023-12-27 01:59:42,044 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:45:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9925, loss_cls: 3.0958, loss: 3.0958 2023-12-27 02:00:07,641 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:44:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 3.1253, loss: 3.1253 2023-12-27 02:00:33,416 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:44:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 3.1123, loss: 3.1123 2023-12-27 02:00:59,149 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:43:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 3.1248, loss: 3.1248 2023-12-27 02:01:24,949 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:43:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 3.1128, loss: 3.1128 2023-12-27 02:01:50,717 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:42:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 3.1312, loss: 3.1312 2023-12-27 02:02:16,436 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:42:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 3.1513, loss: 3.1513 2023-12-27 02:02:41,944 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 10:42:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 3.1272, loss: 3.1272 2023-12-27 02:03:07,470 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 10:41:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 3.1234, loss: 3.1234 2023-12-27 02:03:33,026 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 10:41:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 3.1057, loss: 3.1057 2023-12-27 02:03:58,339 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 10:40:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 3.1303, loss: 3.1303 2023-12-27 02:04:23,788 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 10:40:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 3.1305, loss: 3.1305 2023-12-27 02:04:49,025 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 10:39:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 3.1287, loss: 3.1287 2023-12-27 02:05:14,886 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 10:39:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 3.1628, loss: 3.1628 2023-12-27 02:05:16,927 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-27 02:09:41,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:09:42,461 - pyskl - INFO - top1_acc 0.8515 top5_acc 0.9698 2023-12-27 02:09:42,466 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_106.pth was removed 2023-12-27 02:09:42,810 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. 2023-12-27 02:09:42,811 - pyskl - INFO - Best top1_acc is 0.8515 at 107 epoch. 2023-12-27 02:09:42,838 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8515, top5_acc: 0.9698 2023-12-27 02:10:35,954 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 10:39:06, time: 0.531, data_time: 0.275, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 3.0594, loss: 3.0594 2023-12-27 02:11:01,625 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 10:38:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 3.0744, loss: 3.0744 2023-12-27 02:11:27,413 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 10:38:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 3.0596, loss: 3.0596 2023-12-27 02:11:53,140 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 10:37:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 3.0577, loss: 3.0577 2023-12-27 02:12:18,965 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 10:37:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 3.0722, loss: 3.0722 2023-12-27 02:12:44,733 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 10:36:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 3.0865, loss: 3.0865 2023-12-27 02:13:10,492 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 10:36:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 3.0796, loss: 3.0796 2023-12-27 02:13:36,064 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 10:36:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 3.1072, loss: 3.1072 2023-12-27 02:14:01,483 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 10:35:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 3.1029, loss: 3.1029 2023-12-27 02:14:26,897 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 10:35:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 3.0966, loss: 3.0966 2023-12-27 02:14:52,266 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 10:34:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 3.1012, loss: 3.1012 2023-12-27 02:15:17,638 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 10:34:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 3.1268, loss: 3.1268 2023-12-27 02:15:43,114 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 10:33:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 3.0915, loss: 3.0915 2023-12-27 02:16:08,666 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 10:33:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 3.1130, loss: 3.1130 2023-12-27 02:16:34,090 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 10:32:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 3.1295, loss: 3.1295 2023-12-27 02:16:59,402 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 10:32:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 3.0931, loss: 3.0931 2023-12-27 02:17:24,765 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 10:32:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 3.1283, loss: 3.1283 2023-12-27 02:17:49,942 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 10:31:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 3.0954, loss: 3.0954 2023-12-27 02:18:15,090 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 10:31:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 3.1049, loss: 3.1049 2023-12-27 02:18:40,236 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 10:30:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 3.1275, loss: 3.1275 2023-12-27 02:19:05,663 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 10:30:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 3.0979, loss: 3.0979 2023-12-27 02:19:31,342 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 10:29:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 3.0780, loss: 3.0780 2023-12-27 02:19:57,083 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 10:29:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 3.0832, loss: 3.0832 2023-12-27 02:20:22,360 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 10:28:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 3.0961, loss: 3.0961 2023-12-27 02:20:47,574 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 10:28:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 3.1046, loss: 3.1046 2023-12-27 02:21:13,239 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 10:28:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 3.0881, loss: 3.0881 2023-12-27 02:21:39,142 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 10:27:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 3.1042, loss: 3.1042 2023-12-27 02:22:05,016 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 10:27:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 3.1291, loss: 3.1291 2023-12-27 02:22:30,393 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 10:26:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 3.1342, loss: 3.1342 2023-12-27 02:22:56,109 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 10:26:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 3.1268, loss: 3.1268 2023-12-27 02:23:21,631 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 10:25:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 3.1140, loss: 3.1140 2023-12-27 02:23:47,225 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 10:25:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 3.1053, loss: 3.1053 2023-12-27 02:24:12,669 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 10:24:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 3.1511, loss: 3.1511 2023-12-27 02:24:38,212 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 10:24:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 3.1232, loss: 3.1232 2023-12-27 02:24:40,301 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-27 02:29:05,458 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:29:06,064 - pyskl - INFO - top1_acc 0.8535 top5_acc 0.9719 2023-12-27 02:29:06,069 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_107.pth was removed 2023-12-27 02:29:06,282 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2023-12-27 02:29:06,284 - pyskl - INFO - Best top1_acc is 0.8535 at 108 epoch. 2023-12-27 02:29:06,309 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8535, top5_acc: 0.9719 2023-12-27 02:29:59,129 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 10:24:15, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 3.0781, loss: 3.0781 2023-12-27 02:30:24,511 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 10:23:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 3.0892, loss: 3.0892 2023-12-27 02:30:50,412 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 10:23:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 3.0778, loss: 3.0778 2023-12-27 02:31:16,187 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 10:22:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 3.0569, loss: 3.0569 2023-12-27 02:31:41,638 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 10:22:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 3.0564, loss: 3.0564 2023-12-27 02:32:06,842 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 10:22:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 3.0487, loss: 3.0487 2023-12-27 02:32:32,349 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 10:21:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 3.0599, loss: 3.0599 2023-12-27 02:32:58,036 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 10:21:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 3.0878, loss: 3.0878 2023-12-27 02:33:23,924 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 10:20:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 3.0572, loss: 3.0572 2023-12-27 02:33:49,425 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 10:20:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 3.0751, loss: 3.0751 2023-12-27 02:34:14,811 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 10:19:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 3.0577, loss: 3.0577 2023-12-27 02:34:40,344 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 10:19:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 3.0745, loss: 3.0745 2023-12-27 02:35:05,825 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 10:18:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 3.0900, loss: 3.0900 2023-12-27 02:35:31,776 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 10:18:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 3.0655, loss: 3.0655 2023-12-27 02:35:57,359 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 10:18:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 3.0972, loss: 3.0972 2023-12-27 02:36:22,814 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 10:17:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 3.0721, loss: 3.0721 2023-12-27 02:36:48,237 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 10:17:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 3.0826, loss: 3.0826 2023-12-27 02:37:13,780 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 10:16:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 3.0736, loss: 3.0736 2023-12-27 02:37:39,139 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 10:16:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 3.1108, loss: 3.1108 2023-12-27 02:38:04,649 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 10:15:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 3.1129, loss: 3.1129 2023-12-27 02:38:30,275 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 10:15:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 3.0986, loss: 3.0986 2023-12-27 02:38:55,950 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 10:14:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 3.0943, loss: 3.0943 2023-12-27 02:39:21,859 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 10:14:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 3.1060, loss: 3.1060 2023-12-27 02:39:47,744 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 10:14:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 3.0837, loss: 3.0837 2023-12-27 02:40:13,471 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 10:13:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 3.0904, loss: 3.0904 2023-12-27 02:40:39,249 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 10:13:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 3.0966, loss: 3.0966 2023-12-27 02:41:04,927 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 10:12:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 3.1212, loss: 3.1212 2023-12-27 02:41:30,539 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 10:12:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 3.0880, loss: 3.0880 2023-12-27 02:41:56,175 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 10:11:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 3.0924, loss: 3.0924 2023-12-27 02:42:22,136 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 10:11:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 3.1348, loss: 3.1348 2023-12-27 02:42:48,067 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 10:11:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 3.0989, loss: 3.0989 2023-12-27 02:43:13,956 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 10:10:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 3.0838, loss: 3.0838 2023-12-27 02:43:39,597 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 10:10:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 3.1128, loss: 3.1128 2023-12-27 02:44:05,333 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 10:09:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 3.1135, loss: 3.1135 2023-12-27 02:44:07,281 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-27 02:48:32,617 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:48:33,225 - pyskl - INFO - top1_acc 0.8569 top5_acc 0.9720 2023-12-27 02:48:33,230 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_108.pth was removed 2023-12-27 02:48:33,457 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-27 02:48:33,459 - pyskl - INFO - Best top1_acc is 0.8569 at 109 epoch. 2023-12-27 02:48:33,485 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8569, top5_acc: 0.9720 2023-12-27 02:49:26,666 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 10:09:25, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 3.0747, loss: 3.0747 2023-12-27 02:49:51,935 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 10:08:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 3.0585, loss: 3.0585 2023-12-27 02:50:17,539 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 10:08:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 3.0634, loss: 3.0634 2023-12-27 02:50:43,193 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 10:08:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 3.0484, loss: 3.0484 2023-12-27 02:51:08,681 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 10:07:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 3.0534, loss: 3.0534 2023-12-27 02:51:34,261 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 10:07:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 3.0490, loss: 3.0490 2023-12-27 02:51:59,763 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 10:06:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 3.0343, loss: 3.0343 2023-12-27 02:52:25,292 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 10:06:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 3.0628, loss: 3.0628 2023-12-27 02:52:50,589 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 10:05:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 3.0572, loss: 3.0572 2023-12-27 02:53:15,898 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 10:05:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 3.0823, loss: 3.0823 2023-12-27 02:53:41,229 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 10:05:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 3.0685, loss: 3.0685 2023-12-27 02:54:06,678 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 10:04:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 3.0716, loss: 3.0716 2023-12-27 02:54:32,198 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 10:04:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 3.0683, loss: 3.0683 2023-12-27 02:54:57,816 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 10:03:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 3.0660, loss: 3.0660 2023-12-27 02:55:23,344 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 10:03:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 3.0880, loss: 3.0880 2023-12-27 02:55:48,683 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 10:02:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 3.0789, loss: 3.0789 2023-12-27 02:56:14,038 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 10:02:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 3.0789, loss: 3.0789 2023-12-27 02:56:39,411 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 10:01:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9981, loss_cls: 3.1140, loss: 3.1140 2023-12-27 02:57:04,666 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 10:01:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 3.1014, loss: 3.1014 2023-12-27 02:57:30,006 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 10:01:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 3.1207, loss: 3.1207 2023-12-27 02:57:55,624 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 10:00:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 3.0969, loss: 3.0969 2023-12-27 02:58:21,439 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 10:00:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 3.0730, loss: 3.0730 2023-12-27 02:58:47,377 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 9:59:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 3.1116, loss: 3.1116 2023-12-27 02:59:13,271 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 9:59:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 3.0948, loss: 3.0948 2023-12-27 02:59:39,012 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 9:58:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 3.1295, loss: 3.1295 2023-12-27 03:00:04,887 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 9:58:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 3.1252, loss: 3.1252 2023-12-27 03:00:30,537 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 9:57:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 3.1037, loss: 3.1037 2023-12-27 03:00:56,471 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 9:57:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 3.0728, loss: 3.0728 2023-12-27 03:01:22,018 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 9:57:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 3.1173, loss: 3.1173 2023-12-27 03:01:47,426 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 9:56:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 3.0769, loss: 3.0769 2023-12-27 03:02:12,985 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 9:56:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 3.0743, loss: 3.0743 2023-12-27 03:02:38,576 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 9:55:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 3.0992, loss: 3.0992 2023-12-27 03:03:04,271 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 9:55:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 3.1236, loss: 3.1236 2023-12-27 03:03:29,807 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 9:54:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 3.0939, loss: 3.0939 2023-12-27 03:03:31,879 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-27 03:07:56,686 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:07:57,298 - pyskl - INFO - top1_acc 0.8452 top5_acc 0.9690 2023-12-27 03:07:57,327 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8452, top5_acc: 0.9690 2023-12-27 03:08:50,529 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:54:34, time: 0.532, data_time: 0.277, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 3.0579, loss: 3.0579 2023-12-27 03:09:16,014 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:54:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 3.0629, loss: 3.0629 2023-12-27 03:09:41,902 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:53:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 3.0536, loss: 3.0536 2023-12-27 03:10:07,563 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:53:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 3.0674, loss: 3.0674 2023-12-27 03:10:33,279 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:52:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 3.0586, loss: 3.0586 2023-12-27 03:10:58,936 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:52:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 3.0421, loss: 3.0421 2023-12-27 03:11:24,712 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:51:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 3.0443, loss: 3.0443 2023-12-27 03:11:50,161 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:51:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 1.0000, loss_cls: 3.0598, loss: 3.0598 2023-12-27 03:12:15,526 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:51:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 3.0574, loss: 3.0574 2023-12-27 03:12:41,101 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:50:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 3.0635, loss: 3.0635 2023-12-27 03:13:06,675 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:50:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 3.0876, loss: 3.0876 2023-12-27 03:13:32,401 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:49:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 3.0814, loss: 3.0814 2023-12-27 03:13:57,755 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:49:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 3.0324, loss: 3.0324 2023-12-27 03:14:23,402 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:48:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 3.0796, loss: 3.0796 2023-12-27 03:14:48,824 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:48:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 3.0475, loss: 3.0475 2023-12-27 03:15:14,088 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:47:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 3.0469, loss: 3.0469 2023-12-27 03:15:39,347 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:47:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 3.0903, loss: 3.0903 2023-12-27 03:16:04,886 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:47:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 3.0519, loss: 3.0519 2023-12-27 03:16:30,349 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:46:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 3.0775, loss: 3.0775 2023-12-27 03:16:55,732 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:46:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 3.0673, loss: 3.0673 2023-12-27 03:17:21,244 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:45:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 3.1011, loss: 3.1011 2023-12-27 03:17:46,986 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:45:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 3.1048, loss: 3.1048 2023-12-27 03:18:12,908 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:44:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 3.0448, loss: 3.0448 2023-12-27 03:18:38,623 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:44:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 3.0839, loss: 3.0839 2023-12-27 03:19:04,545 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:44:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 3.0759, loss: 3.0759 2023-12-27 03:19:30,378 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:43:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 3.0887, loss: 3.0887 2023-12-27 03:19:55,623 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:43:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 3.1041, loss: 3.1041 2023-12-27 03:20:21,179 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:42:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9994, loss_cls: 3.0776, loss: 3.0776 2023-12-27 03:20:46,983 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:42:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 3.1012, loss: 3.1012 2023-12-27 03:21:12,495 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:41:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 3.0870, loss: 3.0870 2023-12-27 03:21:38,244 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:41:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 3.0840, loss: 3.0840 2023-12-27 03:22:04,134 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:40:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 3.1183, loss: 3.1183 2023-12-27 03:22:29,635 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:40:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 3.1130, loss: 3.1130 2023-12-27 03:22:55,414 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:40:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 3.1127, loss: 3.1127 2023-12-27 03:22:57,321 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-27 03:27:22,408 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:27:23,015 - pyskl - INFO - top1_acc 0.8500 top5_acc 0.9701 2023-12-27 03:27:23,043 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8500, top5_acc: 0.9701 2023-12-27 03:28:15,705 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:39:43, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 3.0384, loss: 3.0384 2023-12-27 03:28:40,992 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:39:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 3.0195, loss: 3.0195 2023-12-27 03:29:06,406 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:38:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 3.0445, loss: 3.0445 2023-12-27 03:29:32,055 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:38:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 3.0546, loss: 3.0546 2023-12-27 03:29:57,567 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:37:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 3.0411, loss: 3.0411 2023-12-27 03:30:22,966 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 9:37:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 3.0489, loss: 3.0489 2023-12-27 03:30:48,662 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 9:37:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 3.0337, loss: 3.0337 2023-12-27 03:31:14,165 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 9:36:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 3.0037, loss: 3.0037 2023-12-27 03:31:39,530 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 9:36:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 3.0310, loss: 3.0310 2023-12-27 03:32:04,889 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 9:35:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 3.0541, loss: 3.0541 2023-12-27 03:32:30,220 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 9:35:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 3.0628, loss: 3.0628 2023-12-27 03:32:55,583 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 9:34:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 3.0602, loss: 3.0602 2023-12-27 03:33:21,059 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 9:34:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 3.0618, loss: 3.0618 2023-12-27 03:33:46,774 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 9:33:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 3.0613, loss: 3.0613 2023-12-27 03:34:12,191 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 9:33:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 3.0526, loss: 3.0526 2023-12-27 03:34:37,502 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 9:33:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 3.0375, loss: 3.0375 2023-12-27 03:35:03,120 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 9:32:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 3.0361, loss: 3.0361 2023-12-27 03:35:28,715 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 9:32:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 3.0440, loss: 3.0440 2023-12-27 03:35:54,200 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 9:31:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 3.0710, loss: 3.0710 2023-12-27 03:36:19,753 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 9:31:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 3.0687, loss: 3.0687 2023-12-27 03:36:45,126 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 9:30:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 3.0404, loss: 3.0404 2023-12-27 03:37:10,671 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 9:30:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 3.0439, loss: 3.0439 2023-12-27 03:37:36,383 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 9:30:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 3.0803, loss: 3.0803 2023-12-27 03:38:02,092 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 9:29:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 3.0636, loss: 3.0636 2023-12-27 03:38:27,767 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 9:29:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 3.0425, loss: 3.0425 2023-12-27 03:38:53,504 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 9:28:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 3.0658, loss: 3.0658 2023-12-27 03:39:19,245 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 9:28:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 3.0900, loss: 3.0900 2023-12-27 03:39:44,739 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 9:27:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 3.0661, loss: 3.0661 2023-12-27 03:40:10,383 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 9:27:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 3.0548, loss: 3.0548 2023-12-27 03:40:36,006 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 9:26:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 3.0675, loss: 3.0675 2023-12-27 03:41:01,906 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 9:26:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 3.1006, loss: 3.1006 2023-12-27 03:41:27,674 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 9:26:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 3.0648, loss: 3.0648 2023-12-27 03:41:53,405 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 9:25:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 3.0682, loss: 3.0682 2023-12-27 03:42:19,074 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 9:25:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 3.0823, loss: 3.0823 2023-12-27 03:42:20,993 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-27 03:46:45,953 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:46:46,561 - pyskl - INFO - top1_acc 0.8612 top5_acc 0.9730 2023-12-27 03:46:46,566 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_109.pth was removed 2023-12-27 03:46:46,780 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2023-12-27 03:46:46,782 - pyskl - INFO - Best top1_acc is 0.8612 at 112 epoch. 2023-12-27 03:46:46,808 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8612, top5_acc: 0.9730 2023-12-27 03:47:40,032 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 9:24:52, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 3.0265, loss: 3.0265 2023-12-27 03:48:05,626 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 9:24:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 3.0158, loss: 3.0158 2023-12-27 03:48:31,386 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 9:23:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 3.0314, loss: 3.0314 2023-12-27 03:48:56,920 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 9:23:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 3.0276, loss: 3.0276 2023-12-27 03:49:22,139 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 9:23:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 3.0344, loss: 3.0344 2023-12-27 03:49:47,336 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 9:22:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 3.0111, loss: 3.0111 2023-12-27 03:50:12,775 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 9:22:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 3.0249, loss: 3.0249 2023-12-27 03:50:38,254 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 9:21:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 3.0099, loss: 3.0099 2023-12-27 03:51:03,623 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 9:21:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 3.0325, loss: 3.0325 2023-12-27 03:51:29,133 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 9:20:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 3.0419, loss: 3.0419 2023-12-27 03:51:54,453 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 9:20:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 3.0137, loss: 3.0137 2023-12-27 03:52:19,967 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 9:20:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 3.0158, loss: 3.0158 2023-12-27 03:52:45,356 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 9:19:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 3.0467, loss: 3.0467 2023-12-27 03:53:10,878 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 9:19:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 3.0210, loss: 3.0210 2023-12-27 03:53:36,296 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 9:18:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 3.0198, loss: 3.0198 2023-12-27 03:54:01,690 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 9:18:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 3.0361, loss: 3.0361 2023-12-27 03:54:27,166 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 9:17:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 3.0181, loss: 3.0181 2023-12-27 03:54:52,579 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 9:17:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 3.0444, loss: 3.0444 2023-12-27 03:55:18,199 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 9:16:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 3.0664, loss: 3.0664 2023-12-27 03:55:43,704 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 9:16:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 3.0298, loss: 3.0298 2023-12-27 03:56:09,049 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 9:16:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 3.0460, loss: 3.0460 2023-12-27 03:56:34,671 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 9:15:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 3.0443, loss: 3.0443 2023-12-27 03:57:00,609 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 9:15:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 3.0520, loss: 3.0520 2023-12-27 03:57:26,318 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 9:14:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 3.1135, loss: 3.1135 2023-12-27 03:57:52,097 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 9:14:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 3.0514, loss: 3.0514 2023-12-27 03:58:17,972 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 9:13:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 3.0727, loss: 3.0727 2023-12-27 03:58:43,794 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 9:13:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 3.0543, loss: 3.0543 2023-12-27 03:59:09,498 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 9:12:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 3.0720, loss: 3.0720 2023-12-27 03:59:35,176 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 9:12:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 3.0655, loss: 3.0655 2023-12-27 04:00:00,898 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 9:12:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 3.0567, loss: 3.0567 2023-12-27 04:00:26,392 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 9:11:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 3.0503, loss: 3.0503 2023-12-27 04:00:52,055 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 9:11:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 3.0615, loss: 3.0615 2023-12-27 04:01:17,594 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 9:10:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 3.0472, loss: 3.0472 2023-12-27 04:01:43,131 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 9:10:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 3.0523, loss: 3.0523 2023-12-27 04:01:45,092 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-27 04:06:10,102 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:06:10,715 - pyskl - INFO - top1_acc 0.8628 top5_acc 0.9726 2023-12-27 04:06:10,720 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_112.pth was removed 2023-12-27 04:06:10,936 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. 2023-12-27 04:06:10,938 - pyskl - INFO - Best top1_acc is 0.8628 at 113 epoch. 2023-12-27 04:06:10,963 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8628, top5_acc: 0.9726 2023-12-27 04:07:04,143 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 9:10:01, time: 0.532, data_time: 0.280, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 3.0311, loss: 3.0311 2023-12-27 04:07:29,383 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 9:09:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 3.0053, loss: 3.0053 2023-12-27 04:07:55,107 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 9:09:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 3.0032, loss: 3.0032 2023-12-27 04:08:20,749 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 9:08:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.9882, loss: 2.9882 2023-12-27 04:08:45,931 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 9:08:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 3.0333, loss: 3.0333 2023-12-27 04:09:11,100 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 9:07:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 3.0224, loss: 3.0224 2023-12-27 04:09:36,661 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 9:07:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 3.0064, loss: 3.0064 2023-12-27 04:10:02,409 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 9:06:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 3.0114, loss: 3.0114 2023-12-27 04:10:28,024 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 9:06:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 3.0231, loss: 3.0231 2023-12-27 04:10:53,667 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 9:06:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 3.0097, loss: 3.0097 2023-12-27 04:11:19,266 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 9:05:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 3.0427, loss: 3.0427 2023-12-27 04:11:44,765 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 9:05:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 3.0355, loss: 3.0355 2023-12-27 04:12:10,459 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 9:04:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 3.0162, loss: 3.0162 2023-12-27 04:12:36,091 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 9:04:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 3.0296, loss: 3.0296 2023-12-27 04:13:01,861 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 9:03:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 3.0155, loss: 3.0155 2023-12-27 04:13:27,630 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 9:03:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 3.0285, loss: 3.0285 2023-12-27 04:13:53,283 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 9:02:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 3.0305, loss: 3.0305 2023-12-27 04:14:18,794 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 9:02:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 3.0345, loss: 3.0345 2023-12-27 04:14:43,994 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 9:02:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 3.0459, loss: 3.0459 2023-12-27 04:15:09,182 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 9:01:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 3.0563, loss: 3.0563 2023-12-27 04:15:34,410 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 9:01:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 3.0392, loss: 3.0392 2023-12-27 04:16:00,124 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 9:00:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 3.0273, loss: 3.0273 2023-12-27 04:16:25,820 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 9:00:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 3.0098, loss: 3.0098 2023-12-27 04:16:51,377 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 8:59:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 3.0571, loss: 3.0571 2023-12-27 04:17:16,948 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 8:59:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 3.0345, loss: 3.0345 2023-12-27 04:17:42,926 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 8:59:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 3.0478, loss: 3.0478 2023-12-27 04:18:08,614 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 8:58:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 3.0327, loss: 3.0327 2023-12-27 04:18:33,851 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 8:58:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 3.0451, loss: 3.0451 2023-12-27 04:18:59,551 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 8:57:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 3.0536, loss: 3.0536 2023-12-27 04:19:25,691 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 8:57:15, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 3.0593, loss: 3.0593 2023-12-27 04:19:51,471 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 8:56:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 3.0555, loss: 3.0555 2023-12-27 04:20:17,205 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 8:56:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 3.0710, loss: 3.0710 2023-12-27 04:20:43,037 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 8:55:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 3.0500, loss: 3.0500 2023-12-27 04:21:08,618 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 8:55:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 3.0556, loss: 3.0556 2023-12-27 04:21:10,762 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-27 04:25:35,875 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:25:36,483 - pyskl - INFO - top1_acc 0.8585 top5_acc 0.9720 2023-12-27 04:25:36,510 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8585, top5_acc: 0.9720 2023-12-27 04:26:29,813 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:55:10, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 3.0070, loss: 3.0070 2023-12-27 04:26:55,290 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:54:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 3.0059, loss: 3.0059 2023-12-27 04:27:21,097 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:54:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.9959, loss: 2.9959 2023-12-27 04:27:46,973 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:53:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 3.0018, loss: 3.0018 2023-12-27 04:28:12,599 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:53:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 3.0073, loss: 3.0073 2023-12-27 04:28:38,192 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:52:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 3.0064, loss: 3.0064 2023-12-27 04:29:03,584 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:52:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 3.0168, loss: 3.0168 2023-12-27 04:29:29,450 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:52:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 3.0343, loss: 3.0343 2023-12-27 04:29:54,866 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:51:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 3.0147, loss: 3.0147 2023-12-27 04:30:20,298 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:51:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 3.0339, loss: 3.0339 2023-12-27 04:30:45,620 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:50:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 3.0204, loss: 3.0204 2023-12-27 04:31:11,069 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:50:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 3.0193, loss: 3.0193 2023-12-27 04:31:36,452 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:49:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 3.0166, loss: 3.0166 2023-12-27 04:32:02,124 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:49:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 3.0165, loss: 3.0165 2023-12-27 04:32:27,394 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:49:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 3.0187, loss: 3.0187 2023-12-27 04:32:52,561 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:48:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 3.0023, loss: 3.0023 2023-12-27 04:33:17,884 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:48:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 3.0069, loss: 3.0069 2023-12-27 04:33:43,048 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:47:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 3.0291, loss: 3.0291 2023-12-27 04:34:08,203 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:47:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 3.0282, loss: 3.0282 2023-12-27 04:34:33,842 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:46:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 3.0027, loss: 3.0027 2023-12-27 04:34:59,342 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:46:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 3.0250, loss: 3.0250 2023-12-27 04:35:25,205 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:45:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 3.0291, loss: 3.0291 2023-12-27 04:35:51,062 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:45:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 3.0368, loss: 3.0368 2023-12-27 04:36:16,816 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:45:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 3.0382, loss: 3.0382 2023-12-27 04:36:42,610 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:44:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 3.0261, loss: 3.0261 2023-12-27 04:37:08,382 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:44:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 1.0000, loss_cls: 3.0479, loss: 3.0479 2023-12-27 04:37:34,177 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:43:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 3.0230, loss: 3.0230 2023-12-27 04:37:59,656 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:43:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 1.0000, loss_cls: 3.0544, loss: 3.0544 2023-12-27 04:38:24,897 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:42:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 3.0364, loss: 3.0364 2023-12-27 04:38:50,134 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:42:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 3.0423, loss: 3.0423 2023-12-27 04:39:15,617 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:41:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 3.0248, loss: 3.0248 2023-12-27 04:39:41,160 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:41:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 3.0473, loss: 3.0473 2023-12-27 04:40:06,660 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:41:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 3.0291, loss: 3.0291 2023-12-27 04:40:32,310 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:40:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 3.0445, loss: 3.0445 2023-12-27 04:40:34,235 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-27 04:44:59,568 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:45:00,174 - pyskl - INFO - top1_acc 0.8580 top5_acc 0.9719 2023-12-27 04:45:00,200 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8580, top5_acc: 0.9719 2023-12-27 04:45:53,099 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:40:18, time: 0.529, data_time: 0.276, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 3.0409, loss: 3.0409 2023-12-27 04:46:18,413 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:39:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.9975, loss: 2.9975 2023-12-27 04:46:44,083 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:39:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9739, loss: 2.9739 2023-12-27 04:47:09,901 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:38:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.9862, loss: 2.9862 2023-12-27 04:47:35,317 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:38:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.9942, loss: 2.9942 2023-12-27 04:48:00,767 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:38:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.9971, loss: 2.9971 2023-12-27 04:48:26,434 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:37:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 3.0044, loss: 3.0044 2023-12-27 04:48:52,218 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:37:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 3.0048, loss: 3.0048 2023-12-27 04:49:17,654 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:36:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 3.0084, loss: 3.0084 2023-12-27 04:49:43,201 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:36:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 3.0267, loss: 3.0267 2023-12-27 04:50:08,747 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:35:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 3.0276, loss: 3.0276 2023-12-27 04:50:34,512 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:35:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.9873, loss: 2.9873 2023-12-27 04:51:00,038 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:35:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 3.0296, loss: 3.0296 2023-12-27 04:51:25,755 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:34:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 3.0082, loss: 3.0082 2023-12-27 04:51:51,425 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:34:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 3.0061, loss: 3.0061 2023-12-27 04:52:17,057 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:33:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.9893, loss: 2.9893 2023-12-27 04:52:42,493 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 8:33:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 3.0052, loss: 3.0052 2023-12-27 04:53:07,987 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 8:32:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 3.0118, loss: 3.0118 2023-12-27 04:53:33,397 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 8:32:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 3.0163, loss: 3.0163 2023-12-27 04:53:58,756 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 8:31:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.9983, loss: 2.9983 2023-12-27 04:54:24,594 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 8:31:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 3.0380, loss: 3.0380 2023-12-27 04:54:50,402 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 8:31:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 3.0057, loss: 3.0057 2023-12-27 04:55:16,002 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 8:30:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 3.0446, loss: 3.0446 2023-12-27 04:55:41,271 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 8:30:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 3.0462, loss: 3.0462 2023-12-27 04:56:06,537 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 8:29:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 3.0245, loss: 3.0245 2023-12-27 04:56:31,806 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 8:29:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 3.0090, loss: 3.0090 2023-12-27 04:56:57,140 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 8:28:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 3.0144, loss: 3.0144 2023-12-27 04:57:22,874 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 8:28:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 3.0184, loss: 3.0184 2023-12-27 04:57:48,730 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 8:27:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 3.0118, loss: 3.0118 2023-12-27 04:58:14,614 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 8:27:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 3.0039, loss: 3.0039 2023-12-27 04:58:40,697 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 8:27:06, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 3.0282, loss: 3.0282 2023-12-27 04:59:06,074 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 8:26:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 3.0112, loss: 3.0112 2023-12-27 04:59:31,935 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 8:26:13, time: 0.259, data_time: 0.001, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 3.0388, loss: 3.0388 2023-12-27 04:59:57,865 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 8:25:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 3.0262, loss: 3.0262 2023-12-27 04:59:59,846 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-27 05:04:26,581 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:04:27,191 - pyskl - INFO - top1_acc 0.8601 top5_acc 0.9716 2023-12-27 05:04:27,217 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8601, top5_acc: 0.9716 2023-12-27 05:05:20,484 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 8:25:27, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 2.9962, loss: 2.9962 2023-12-27 05:05:45,921 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 8:25:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 3.0103, loss: 3.0103 2023-12-27 05:06:11,677 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 8:24:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.9734, loss: 2.9734 2023-12-27 05:06:37,288 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 8:24:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.9809, loss: 2.9809 2023-12-27 05:07:02,847 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 8:23:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.9749, loss: 2.9749 2023-12-27 05:07:28,051 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 8:23:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.9917, loss: 2.9917 2023-12-27 05:07:53,414 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 8:22:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.9950, loss: 2.9950 2023-12-27 05:08:18,965 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 8:22:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.9973, loss: 2.9973 2023-12-27 05:08:44,342 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 8:21:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.9974, loss: 2.9974 2023-12-27 05:09:09,636 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 8:21:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 2.9901, loss: 2.9901 2023-12-27 05:09:35,296 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 8:21:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 3.0017, loss: 3.0017 2023-12-27 05:10:00,810 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 8:20:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.9943, loss: 2.9943 2023-12-27 05:10:26,293 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 8:20:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 3.0142, loss: 3.0142 2023-12-27 05:10:51,849 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 8:19:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 3.0021, loss: 3.0021 2023-12-27 05:11:17,462 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 8:19:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 3.0055, loss: 3.0055 2023-12-27 05:11:42,928 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 8:18:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 3.0030, loss: 3.0030 2023-12-27 05:12:08,338 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 8:18:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 3.0156, loss: 3.0156 2023-12-27 05:12:33,787 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 8:17:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.9877, loss: 2.9877 2023-12-27 05:12:59,231 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 8:17:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.9957, loss: 2.9957 2023-12-27 05:13:24,657 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 8:17:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 3.0047, loss: 3.0047 2023-12-27 05:13:50,135 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 8:16:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 3.0110, loss: 3.0110 2023-12-27 05:14:16,079 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 8:16:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 3.0068, loss: 3.0068 2023-12-27 05:14:41,697 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 8:15:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9868, loss: 2.9868 2023-12-27 05:15:07,446 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 8:15:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 3.0107, loss: 3.0107 2023-12-27 05:15:32,873 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 8:14:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 3.0020, loss: 3.0020 2023-12-27 05:15:58,667 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 8:14:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 3.0224, loss: 3.0224 2023-12-27 05:16:24,351 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 8:14:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 3.0232, loss: 3.0232 2023-12-27 05:16:49,868 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 8:13:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 3.0076, loss: 3.0076 2023-12-27 05:17:15,443 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 8:13:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 3.0123, loss: 3.0123 2023-12-27 05:17:41,083 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 8:12:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 3.0078, loss: 3.0078 2023-12-27 05:18:06,841 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 8:12:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 3.0165, loss: 3.0165 2023-12-27 05:18:32,601 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 8:11:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 3.0127, loss: 3.0127 2023-12-27 05:18:58,479 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 8:11:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 3.0059, loss: 3.0059 2023-12-27 05:19:24,095 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 8:10:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 3.0244, loss: 3.0244 2023-12-27 05:19:26,087 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-27 05:23:51,553 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:23:52,162 - pyskl - INFO - top1_acc 0.8617 top5_acc 0.9721 2023-12-27 05:23:52,188 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8617, top5_acc: 0.9721 2023-12-27 05:24:44,914 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 8:10:35, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 3.0036, loss: 3.0036 2023-12-27 05:25:10,192 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 8:10:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.9817, loss: 2.9817 2023-12-27 05:25:35,831 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 8:09:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.9762, loss: 2.9762 2023-12-27 05:26:01,490 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 8:09:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9531, loss: 2.9531 2023-12-27 05:26:27,152 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 8:08:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.9715, loss: 2.9715 2023-12-27 05:26:52,727 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 8:08:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9830, loss: 2.9830 2023-12-27 05:27:18,159 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 8:07:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 3.0001, loss: 3.0001 2023-12-27 05:27:44,007 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 8:07:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.9786, loss: 2.9786 2023-12-27 05:28:09,617 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 8:07:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.9782, loss: 2.9782 2023-12-27 05:28:34,975 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 8:06:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.9946, loss: 2.9946 2023-12-27 05:29:00,371 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 8:06:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.9963, loss: 2.9963 2023-12-27 05:29:25,584 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 8:05:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 3.0001, loss: 3.0001 2023-12-27 05:29:50,743 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 8:05:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9736, loss: 2.9736 2023-12-27 05:30:16,042 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 8:04:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.9924, loss: 2.9924 2023-12-27 05:30:41,519 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 8:04:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.9783, loss: 2.9783 2023-12-27 05:31:07,053 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 8:03:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 3.0139, loss: 3.0139 2023-12-27 05:31:32,378 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 8:03:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.9905, loss: 2.9905 2023-12-27 05:31:57,766 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 8:03:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.9670, loss: 2.9670 2023-12-27 05:32:23,103 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 8:02:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.9776, loss: 2.9776 2023-12-27 05:32:48,620 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 8:02:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.9899, loss: 2.9899 2023-12-27 05:33:14,080 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 8:01:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 3.0033, loss: 3.0033 2023-12-27 05:33:39,810 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 8:01:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 3.0003, loss: 3.0003 2023-12-27 05:34:05,615 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 8:00:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.9997, loss: 2.9997 2023-12-27 05:34:31,650 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 8:00:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.9853, loss: 2.9853 2023-12-27 05:34:57,448 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 8:00:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.9925, loss: 2.9925 2023-12-27 05:35:23,057 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 7:59:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 3.0050, loss: 3.0050 2023-12-27 05:35:48,711 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 7:59:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.9822, loss: 2.9822 2023-12-27 05:36:14,247 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 7:58:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.9912, loss: 2.9912 2023-12-27 05:36:40,058 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 7:58:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.9908, loss: 2.9908 2023-12-27 05:37:05,754 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 7:57:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.9845, loss: 2.9845 2023-12-27 05:37:31,475 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:57:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.9850, loss: 2.9850 2023-12-27 05:37:57,564 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:56:57, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 3.0103, loss: 3.0103 2023-12-27 05:38:23,541 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:56:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 3.0003, loss: 3.0003 2023-12-27 05:38:49,262 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:56:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 3.0268, loss: 3.0268 2023-12-27 05:38:51,245 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-27 05:43:16,359 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:43:16,969 - pyskl - INFO - top1_acc 0.8636 top5_acc 0.9725 2023-12-27 05:43:16,979 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_113.pth was removed 2023-12-27 05:43:17,190 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2023-12-27 05:43:17,192 - pyskl - INFO - Best top1_acc is 0.8636 at 118 epoch. 2023-12-27 05:43:17,218 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8636, top5_acc: 0.9725 2023-12-27 05:44:10,072 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:55:43, time: 0.528, data_time: 0.277, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.9911, loss: 2.9911 2023-12-27 05:44:35,407 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:55:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 3.0038, loss: 3.0038 2023-12-27 05:45:01,063 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:54:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.9848, loss: 2.9848 2023-12-27 05:45:26,682 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:54:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9628, loss: 2.9628 2023-12-27 05:45:52,464 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:53:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.9600, loss: 2.9600 2023-12-27 05:46:18,088 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:53:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.9921, loss: 2.9921 2023-12-27 05:46:44,043 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:53:05, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.9665, loss: 2.9665 2023-12-27 05:47:09,616 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:52:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.9758, loss: 2.9758 2023-12-27 05:47:34,945 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:52:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9672, loss: 2.9672 2023-12-27 05:48:00,815 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:51:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.9829, loss: 2.9829 2023-12-27 05:48:26,351 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:51:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.9706, loss: 2.9706 2023-12-27 05:48:51,804 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:50:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9641, loss: 2.9641 2023-12-27 05:49:17,422 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:50:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.9684, loss: 2.9684 2023-12-27 05:49:43,059 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:50:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.9729, loss: 2.9729 2023-12-27 05:50:08,575 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:49:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.9783, loss: 2.9783 2023-12-27 05:50:34,156 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:49:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.9745, loss: 2.9745 2023-12-27 05:50:59,726 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:48:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.9970, loss: 2.9970 2023-12-27 05:51:25,118 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:48:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.9868, loss: 2.9868 2023-12-27 05:51:50,551 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:47:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.9855, loss: 2.9855 2023-12-27 05:52:15,972 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:47:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 2.9963, loss: 2.9963 2023-12-27 05:52:41,627 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:46:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.9792, loss: 2.9792 2023-12-27 05:53:07,422 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:46:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.9795, loss: 2.9795 2023-12-27 05:53:33,342 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:46:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.9890, loss: 2.9890 2023-12-27 05:53:59,125 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:45:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.9822, loss: 2.9822 2023-12-27 05:54:24,725 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:45:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.9885, loss: 2.9885 2023-12-27 05:54:50,192 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:44:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 2.9838, loss: 2.9838 2023-12-27 05:55:15,977 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:44:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 3.0018, loss: 3.0018 2023-12-27 05:55:41,856 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:43:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.9836, loss: 2.9836 2023-12-27 05:56:07,333 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:43:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.9909, loss: 2.9909 2023-12-27 05:56:33,027 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:42:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.9706, loss: 2.9706 2023-12-27 05:56:58,770 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:42:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.9873, loss: 2.9873 2023-12-27 05:57:24,461 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:42:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 3.0064, loss: 3.0064 2023-12-27 05:57:50,195 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:41:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.9961, loss: 2.9961 2023-12-27 05:58:15,829 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:41:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.9913, loss: 2.9913 2023-12-27 05:58:17,807 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-27 06:02:43,014 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:02:43,624 - pyskl - INFO - top1_acc 0.8655 top5_acc 0.9716 2023-12-27 06:02:43,629 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_118.pth was removed 2023-12-27 06:02:43,841 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-27 06:02:43,843 - pyskl - INFO - Best top1_acc is 0.8655 at 119 epoch. 2023-12-27 06:02:43,868 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8655, top5_acc: 0.9716 2023-12-27 06:03:36,846 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:40:52, time: 0.530, data_time: 0.273, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9595, loss: 2.9595 2023-12-27 06:04:02,365 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:40:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.9713, loss: 2.9713 2023-12-27 06:04:28,039 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:39:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9553, loss: 2.9553 2023-12-27 06:04:53,735 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:39:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.9508, loss: 2.9508 2023-12-27 06:05:19,410 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:39:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.9519, loss: 2.9519 2023-12-27 06:05:45,104 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:38:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.9610, loss: 2.9610 2023-12-27 06:06:10,870 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:38:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.9576, loss: 2.9576 2023-12-27 06:06:36,364 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:37:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 2.9583, loss: 2.9583 2023-12-27 06:07:02,268 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:37:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9557, loss: 2.9557 2023-12-27 06:07:27,949 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:36:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.9747, loss: 2.9747 2023-12-27 06:07:53,577 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:36:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.9523, loss: 2.9523 2023-12-27 06:08:19,093 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:36:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.9670, loss: 2.9670 2023-12-27 06:08:44,461 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:35:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.9651, loss: 2.9651 2023-12-27 06:09:10,011 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:35:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9549, loss: 2.9549 2023-12-27 06:09:35,678 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:34:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.9630, loss: 2.9630 2023-12-27 06:10:01,258 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:34:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 2.9442, loss: 2.9442 2023-12-27 06:10:26,667 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:33:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.9708, loss: 2.9708 2023-12-27 06:10:52,084 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:33:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.9613, loss: 2.9613 2023-12-27 06:11:17,539 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:32:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 2.9637, loss: 2.9637 2023-12-27 06:11:42,872 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:32:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.9589, loss: 2.9589 2023-12-27 06:12:08,608 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:32:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9650, loss: 2.9650 2023-12-27 06:12:34,286 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:31:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.9703, loss: 2.9703 2023-12-27 06:12:59,995 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:31:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9597, loss: 2.9597 2023-12-27 06:13:25,797 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:30:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.9857, loss: 2.9857 2023-12-27 06:13:51,443 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:30:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.9775, loss: 2.9775 2023-12-27 06:14:17,156 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:29:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.9807, loss: 2.9807 2023-12-27 06:14:42,738 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 7:29:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9833, loss: 2.9833 2023-12-27 06:15:08,454 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 7:29:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.9624, loss: 2.9624 2023-12-27 06:15:34,178 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 7:28:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.9657, loss: 2.9657 2023-12-27 06:16:00,137 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 7:28:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.9720, loss: 2.9720 2023-12-27 06:16:26,155 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 7:27:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.9945, loss: 2.9945 2023-12-27 06:16:51,951 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 7:27:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.9681, loss: 2.9681 2023-12-27 06:17:17,727 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 7:26:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.9797, loss: 2.9797 2023-12-27 06:17:42,998 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 7:26:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.9778, loss: 2.9778 2023-12-27 06:17:44,952 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-27 06:22:10,099 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:22:10,708 - pyskl - INFO - top1_acc 0.8709 top5_acc 0.9730 2023-12-27 06:22:10,713 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_119.pth was removed 2023-12-27 06:22:10,927 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2023-12-27 06:22:10,928 - pyskl - INFO - Best top1_acc is 0.8709 at 120 epoch. 2023-12-27 06:22:10,954 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8709, top5_acc: 0.9730 2023-12-27 06:23:03,916 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 7:26:01, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.9545, loss: 2.9545 2023-12-27 06:23:29,367 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 7:25:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9464, loss: 2.9464 2023-12-27 06:23:55,005 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 7:25:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9360, loss: 2.9360 2023-12-27 06:24:20,858 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 7:24:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9504, loss: 2.9504 2023-12-27 06:24:46,366 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 7:24:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.9563, loss: 2.9563 2023-12-27 06:25:11,581 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 7:23:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9549, loss: 2.9549 2023-12-27 06:25:37,204 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 7:23:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9485, loss: 2.9485 2023-12-27 06:26:02,681 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 7:22:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9469, loss: 2.9469 2023-12-27 06:26:28,027 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 7:22:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9436, loss: 2.9436 2023-12-27 06:26:53,694 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 7:22:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 2.9445, loss: 2.9445 2023-12-27 06:27:19,105 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 7:21:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.9527, loss: 2.9527 2023-12-27 06:27:44,455 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 7:21:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9464, loss: 2.9464 2023-12-27 06:28:09,828 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 7:20:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.9609, loss: 2.9609 2023-12-27 06:28:35,664 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 7:20:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9449, loss: 2.9449 2023-12-27 06:29:01,351 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 7:19:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9495, loss: 2.9495 2023-12-27 06:29:26,632 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 7:19:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9401, loss: 2.9401 2023-12-27 06:29:51,988 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 7:18:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.9525, loss: 2.9525 2023-12-27 06:30:17,148 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 7:18:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9486, loss: 2.9486 2023-12-27 06:30:42,361 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 7:18:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9578, loss: 2.9578 2023-12-27 06:31:07,716 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 7:17:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 2.9564, loss: 2.9564 2023-12-27 06:31:33,778 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 7:17:13, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9399, loss: 2.9399 2023-12-27 06:31:59,480 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 7:16:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.9604, loss: 2.9604 2023-12-27 06:32:25,286 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 7:16:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.9707, loss: 2.9707 2023-12-27 06:32:50,911 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 7:15:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9508, loss: 2.9508 2023-12-27 06:33:16,738 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 7:15:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9618, loss: 2.9618 2023-12-27 06:33:42,526 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 7:15:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9611, loss: 2.9611 2023-12-27 06:34:07,813 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 7:14:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9491, loss: 2.9491 2023-12-27 06:34:33,072 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 7:14:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.9786, loss: 2.9786 2023-12-27 06:34:58,322 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 7:13:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.9672, loss: 2.9672 2023-12-27 06:35:23,563 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 7:13:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9644, loss: 2.9644 2023-12-27 06:35:49,431 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 7:12:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.9796, loss: 2.9796 2023-12-27 06:36:15,006 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 7:12:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.9707, loss: 2.9707 2023-12-27 06:36:40,615 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 7:11:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.9686, loss: 2.9686 2023-12-27 06:37:06,176 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 7:11:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.9791, loss: 2.9791 2023-12-27 06:37:08,112 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-27 06:41:33,275 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:41:33,882 - pyskl - INFO - top1_acc 0.8691 top5_acc 0.9734 2023-12-27 06:41:33,908 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8691, top5_acc: 0.9734 2023-12-27 06:42:26,305 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 7:11:08, time: 0.524, data_time: 0.271, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.9662, loss: 2.9662 2023-12-27 06:42:51,478 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 7:10:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9388, loss: 2.9388 2023-12-27 06:43:17,211 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 7:10:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9516, loss: 2.9516 2023-12-27 06:43:42,854 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 7:09:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9502, loss: 2.9502 2023-12-27 06:44:08,447 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 7:09:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 2.9480, loss: 2.9480 2023-12-27 06:44:33,939 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 7:08:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 2.9451, loss: 2.9451 2023-12-27 06:44:59,746 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 7:08:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9465, loss: 2.9465 2023-12-27 06:45:25,249 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 7:08:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9496, loss: 2.9496 2023-12-27 06:45:50,820 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 7:07:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9452, loss: 2.9452 2023-12-27 06:46:16,433 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 7:07:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9478, loss: 2.9478 2023-12-27 06:46:41,994 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 7:06:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9466, loss: 2.9466 2023-12-27 06:47:07,165 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 7:06:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.9524, loss: 2.9524 2023-12-27 06:47:32,340 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 7:05:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.9576, loss: 2.9576 2023-12-27 06:47:57,581 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 7:05:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9321, loss: 2.9321 2023-12-27 06:48:23,359 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 7:04:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9423, loss: 2.9423 2023-12-27 06:48:48,799 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 7:04:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9421, loss: 2.9421 2023-12-27 06:49:14,120 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 7:04:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9379, loss: 2.9379 2023-12-27 06:49:39,790 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 7:03:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.9587, loss: 2.9587 2023-12-27 06:50:05,340 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 7:03:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9537, loss: 2.9537 2023-12-27 06:50:31,008 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 7:02:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9653, loss: 2.9653 2023-12-27 06:50:56,747 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 7:02:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 2.9546, loss: 2.9546 2023-12-27 06:51:22,275 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 7:01:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.9599, loss: 2.9599 2023-12-27 06:51:47,957 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 7:01:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9470, loss: 2.9470 2023-12-27 06:52:13,530 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 7:01:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9530, loss: 2.9530 2023-12-27 06:52:39,550 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 7:00:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9562, loss: 2.9562 2023-12-27 06:53:05,288 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 7:00:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9486, loss: 2.9486 2023-12-27 06:53:31,226 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 6:59:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.9685, loss: 2.9685 2023-12-27 06:53:57,152 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 6:59:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.9634, loss: 2.9634 2023-12-27 06:54:22,762 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 6:58:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9502, loss: 2.9502 2023-12-27 06:54:48,479 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 6:58:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.9588, loss: 2.9588 2023-12-27 06:55:14,287 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:57:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9562, loss: 2.9562 2023-12-27 06:55:40,165 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:57:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9566, loss: 2.9566 2023-12-27 06:56:05,852 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:57:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.9608, loss: 2.9608 2023-12-27 06:56:31,377 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:56:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9514, loss: 2.9514 2023-12-27 06:56:33,331 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-27 07:00:58,436 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:00:59,041 - pyskl - INFO - top1_acc 0.8743 top5_acc 0.9743 2023-12-27 07:00:59,045 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_120.pth was removed 2023-12-27 07:00:59,258 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. 2023-12-27 07:00:59,260 - pyskl - INFO - Best top1_acc is 0.8743 at 122 epoch. 2023-12-27 07:00:59,285 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8743, top5_acc: 0.9743 2023-12-27 07:01:51,997 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:56:16, time: 0.527, data_time: 0.273, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9335, loss: 2.9335 2023-12-27 07:02:17,425 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:55:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.9526, loss: 2.9526 2023-12-27 07:02:43,045 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:55:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9441, loss: 2.9441 2023-12-27 07:03:08,823 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:54:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9381, loss: 2.9381 2023-12-27 07:03:34,671 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:54:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9385, loss: 2.9385 2023-12-27 07:04:00,253 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:54:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9314, loss: 2.9314 2023-12-27 07:04:25,934 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:53:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 2.9395, loss: 2.9395 2023-12-27 07:04:51,525 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:53:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9321, loss: 2.9321 2023-12-27 07:05:16,936 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:52:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9427, loss: 2.9427 2023-12-27 07:05:42,545 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:52:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9393, loss: 2.9393 2023-12-27 07:06:08,069 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:51:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9343, loss: 2.9343 2023-12-27 07:06:33,420 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:51:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.9628, loss: 2.9628 2023-12-27 07:06:58,933 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:51:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9467, loss: 2.9467 2023-12-27 07:07:24,446 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:50:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 2.9604, loss: 2.9604 2023-12-27 07:07:50,041 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:50:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9470, loss: 2.9470 2023-12-27 07:08:15,533 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:49:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9488, loss: 2.9488 2023-12-27 07:08:40,977 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:49:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9476, loss: 2.9476 2023-12-27 07:09:06,485 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:48:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9445, loss: 2.9445 2023-12-27 07:09:31,903 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:48:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9537, loss: 2.9537 2023-12-27 07:09:57,762 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:47:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9522, loss: 2.9522 2023-12-27 07:10:23,459 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:47:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9519, loss: 2.9519 2023-12-27 07:10:49,156 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:47:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9480, loss: 2.9480 2023-12-27 07:11:14,864 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:46:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9446, loss: 2.9446 2023-12-27 07:11:40,529 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:46:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9307, loss: 2.9307 2023-12-27 07:12:06,256 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:45:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.9385, loss: 2.9385 2023-12-27 07:12:32,160 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:45:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9345, loss: 2.9345 2023-12-27 07:12:57,765 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:44:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9363, loss: 2.9363 2023-12-27 07:13:23,389 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:44:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 2.9435, loss: 2.9435 2023-12-27 07:13:49,404 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:43:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9302, loss: 2.9302 2023-12-27 07:14:15,115 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:43:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9424, loss: 2.9424 2023-12-27 07:14:40,516 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:43:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 2.9418, loss: 2.9418 2023-12-27 07:15:05,747 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:42:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9505, loss: 2.9505 2023-12-27 07:15:31,194 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:42:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9353, loss: 2.9353 2023-12-27 07:15:56,698 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:41:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9509, loss: 2.9509 2023-12-27 07:15:58,604 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-27 07:20:23,403 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:20:24,015 - pyskl - INFO - top1_acc 0.8769 top5_acc 0.9740 2023-12-27 07:20:24,021 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_122.pth was removed 2023-12-27 07:20:24,238 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2023-12-27 07:20:24,239 - pyskl - INFO - Best top1_acc is 0.8769 at 123 epoch. 2023-12-27 07:20:24,265 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8769, top5_acc: 0.9740 2023-12-27 07:21:17,196 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:41:24, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9176, loss: 2.9176 2023-12-27 07:21:42,676 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:40:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9284, loss: 2.9284 2023-12-27 07:22:08,663 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:40:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9209, loss: 2.9209 2023-12-27 07:22:34,240 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:40:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9261, loss: 2.9261 2023-12-27 07:22:59,943 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:39:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9273, loss: 2.9273 2023-12-27 07:23:25,514 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:39:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9303, loss: 2.9303 2023-12-27 07:23:51,100 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:38:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.9416, loss: 2.9416 2023-12-27 07:24:16,502 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:38:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9374, loss: 2.9374 2023-12-27 07:24:41,876 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:37:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9286, loss: 2.9286 2023-12-27 07:25:07,222 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:37:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9286, loss: 2.9286 2023-12-27 07:25:32,460 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:37:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9385, loss: 2.9385 2023-12-27 07:25:57,911 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:36:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9252, loss: 2.9252 2023-12-27 07:26:23,434 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:36:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9294, loss: 2.9294 2023-12-27 07:26:48,916 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:35:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9264, loss: 2.9264 2023-12-27 07:27:14,494 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:35:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9289, loss: 2.9289 2023-12-27 07:27:40,133 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:34:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9312, loss: 2.9312 2023-12-27 07:28:05,402 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:34:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9251, loss: 2.9251 2023-12-27 07:28:30,822 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:33:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9355, loss: 2.9355 2023-12-27 07:28:56,334 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:33:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9382, loss: 2.9382 2023-12-27 07:29:22,092 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:33:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9410, loss: 2.9410 2023-12-27 07:29:47,653 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:32:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 2.9469, loss: 2.9469 2023-12-27 07:30:14,171 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:32:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9308, loss: 2.9308 2023-12-27 07:30:40,215 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:31:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9389, loss: 2.9389 2023-12-27 07:31:05,761 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:31:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.9476, loss: 2.9476 2023-12-27 07:31:31,326 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:30:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 2.9411, loss: 2.9411 2023-12-27 07:31:57,117 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:30:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.9475, loss: 2.9475 2023-12-27 07:32:22,665 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:29:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 2.9420, loss: 2.9420 2023-12-27 07:32:48,473 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:29:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9386, loss: 2.9386 2023-12-27 07:33:14,218 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:29:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9278, loss: 2.9278 2023-12-27 07:33:40,173 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:28:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9183, loss: 2.9183 2023-12-27 07:34:05,839 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:28:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9408, loss: 2.9408 2023-12-27 07:34:31,478 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:27:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9389, loss: 2.9389 2023-12-27 07:34:57,151 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:27:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9371, loss: 2.9371 2023-12-27 07:35:22,677 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:26:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 2.9529, loss: 2.9529 2023-12-27 07:35:24,915 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-27 07:39:49,499 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:39:50,106 - pyskl - INFO - top1_acc 0.8709 top5_acc 0.9726 2023-12-27 07:39:50,133 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8709, top5_acc: 0.9726 2023-12-27 07:40:43,302 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:26:33, time: 0.532, data_time: 0.277, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9317, loss: 2.9317 2023-12-27 07:41:08,878 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:26:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9237, loss: 2.9237 2023-12-27 07:41:34,363 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:25:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9216, loss: 2.9216 2023-12-27 07:41:59,781 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 6:25:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9221, loss: 2.9221 2023-12-27 07:42:25,318 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 6:24:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9173, loss: 2.9173 2023-12-27 07:42:50,944 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 6:24:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 2.9225, loss: 2.9225 2023-12-27 07:43:16,467 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 6:23:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9342, loss: 2.9342 2023-12-27 07:43:42,336 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 6:23:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9254, loss: 2.9254 2023-12-27 07:44:07,740 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 6:23:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9173, loss: 2.9173 2023-12-27 07:44:33,079 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 6:22:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9296, loss: 2.9296 2023-12-27 07:44:58,414 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 6:22:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9224, loss: 2.9224 2023-12-27 07:45:23,759 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 6:21:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9168, loss: 2.9168 2023-12-27 07:45:49,179 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 6:21:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9214, loss: 2.9214 2023-12-27 07:46:14,790 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 6:20:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9242, loss: 2.9242 2023-12-27 07:46:40,344 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 6:20:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 2.9330, loss: 2.9330 2023-12-27 07:47:05,852 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 6:19:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9264, loss: 2.9264 2023-12-27 07:47:31,321 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 6:19:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9244, loss: 2.9244 2023-12-27 07:47:56,834 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 6:19:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9165, loss: 2.9165 2023-12-27 07:48:22,571 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 6:18:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9211, loss: 2.9211 2023-12-27 07:48:48,472 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 6:18:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9266, loss: 2.9266 2023-12-27 07:49:14,186 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 6:17:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9375, loss: 2.9375 2023-12-27 07:49:39,903 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 6:17:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9378, loss: 2.9378 2023-12-27 07:50:05,649 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 6:16:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9156, loss: 2.9156 2023-12-27 07:50:31,437 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 6:16:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9147, loss: 2.9147 2023-12-27 07:50:57,196 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 6:16:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.9380, loss: 2.9380 2023-12-27 07:51:22,746 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 6:15:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 2.9232, loss: 2.9232 2023-12-27 07:51:47,994 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 6:15:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 2.9459, loss: 2.9459 2023-12-27 07:52:13,246 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 6:14:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9235, loss: 2.9235 2023-12-27 07:52:38,488 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 6:14:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 2.9329, loss: 2.9329 2023-12-27 07:53:04,190 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 6:13:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9313, loss: 2.9313 2023-12-27 07:53:29,953 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 6:13:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9219, loss: 2.9219 2023-12-27 07:53:55,717 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 6:12:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9246, loss: 2.9246 2023-12-27 07:54:21,393 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 6:12:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9243, loss: 2.9243 2023-12-27 07:54:47,167 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 6:12:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9207, loss: 2.9207 2023-12-27 07:54:49,119 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-27 07:59:13,965 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:59:14,583 - pyskl - INFO - top1_acc 0.8840 top5_acc 0.9757 2023-12-27 07:59:14,588 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_123.pth was removed 2023-12-27 07:59:14,801 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2023-12-27 07:59:14,803 - pyskl - INFO - Best top1_acc is 0.8840 at 125 epoch. 2023-12-27 07:59:14,830 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8840, top5_acc: 0.9757 2023-12-27 08:00:07,699 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 6:11:40, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9181, loss: 2.9181 2023-12-27 08:00:32,994 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 6:11:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9182, loss: 2.9182 2023-12-27 08:00:58,531 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 6:10:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9168, loss: 2.9168 2023-12-27 08:01:24,049 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 6:10:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9061, loss: 2.9061 2023-12-27 08:01:49,502 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 6:09:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9142, loss: 2.9142 2023-12-27 08:02:15,244 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 6:09:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9092, loss: 2.9092 2023-12-27 08:02:40,866 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 6:09:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9067, loss: 2.9067 2023-12-27 08:03:06,192 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 6:08:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9151, loss: 2.9151 2023-12-27 08:03:31,579 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 6:08:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9090, loss: 2.9090 2023-12-27 08:03:56,943 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 6:07:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9141, loss: 2.9141 2023-12-27 08:04:22,246 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 6:07:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9135, loss: 2.9135 2023-12-27 08:04:47,899 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 6:06:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 2.9216, loss: 2.9216 2023-12-27 08:05:13,218 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 6:06:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9162, loss: 2.9162 2023-12-27 08:05:38,594 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 6:05:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 2.9299, loss: 2.9299 2023-12-27 08:06:04,016 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 6:05:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9157, loss: 2.9157 2023-12-27 08:06:29,567 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 6:05:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9213, loss: 2.9213 2023-12-27 08:06:54,752 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 6:04:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9123, loss: 2.9123 2023-12-27 08:07:19,931 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 6:04:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9178, loss: 2.9178 2023-12-27 08:07:45,287 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 6:03:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9193, loss: 2.9193 2023-12-27 08:08:10,958 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 6:03:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9091, loss: 2.9091 2023-12-27 08:08:36,429 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 6:02:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9045, loss: 2.9045 2023-12-27 08:09:02,075 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 6:02:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9083, loss: 2.9083 2023-12-27 08:09:27,813 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 6:02:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9079, loss: 2.9079 2023-12-27 08:09:53,394 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 6:01:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9166, loss: 2.9166 2023-12-27 08:10:19,127 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 6:01:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9125, loss: 2.9125 2023-12-27 08:10:44,791 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 6:00:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9179, loss: 2.9179 2023-12-27 08:11:10,462 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 6:00:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 2.9303, loss: 2.9303 2023-12-27 08:11:36,010 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 5:59:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9172, loss: 2.9172 2023-12-27 08:12:01,674 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 5:59:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9096, loss: 2.9096 2023-12-27 08:12:27,304 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 5:58:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9174, loss: 2.9174 2023-12-27 08:12:52,777 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 5:58:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9126, loss: 2.9126 2023-12-27 08:13:18,350 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:58:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 2.9235, loss: 2.9235 2023-12-27 08:13:44,062 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:57:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9122, loss: 2.9122 2023-12-27 08:14:09,724 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:57:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.9294, loss: 2.9294 2023-12-27 08:14:11,714 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-27 08:18:36,798 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:18:37,404 - pyskl - INFO - top1_acc 0.8800 top5_acc 0.9747 2023-12-27 08:18:37,430 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8800, top5_acc: 0.9747 2023-12-27 08:19:30,005 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:56:47, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9164, loss: 2.9164 2023-12-27 08:19:55,470 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:56:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9122, loss: 2.9122 2023-12-27 08:20:20,999 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:55:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9069, loss: 2.9069 2023-12-27 08:20:46,402 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:55:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 2.9121, loss: 2.9121 2023-12-27 08:21:11,754 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:55:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9084, loss: 2.9084 2023-12-27 08:21:37,394 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:54:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9066, loss: 2.9066 2023-12-27 08:22:02,833 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:54:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9055, loss: 2.9055 2023-12-27 08:22:28,322 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:53:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9038, loss: 2.9038 2023-12-27 08:22:53,739 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:53:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9013, loss: 2.9013 2023-12-27 08:23:18,957 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:52:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9018, loss: 2.9018 2023-12-27 08:23:44,220 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:52:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9038, loss: 2.9038 2023-12-27 08:24:09,524 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:51:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9048, loss: 2.9048 2023-12-27 08:24:34,715 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:51:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9058, loss: 2.9058 2023-12-27 08:24:59,985 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:51:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9094, loss: 2.9094 2023-12-27 08:25:25,276 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:50:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9180, loss: 2.9180 2023-12-27 08:25:50,761 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:50:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9091, loss: 2.9091 2023-12-27 08:26:16,439 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:49:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9067, loss: 2.9067 2023-12-27 08:26:41,772 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:49:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9143, loss: 2.9143 2023-12-27 08:27:07,247 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:48:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9080, loss: 2.9080 2023-12-27 08:27:32,729 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:48:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9038, loss: 2.9038 2023-12-27 08:27:58,472 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:48:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9146, loss: 2.9146 2023-12-27 08:28:24,008 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:47:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9210, loss: 2.9210 2023-12-27 08:28:49,804 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:47:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9045, loss: 2.9045 2023-12-27 08:29:15,748 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:46:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.9021, loss: 2.9021 2023-12-27 08:29:41,521 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:46:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9112, loss: 2.9112 2023-12-27 08:30:06,984 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:45:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9079, loss: 2.9079 2023-12-27 08:30:32,536 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:45:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9142, loss: 2.9142 2023-12-27 08:30:58,330 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:44:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9180, loss: 2.9180 2023-12-27 08:31:24,083 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:44:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9105, loss: 2.9105 2023-12-27 08:31:49,664 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:44:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9119, loss: 2.9119 2023-12-27 08:32:15,037 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:43:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 2.9187, loss: 2.9187 2023-12-27 08:32:40,477 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:43:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9119, loss: 2.9119 2023-12-27 08:33:06,254 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:42:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9075, loss: 2.9075 2023-12-27 08:33:31,843 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:42:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 2.9192, loss: 2.9192 2023-12-27 08:33:33,781 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-27 08:37:58,816 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:37:59,425 - pyskl - INFO - top1_acc 0.8828 top5_acc 0.9747 2023-12-27 08:37:59,451 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8828, top5_acc: 0.9747 2023-12-27 08:38:53,067 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:41:55, time: 0.536, data_time: 0.280, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9101, loss: 2.9101 2023-12-27 08:39:18,560 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:41:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.9020, loss: 2.9020 2023-12-27 08:39:44,361 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:41:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9004, loss: 2.9004 2023-12-27 08:40:09,913 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:40:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9011, loss: 2.9011 2023-12-27 08:40:35,445 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:40:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9065, loss: 2.9065 2023-12-27 08:41:01,260 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:39:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9061, loss: 2.9061 2023-12-27 08:41:26,796 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:39:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9053, loss: 2.9053 2023-12-27 08:41:52,275 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:38:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.9034, loss: 2.9034 2023-12-27 08:42:17,979 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:38:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 2.9046, loss: 2.9046 2023-12-27 08:42:43,650 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:37:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9077, loss: 2.9077 2023-12-27 08:43:09,364 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:37:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9079, loss: 2.9079 2023-12-27 08:43:35,042 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:37:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8987, loss: 2.8987 2023-12-27 08:44:00,589 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:36:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9021, loss: 2.9021 2023-12-27 08:44:26,101 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:36:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9040, loss: 2.9040 2023-12-27 08:44:51,653 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:35:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9026, loss: 2.9026 2023-12-27 08:45:17,089 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:35:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9069, loss: 2.9069 2023-12-27 08:45:42,586 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:34:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9067, loss: 2.9067 2023-12-27 08:46:07,932 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:34:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9034, loss: 2.9034 2023-12-27 08:46:33,631 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:34:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8991, loss: 2.8991 2023-12-27 08:46:59,361 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:33:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8989, loss: 2.8989 2023-12-27 08:47:24,757 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:33:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9073, loss: 2.9073 2023-12-27 08:47:50,062 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:32:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.9007, loss: 2.9007 2023-12-27 08:48:15,909 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:32:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8973, loss: 2.8973 2023-12-27 08:48:41,538 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:31:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 2.9065, loss: 2.9065 2023-12-27 08:49:07,413 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:31:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9045, loss: 2.9045 2023-12-27 08:49:33,180 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:30:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.9005, loss: 2.9005 2023-12-27 08:49:58,859 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:30:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9018, loss: 2.9018 2023-12-27 08:50:24,398 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:30:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9030, loss: 2.9030 2023-12-27 08:50:50,063 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:29:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9023, loss: 2.9023 2023-12-27 08:51:15,695 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:29:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9006, loss: 2.9006 2023-12-27 08:51:41,184 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:28:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.9023, loss: 2.9023 2023-12-27 08:52:06,688 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:28:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.9023, loss: 2.9023 2023-12-27 08:52:32,268 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:27:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9096, loss: 2.9096 2023-12-27 08:52:57,997 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:27:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9046, loss: 2.9046 2023-12-27 08:52:59,942 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-27 08:57:25,345 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:57:25,953 - pyskl - INFO - top1_acc 0.8902 top5_acc 0.9762 2023-12-27 08:57:25,958 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_125.pth was removed 2023-12-27 08:57:26,170 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2023-12-27 08:57:26,172 - pyskl - INFO - Best top1_acc is 0.8902 at 128 epoch. 2023-12-27 08:57:26,198 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8902, top5_acc: 0.9762 2023-12-27 08:58:19,565 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:27:03, time: 0.534, data_time: 0.280, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8982, loss: 2.8982 2023-12-27 08:58:44,983 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:26:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8991, loss: 2.8991 2023-12-27 08:59:10,632 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:26:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.9009, loss: 2.9009 2023-12-27 08:59:36,054 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:25:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 2.9072, loss: 2.9072 2023-12-27 09:00:01,357 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:25:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8944, loss: 2.8944 2023-12-27 09:00:27,152 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:24:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8978, loss: 2.8978 2023-12-27 09:00:52,510 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:24:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8982, loss: 2.8982 2023-12-27 09:01:18,101 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:23:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8996, loss: 2.8996 2023-12-27 09:01:43,574 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:23:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9001, loss: 2.9001 2023-12-27 09:02:09,304 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:23:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.9008, loss: 2.9008 2023-12-27 09:02:34,822 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:22:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9031, loss: 2.9031 2023-12-27 09:03:00,313 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:22:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9032, loss: 2.9032 2023-12-27 09:03:25,996 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:21:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9031, loss: 2.9031 2023-12-27 09:03:51,584 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:21:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9057, loss: 2.9057 2023-12-27 09:04:16,956 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 5:20:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9019, loss: 2.9019 2023-12-27 09:04:42,383 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 5:20:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8982, loss: 2.8982 2023-12-27 09:05:08,054 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 5:20:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9001, loss: 2.9001 2023-12-27 09:05:33,545 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 5:19:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8995, loss: 2.8995 2023-12-27 09:05:59,361 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 5:19:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8982, loss: 2.8982 2023-12-27 09:06:25,301 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 5:18:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.8978, loss: 2.8978 2023-12-27 09:06:50,850 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 5:18:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9019, loss: 2.9019 2023-12-27 09:07:16,619 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 5:17:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8970, loss: 2.8970 2023-12-27 09:07:42,349 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 5:17:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9001, loss: 2.9001 2023-12-27 09:08:08,474 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 5:16:57, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9039, loss: 2.9039 2023-12-27 09:08:34,469 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 5:16:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8992, loss: 2.8992 2023-12-27 09:09:00,445 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 5:16:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8977, loss: 2.8977 2023-12-27 09:09:26,157 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 5:15:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8988, loss: 2.8988 2023-12-27 09:09:52,048 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 5:15:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8940, loss: 2.8940 2023-12-27 09:10:18,155 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 5:14:46, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8970, loss: 2.8970 2023-12-27 09:10:44,070 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 5:14:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8969, loss: 2.8969 2023-12-27 09:11:09,790 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 5:13:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8984, loss: 2.8984 2023-12-27 09:11:35,935 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 5:13:27, time: 0.261, data_time: 0.001, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8990, loss: 2.8990 2023-12-27 09:12:02,340 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 5:13:01, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9020, loss: 2.9020 2023-12-27 09:12:29,014 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 5:12:34, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8980, loss: 2.8980 2023-12-27 09:12:31,177 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-27 09:17:01,870 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:17:02,486 - pyskl - INFO - top1_acc 0.8875 top5_acc 0.9769 2023-12-27 09:17:02,515 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8875, top5_acc: 0.9769 2023-12-27 09:17:55,490 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 5:12:11, time: 0.530, data_time: 0.277, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8933, loss: 2.8933 2023-12-27 09:18:20,707 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 5:11:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8969, loss: 2.8969 2023-12-27 09:18:46,144 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 5:11:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-27 09:19:11,350 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 5:10:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8949, loss: 2.8949 2023-12-27 09:19:36,547 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 5:10:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8972, loss: 2.8972 2023-12-27 09:20:02,349 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 5:09:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8975, loss: 2.8975 2023-12-27 09:20:28,076 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 5:09:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8965, loss: 2.8965 2023-12-27 09:20:53,461 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 5:09:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8989, loss: 2.8989 2023-12-27 09:21:19,051 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 5:08:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-27 09:21:44,529 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 5:08:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-27 09:22:10,002 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 5:07:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8942, loss: 2.8942 2023-12-27 09:22:35,301 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 5:07:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8988, loss: 2.8988 2023-12-27 09:23:00,741 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 5:06:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8936, loss: 2.8936 2023-12-27 09:23:26,205 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 5:06:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9055, loss: 2.9055 2023-12-27 09:23:51,541 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 5:06:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9003, loss: 2.9003 2023-12-27 09:24:17,146 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 5:05:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8939, loss: 2.8939 2023-12-27 09:24:42,565 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 5:05:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.9008, loss: 2.9008 2023-12-27 09:25:07,974 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 5:04:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8969, loss: 2.8969 2023-12-27 09:25:33,881 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 5:04:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8979, loss: 2.8979 2023-12-27 09:25:59,641 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 5:03:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8973, loss: 2.8973 2023-12-27 09:26:25,143 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 5:03:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 2.8993, loss: 2.8993 2023-12-27 09:26:50,878 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 5:02:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 2.9042, loss: 2.9042 2023-12-27 09:27:16,629 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 5:02:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9023, loss: 2.9023 2023-12-27 09:27:42,355 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 5:02:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8978, loss: 2.8978 2023-12-27 09:28:08,041 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 5:01:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8957, loss: 2.8957 2023-12-27 09:28:33,882 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 5:01:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8971, loss: 2.8971 2023-12-27 09:28:59,683 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 5:00:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8947, loss: 2.8947 2023-12-27 09:29:25,153 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 5:00:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8972, loss: 2.8972 2023-12-27 09:29:50,996 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 4:59:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9007, loss: 2.9007 2023-12-27 09:30:16,482 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 4:59:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 2.9006, loss: 2.9006 2023-12-27 09:30:42,108 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 4:59:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8984, loss: 2.8984 2023-12-27 09:31:07,829 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:58:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8996, loss: 2.8996 2023-12-27 09:31:33,283 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:58:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9035, loss: 2.9035 2023-12-27 09:31:58,826 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:57:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.9005, loss: 2.9005 2023-12-27 09:32:00,797 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-27 09:36:25,924 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:36:26,537 - pyskl - INFO - top1_acc 0.8896 top5_acc 0.9770 2023-12-27 09:36:26,564 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8896, top5_acc: 0.9770 2023-12-27 09:37:19,798 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:57:18, time: 0.532, data_time: 0.276, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8936, loss: 2.8936 2023-12-27 09:37:45,325 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:56:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8951, loss: 2.8951 2023-12-27 09:38:10,960 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:56:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8996, loss: 2.8996 2023-12-27 09:38:36,441 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:55:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8978, loss: 2.8978 2023-12-27 09:39:01,891 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:55:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8961, loss: 2.8961 2023-12-27 09:39:27,933 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:55:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8955, loss: 2.8955 2023-12-27 09:39:53,365 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:54:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-27 09:40:18,478 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:54:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8916, loss: 2.8916 2023-12-27 09:40:43,640 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:53:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8959, loss: 2.8959 2023-12-27 09:41:08,818 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:53:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8980, loss: 2.8980 2023-12-27 09:41:33,995 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:52:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-27 09:41:59,129 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:52:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8916, loss: 2.8916 2023-12-27 09:42:24,295 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:52:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8937, loss: 2.8937 2023-12-27 09:42:49,427 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:51:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8942, loss: 2.8942 2023-12-27 09:43:14,588 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:51:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8949, loss: 2.8949 2023-12-27 09:43:39,828 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:50:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8956, loss: 2.8956 2023-12-27 09:44:05,406 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:50:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8937, loss: 2.8937 2023-12-27 09:44:31,041 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:49:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8989, loss: 2.8989 2023-12-27 09:44:56,717 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:49:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8934, loss: 2.8934 2023-12-27 09:45:22,238 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:48:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-27 09:45:48,041 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:48:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-27 09:46:13,655 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:48:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8980, loss: 2.8980 2023-12-27 09:46:39,435 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:47:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8936, loss: 2.8936 2023-12-27 09:47:05,398 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:47:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8930, loss: 2.8930 2023-12-27 09:47:31,247 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:46:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8930, loss: 2.8930 2023-12-27 09:47:56,827 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:46:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8937, loss: 2.8937 2023-12-27 09:48:23,598 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:45:53, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8976, loss: 2.8976 2023-12-27 09:48:49,901 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:45:27, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8935, loss: 2.8935 2023-12-27 09:49:15,657 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:45:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8944, loss: 2.8944 2023-12-27 09:49:41,464 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:44:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8948, loss: 2.8948 2023-12-27 09:50:07,198 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:44:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8984, loss: 2.8984 2023-12-27 09:50:33,008 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:43:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8942, loss: 2.8942 2023-12-27 09:50:58,704 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:43:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-27 09:51:24,453 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:42:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8980, loss: 2.8980 2023-12-27 09:51:26,422 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-27 09:55:51,214 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:55:51,826 - pyskl - INFO - top1_acc 0.8904 top5_acc 0.9768 2023-12-27 09:55:51,831 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_128.pth was removed 2023-12-27 09:55:52,044 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2023-12-27 09:55:52,045 - pyskl - INFO - Best top1_acc is 0.8904 at 131 epoch. 2023-12-27 09:55:52,071 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8904, top5_acc: 0.9768 2023-12-27 09:56:45,272 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:42:26, time: 0.532, data_time: 0.276, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8961, loss: 2.8961 2023-12-27 09:57:10,572 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:41:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8930, loss: 2.8930 2023-12-27 09:57:36,115 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:41:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8962, loss: 2.8962 2023-12-27 09:58:01,336 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:41:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 2.9042, loss: 2.9042 2023-12-27 09:58:26,655 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:40:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8992, loss: 2.8992 2023-12-27 09:58:52,276 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:40:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.9005, loss: 2.9005 2023-12-27 09:59:17,658 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:39:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8992, loss: 2.8992 2023-12-27 09:59:43,333 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:39:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8955, loss: 2.8955 2023-12-27 10:00:14,040 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:38:56, time: 0.307, data_time: 0.001, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8946, loss: 2.8946 2023-12-27 10:00:39,481 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:38:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8949, loss: 2.8949 2023-12-27 10:01:04,749 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:38:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8963, loss: 2.8963 2023-12-27 10:01:29,984 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:37:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8930, loss: 2.8930 2023-12-27 10:01:55,102 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:37:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8953, loss: 2.8953 2023-12-27 10:02:20,304 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:36:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8971, loss: 2.8971 2023-12-27 10:02:45,436 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:36:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8934, loss: 2.8934 2023-12-27 10:03:10,922 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:35:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8928, loss: 2.8928 2023-12-27 10:03:36,679 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:35:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8936, loss: 2.8936 2023-12-27 10:04:02,387 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:34:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8971, loss: 2.8971 2023-12-27 10:04:27,959 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:34:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8911, loss: 2.8911 2023-12-27 10:04:53,491 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:34:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8995, loss: 2.8995 2023-12-27 10:05:22,239 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:33:40, time: 0.287, data_time: 0.001, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 2.8997, loss: 2.8997 2023-12-27 10:05:48,999 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:33:14, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-27 10:06:14,397 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:32:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8948, loss: 2.8948 2023-12-27 10:06:40,077 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:32:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-27 10:07:05,869 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:31:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8941, loss: 2.8941 2023-12-27 10:07:31,651 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:31:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8956, loss: 2.8956 2023-12-27 10:07:57,512 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:31:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8937, loss: 2.8937 2023-12-27 10:08:23,312 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:30:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8972, loss: 2.8972 2023-12-27 10:08:49,120 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:30:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8954, loss: 2.8954 2023-12-27 10:09:14,842 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:29:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8934, loss: 2.8934 2023-12-27 10:09:40,715 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:29:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 10:10:06,513 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:28:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8924, loss: 2.8924 2023-12-27 10:10:32,274 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:28:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8927, loss: 2.8927 2023-12-27 10:10:57,907 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:27:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8918, loss: 2.8918 2023-12-27 10:10:59,892 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-27 10:15:24,636 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:15:25,244 - pyskl - INFO - top1_acc 0.8919 top5_acc 0.9775 2023-12-27 10:15:25,248 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_131.pth was removed 2023-12-27 10:15:25,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-27 10:15:25,460 - pyskl - INFO - Best top1_acc is 0.8919 at 132 epoch. 2023-12-27 10:15:25,486 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8919, top5_acc: 0.9775 2023-12-27 10:16:18,373 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:27:34, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8917, loss: 2.8917 2023-12-27 10:16:43,795 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:27:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8921, loss: 2.8921 2023-12-27 10:17:09,358 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:26:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-27 10:17:34,949 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:26:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8947, loss: 2.8947 2023-12-27 10:18:00,555 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:25:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8982, loss: 2.8982 2023-12-27 10:18:26,038 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:25:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8939, loss: 2.8939 2023-12-27 10:18:51,767 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:24:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8939, loss: 2.8939 2023-12-27 10:19:17,107 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:24:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-27 10:19:42,347 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:24:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-27 10:20:07,634 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:23:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-27 10:20:33,285 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:23:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8940, loss: 2.8940 2023-12-27 10:20:58,778 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:22:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8928, loss: 2.8928 2023-12-27 10:21:24,138 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:22:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-27 10:21:49,693 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:21:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-27 10:22:15,104 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:21:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8916, loss: 2.8916 2023-12-27 10:22:40,634 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:20:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-27 10:23:06,227 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:20:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8933, loss: 2.8933 2023-12-27 10:23:31,965 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:20:06, time: 0.257, data_time: 0.001, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-27 10:23:57,618 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:19:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8918, loss: 2.8918 2023-12-27 10:24:23,447 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:19:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-27 10:24:49,151 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:18:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 10:25:14,710 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:18:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-27 10:25:40,530 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:17:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-27 10:26:06,355 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:17:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8940, loss: 2.8940 2023-12-27 10:26:32,113 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:17:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8930, loss: 2.8930 2023-12-27 10:26:57,605 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 4:16:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8921, loss: 2.8921 2023-12-27 10:27:23,175 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 4:16:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8942, loss: 2.8942 2023-12-27 10:27:49,031 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 4:15:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8915, loss: 2.8915 2023-12-27 10:28:14,650 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 4:15:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8921, loss: 2.8921 2023-12-27 10:28:40,051 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 4:14:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8928, loss: 2.8928 2023-12-27 10:29:05,751 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 4:14:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8945, loss: 2.8945 2023-12-27 10:29:31,547 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 4:13:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8957, loss: 2.8957 2023-12-27 10:29:57,145 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 4:13:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 10:30:22,721 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 4:13:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8924, loss: 2.8924 2023-12-27 10:30:24,637 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-27 10:34:49,594 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:34:50,203 - pyskl - INFO - top1_acc 0.8925 top5_acc 0.9773 2023-12-27 10:34:50,208 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_132.pth was removed 2023-12-27 10:34:50,422 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-27 10:34:50,424 - pyskl - INFO - Best top1_acc is 0.8925 at 133 epoch. 2023-12-27 10:34:50,450 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8925, top5_acc: 0.9773 2023-12-27 10:35:43,320 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 4:12:41, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 10:36:08,874 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 4:12:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8918, loss: 2.8918 2023-12-27 10:36:34,448 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 4:11:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8918, loss: 2.8918 2023-12-27 10:36:59,844 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 4:11:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-27 10:37:25,454 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 4:10:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 10:37:50,962 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 4:10:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-27 10:38:16,597 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 4:10:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-27 10:38:42,243 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 4:09:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-27 10:39:07,719 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 4:09:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8907, loss: 2.8907 2023-12-27 10:39:33,118 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 4:08:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 10:39:58,578 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 4:08:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 2.8939, loss: 2.8939 2023-12-27 10:40:23,931 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 4:07:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8906, loss: 2.8906 2023-12-27 10:40:49,111 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 4:07:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-27 10:41:14,313 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 4:06:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-27 10:41:39,601 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 4:06:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8931, loss: 2.8931 2023-12-27 10:42:05,166 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 4:06:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-27 10:42:30,925 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 4:05:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 10:42:56,669 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 4:05:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-27 10:43:22,220 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 4:04:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8917, loss: 2.8917 2023-12-27 10:43:48,043 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 4:04:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 10:44:13,746 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 4:03:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8940, loss: 2.8940 2023-12-27 10:44:39,318 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 4:03:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8917, loss: 2.8917 2023-12-27 10:45:04,897 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 4:03:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-27 10:45:30,637 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 4:02:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 10:45:56,466 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 4:02:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8918, loss: 2.8918 2023-12-27 10:46:22,339 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 4:01:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 10:46:48,176 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 4:01:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8927, loss: 2.8927 2023-12-27 10:47:13,969 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 4:00:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8924, loss: 2.8924 2023-12-27 10:47:39,747 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 4:00:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-27 10:48:05,319 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 3:59:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8907, loss: 2.8907 2023-12-27 10:48:31,062 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 3:59:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 10:48:56,912 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 3:59:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-27 10:49:22,667 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:58:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 10:49:48,450 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:58:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8908, loss: 2.8908 2023-12-27 10:49:50,404 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-27 10:54:16,490 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:54:17,188 - pyskl - INFO - top1_acc 0.8926 top5_acc 0.9775 2023-12-27 10:54:17,194 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_133.pth was removed 2023-12-27 10:54:17,419 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2023-12-27 10:54:17,421 - pyskl - INFO - Best top1_acc is 0.8926 at 134 epoch. 2023-12-27 10:54:17,448 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8926, top5_acc: 0.9775 2023-12-27 10:55:13,082 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:57:49, time: 0.556, data_time: 0.294, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8929, loss: 2.8929 2023-12-27 10:55:39,662 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:57:22, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 10:56:06,467 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:56:56, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8899, loss: 2.8899 2023-12-27 10:56:33,027 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:56:30, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 10:56:59,134 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:56:04, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-27 10:57:25,023 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:55:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 10:57:50,481 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:55:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 10:58:15,855 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:54:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-27 10:58:41,253 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:54:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 10:59:06,858 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:53:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 10:59:32,530 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:53:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 10:59:58,055 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:53:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 11:00:23,765 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:52:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8924, loss: 2.8924 2023-12-27 11:00:49,365 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:52:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 11:01:14,962 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:51:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 11:01:40,627 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:51:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 11:02:06,237 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:50:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-27 11:02:31,671 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:50:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 11:02:57,400 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:49:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8913, loss: 2.8913 2023-12-27 11:03:23,108 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:49:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 11:03:48,430 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:49:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8915, loss: 2.8915 2023-12-27 11:04:13,919 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:48:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8905, loss: 2.8905 2023-12-27 11:04:39,412 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:48:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8912, loss: 2.8912 2023-12-27 11:05:04,965 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:47:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 11:05:30,495 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:47:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8899, loss: 2.8899 2023-12-27 11:05:56,205 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:46:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 11:06:21,916 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:46:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8938, loss: 2.8938 2023-12-27 11:06:47,831 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:45:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8910, loss: 2.8910 2023-12-27 11:07:13,446 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:45:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 11:07:39,080 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:45:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8915, loss: 2.8915 2023-12-27 11:08:04,763 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:44:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 11:08:30,571 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:44:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-27 11:08:56,159 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:43:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 11:09:21,738 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:43:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 11:09:23,661 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-27 11:13:49,170 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:13:49,785 - pyskl - INFO - top1_acc 0.8950 top5_acc 0.9781 2023-12-27 11:13:49,790 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_134.pth was removed 2023-12-27 11:13:50,007 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-27 11:13:50,009 - pyskl - INFO - Best top1_acc is 0.8950 at 135 epoch. 2023-12-27 11:13:50,034 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8950, top5_acc: 0.9781 2023-12-27 11:14:43,385 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:42:56, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-27 11:15:09,002 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:42:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 11:15:34,803 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:42:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-27 11:16:00,460 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:41:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-27 11:16:26,135 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:41:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 11:16:51,758 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:40:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 11:17:17,350 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:40:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 11:17:42,912 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:39:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8896, loss: 2.8896 2023-12-27 11:18:08,570 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:39:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 11:18:34,301 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:38:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 11:18:59,841 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:38:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 11:19:25,440 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:38:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 11:19:50,997 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:37:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-27 11:20:16,545 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:37:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 11:20:42,160 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:36:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8907, loss: 2.8907 2023-12-27 11:21:07,814 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:36:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 11:21:33,403 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:35:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-27 11:21:58,550 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:35:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8914, loss: 2.8914 2023-12-27 11:22:23,740 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:35:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8917, loss: 2.8917 2023-12-27 11:22:48,888 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:34:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-27 11:23:14,042 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:34:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 11:23:39,185 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:33:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 11:24:04,332 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:33:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 11:24:29,792 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:32:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8909, loss: 2.8909 2023-12-27 11:24:55,450 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:32:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 11:25:21,162 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:31:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 11:25:46,869 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:31:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-27 11:26:12,648 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:31:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 11:26:38,039 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:30:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 11:27:03,425 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:30:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 11:27:29,287 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:29:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8911, loss: 2.8911 2023-12-27 11:27:54,899 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:29:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-27 11:28:20,742 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:28:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 11:28:46,228 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:28:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 11:28:48,150 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-27 11:33:13,532 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:33:14,143 - pyskl - INFO - top1_acc 0.8954 top5_acc 0.9780 2023-12-27 11:33:14,148 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_135.pth was removed 2023-12-27 11:33:14,365 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-27 11:33:14,367 - pyskl - INFO - Best top1_acc is 0.8954 at 136 epoch. 2023-12-27 11:33:14,393 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8954, top5_acc: 0.9780 2023-12-27 11:34:08,372 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:28:03, time: 0.540, data_time: 0.283, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 11:34:33,675 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:27:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 11:34:59,094 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:27:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8907, loss: 2.8907 2023-12-27 11:35:24,345 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:26:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 11:35:49,535 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:26:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 11:36:15,122 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:25:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8911, loss: 2.8911 2023-12-27 11:36:40,471 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:25:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 11:37:05,910 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:24:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 11:37:31,153 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:24:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 11:37:56,389 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:24:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 11:38:21,853 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:23:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 11:38:47,376 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:23:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-27 11:39:12,689 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:22:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 11:39:38,045 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:22:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 11:40:03,168 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:21:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-27 11:40:28,619 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:21:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-27 11:40:54,159 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:21:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 11:41:19,697 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:20:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 11:41:44,956 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:20:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 11:42:10,560 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:19:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 11:42:36,205 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:19:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8910, loss: 2.8910 2023-12-27 11:43:01,614 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:18:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-27 11:43:26,888 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:18:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8907, loss: 2.8907 2023-12-27 11:43:52,425 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:17:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 11:44:18,226 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:17:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 11:44:44,064 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:17:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8920, loss: 2.8920 2023-12-27 11:45:10,043 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:16:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 11:45:35,744 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:16:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 11:46:01,336 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:15:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 11:46:27,262 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:15:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 11:46:52,746 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:14:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 11:47:18,455 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:14:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-27 11:47:44,095 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:14:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 11:48:09,616 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:13:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 11:48:11,583 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-27 11:52:37,294 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:52:37,905 - pyskl - INFO - top1_acc 0.8954 top5_acc 0.9779 2023-12-27 11:52:37,931 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8954, top5_acc: 0.9779 2023-12-27 11:53:31,014 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:13:09, time: 0.531, data_time: 0.280, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 11:53:56,247 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:12:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 11:54:21,781 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 3:12:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 11:54:47,502 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 3:11:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 11:55:13,139 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 3:11:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 11:55:38,728 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 3:10:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8923, loss: 2.8923 2023-12-27 11:56:04,211 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 3:10:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 11:56:29,515 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 3:10:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 11:56:54,998 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 3:09:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 11:57:20,340 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 3:09:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 11:57:45,728 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 3:08:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 11:58:11,172 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 3:08:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 11:58:36,465 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 3:07:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 11:59:01,904 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 3:07:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 11:59:27,337 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 3:07:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 11:59:52,923 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 3:06:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 12:00:18,699 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 3:06:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 12:00:44,227 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 3:05:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 12:01:09,623 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 3:05:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8899, loss: 2.8899 2023-12-27 12:01:34,959 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 3:04:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 12:02:00,383 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 3:04:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 12:02:25,842 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 3:03:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 12:02:51,302 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 3:03:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-27 12:03:17,123 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 3:03:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 12:03:42,943 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 3:02:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 12:04:08,530 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 3:02:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 12:04:34,274 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 3:01:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 12:04:59,520 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 3:01:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 12:05:24,759 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 3:00:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 12:05:50,040 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 3:00:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8919, loss: 2.8919 2023-12-27 12:06:15,751 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 3:00:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 12:06:41,413 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 2:59:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8914, loss: 2.8914 2023-12-27 12:07:07,394 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:59:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 12:07:33,158 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:58:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 12:07:35,177 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-27 12:12:03,461 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:12:04,145 - pyskl - INFO - top1_acc 0.8951 top5_acc 0.9780 2023-12-27 12:12:04,183 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8951, top5_acc: 0.9780 2023-12-27 12:13:02,489 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:58:16, time: 0.583, data_time: 0.326, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-27 12:13:28,299 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:57:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 12:13:54,304 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:57:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-27 12:14:20,489 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:56:58, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 12:14:46,327 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:56:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 12:15:12,190 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:56:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 12:15:38,191 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:55:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 12:16:03,746 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:55:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 12:16:29,479 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:54:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 12:16:54,935 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:54:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 12:17:20,287 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:53:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 12:17:45,512 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:53:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 12:18:10,715 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:53:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 12:18:35,902 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:52:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 12:19:01,075 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:52:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 12:19:26,271 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:51:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8902, loss: 2.8902 2023-12-27 12:19:51,940 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:51:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 12:20:17,586 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:50:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 12:20:42,864 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:50:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8896, loss: 2.8896 2023-12-27 12:21:08,351 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:49:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 12:21:33,951 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:49:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 12:21:59,456 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:49:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 12:22:25,157 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:48:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 12:22:50,927 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:48:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 12:23:16,582 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:47:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 12:23:41,948 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:47:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-27 12:24:07,887 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:46:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 12:24:33,745 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:46:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 12:24:59,592 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:46:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 12:25:25,230 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:45:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8910, loss: 2.8910 2023-12-27 12:25:50,903 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:45:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 12:26:16,136 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:44:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 12:26:41,381 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:44:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 12:27:06,636 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:43:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8897, loss: 2.8897 2023-12-27 12:27:08,701 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-27 12:31:34,607 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:31:35,239 - pyskl - INFO - top1_acc 0.8949 top5_acc 0.9783 2023-12-27 12:31:35,274 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8949, top5_acc: 0.9783 2023-12-27 12:32:31,301 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:43:23, time: 0.560, data_time: 0.303, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 12:32:56,922 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:42:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 12:33:22,811 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:42:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8906, loss: 2.8906 2023-12-27 12:33:48,358 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:42:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 12:34:13,694 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:41:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-27 12:34:39,349 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:41:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 12:35:05,004 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:40:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 12:35:30,591 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:40:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 12:35:56,036 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:39:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 12:36:21,464 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:39:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 12:36:46,920 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:39:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 12:37:12,431 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:38:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 12:37:37,719 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:38:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 12:38:03,265 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:37:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 12:38:28,612 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:37:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 12:38:54,251 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:36:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 12:39:19,847 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:36:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 12:39:45,435 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:35:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 12:40:10,745 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:35:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 12:40:36,194 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:35:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 12:41:01,606 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:34:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 12:41:27,100 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:34:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 12:41:52,658 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:33:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 12:42:18,291 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:33:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-27 12:42:43,751 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:32:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 12:43:09,346 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:32:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 12:43:34,966 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:32:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 12:44:00,730 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:31:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 12:44:26,436 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:31:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 12:44:51,963 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:30:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 12:45:17,354 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:30:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 12:45:42,567 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:29:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 12:46:08,071 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:29:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 12:46:33,333 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:28:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 12:46:35,358 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-27 12:51:01,207 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:51:01,856 - pyskl - INFO - top1_acc 0.8965 top5_acc 0.9775 2023-12-27 12:51:01,861 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_136.pth was removed 2023-12-27 12:51:02,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2023-12-27 12:51:02,086 - pyskl - INFO - Best top1_acc is 0.8965 at 140 epoch. 2023-12-27 12:51:02,121 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8965, top5_acc: 0.9775 2023-12-27 12:51:56,651 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:28:30, time: 0.545, data_time: 0.289, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 12:52:22,524 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:28:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-27 12:52:48,373 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:27:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 12:53:14,164 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:27:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 12:53:39,832 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:26:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 12:54:05,499 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:26:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8916, loss: 2.8916 2023-12-27 12:54:31,232 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:25:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 12:54:56,537 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:25:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 12:55:21,710 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:25:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 12:55:46,900 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:24:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 12:56:12,213 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:24:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-27 12:56:37,784 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:23:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 12:57:03,832 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:23:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 12:57:29,431 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:22:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 12:57:54,967 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:22:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 12:58:20,460 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:21:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 12:58:45,841 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:21:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 12:59:11,531 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:21:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 12:59:36,838 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:20:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 13:00:02,480 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:20:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 13:00:27,711 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:19:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 13:00:53,083 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:19:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-27 13:01:18,552 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:18:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 13:01:44,151 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:18:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 13:02:09,926 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:17:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 13:02:35,492 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:17:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 13:03:00,937 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:17:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 13:03:26,175 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:16:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 13:03:51,406 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:16:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 13:04:17,261 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:15:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 13:04:43,076 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:15:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 13:05:08,826 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:14:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 13:05:34,452 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:14:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 13:06:00,028 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:14:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 13:06:02,167 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-27 13:10:28,187 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 13:10:28,815 - pyskl - INFO - top1_acc 0.8961 top5_acc 0.9778 2023-12-27 13:10:28,846 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8961, top5_acc: 0.9778 2023-12-27 13:11:23,482 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:13:37, time: 0.546, data_time: 0.289, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 13:11:49,056 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:13:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 13:12:15,093 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:12:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 13:12:40,770 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:12:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 13:13:06,436 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:11:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 13:13:32,205 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:11:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 13:13:57,928 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:10:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 13:14:23,579 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:10:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 13:14:48,936 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:10:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 13:15:14,252 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:09:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-27 13:15:39,938 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:09:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 13:16:05,451 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:08:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 13:16:30,985 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 2:08:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 13:16:56,595 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 2:07:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 13:17:22,212 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 2:07:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 13:17:47,755 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 2:07:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 13:18:13,400 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 2:06:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 13:18:39,104 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 2:06:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-27 13:19:04,882 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 2:05:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 13:19:30,308 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 2:05:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 13:19:55,898 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 2:04:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 13:20:21,542 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 2:04:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-27 13:20:47,174 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 2:03:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 13:21:12,606 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 2:03:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8900, loss: 2.8900 2023-12-27 13:21:38,632 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 2:03:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 13:22:04,357 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 2:02:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 13:22:30,082 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 2:02:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8896, loss: 2.8896 2023-12-27 13:22:55,478 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 2:01:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 13:23:20,760 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 2:01:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 13:23:46,746 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 2:00:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 13:24:12,478 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 2:00:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 13:24:37,991 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 2:00:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 13:25:03,551 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 1:59:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 13:25:28,947 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:59:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 13:25:30,954 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-27 13:29:57,564 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 13:29:58,187 - pyskl - INFO - top1_acc 0.8962 top5_acc 0.9776 2023-12-27 13:29:58,218 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8962, top5_acc: 0.9776 2023-12-27 13:30:52,669 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:58:43, time: 0.544, data_time: 0.290, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 13:31:17,944 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:58:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 13:31:43,494 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:57:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 13:32:09,371 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:57:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 13:32:35,032 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:56:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 13:33:00,587 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:56:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 13:33:26,259 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:56:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 13:33:51,793 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:55:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 13:34:17,594 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:55:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 13:34:43,006 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:54:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 13:35:08,841 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:54:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 13:35:34,324 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:53:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 13:35:59,782 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:53:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 13:36:25,633 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:53:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 13:36:51,195 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:52:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 13:37:16,893 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:52:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 13:37:42,652 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:51:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 13:38:08,405 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:51:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 13:38:34,093 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:50:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 13:38:59,296 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:50:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 13:39:24,497 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:49:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 13:39:49,688 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:49:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 13:40:14,845 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:49:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8898, loss: 2.8898 2023-12-27 13:40:40,237 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:48:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 13:41:06,161 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:48:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-27 13:41:32,012 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:47:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 13:41:57,670 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:47:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 13:42:23,191 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:46:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 13:42:49,113 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:46:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 13:43:15,063 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:46:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 13:43:40,635 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:45:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 13:44:06,205 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:45:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 13:44:31,914 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:44:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 13:44:57,777 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:44:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-27 13:44:59,713 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-27 13:49:26,620 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 13:49:27,249 - pyskl - INFO - top1_acc 0.8952 top5_acc 0.9778 2023-12-27 13:49:27,281 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8952, top5_acc: 0.9778 2023-12-27 13:50:22,679 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:43:50, time: 0.554, data_time: 0.297, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 13:50:48,533 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:43:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 13:51:14,435 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:42:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 13:51:40,098 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:42:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 13:52:05,939 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:42:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 13:52:31,463 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:41:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 13:52:56,857 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:41:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 13:53:22,268 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:40:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 13:53:47,758 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:40:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-27 13:54:13,235 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:39:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 13:54:38,865 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:39:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 13:55:04,474 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:39:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 13:55:30,135 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:38:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 13:55:55,479 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:38:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 13:56:20,909 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:37:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 13:56:46,869 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:37:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-27 13:57:12,432 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:36:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 13:57:38,028 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:36:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 13:58:03,350 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:35:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 13:58:28,814 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:35:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 13:58:54,299 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:35:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 13:59:19,600 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:34:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 13:59:45,131 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:34:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 14:00:10,791 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:33:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 14:00:36,359 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:33:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-27 14:01:01,951 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:32:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 14:01:27,302 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:32:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 14:01:52,754 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:32:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 14:02:18,507 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:31:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 14:02:44,183 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:31:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 14:03:09,769 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:30:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 14:03:35,491 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:30:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 14:04:01,321 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:29:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 14:04:26,851 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:29:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 14:04:28,824 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-27 14:08:55,743 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 14:08:56,368 - pyskl - INFO - top1_acc 0.8969 top5_acc 0.9782 2023-12-27 14:08:56,373 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_140.pth was removed 2023-12-27 14:08:56,596 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-27 14:08:56,598 - pyskl - INFO - Best top1_acc is 0.8969 at 144 epoch. 2023-12-27 14:08:56,631 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8969, top5_acc: 0.9782 2023-12-27 14:09:51,149 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:28:56, time: 0.545, data_time: 0.289, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 14:10:16,801 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:28:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 14:10:42,648 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:28:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 14:11:08,376 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:27:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 14:11:34,294 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:27:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 14:11:59,794 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:26:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 14:12:25,300 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:26:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 14:12:50,806 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:25:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 14:13:16,075 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:25:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 14:13:41,600 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:25:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 14:14:07,045 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:24:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 14:14:32,395 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:24:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:14:58,074 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:23:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 14:15:23,590 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:23:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 14:15:49,251 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:22:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 14:16:14,581 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:22:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 14:16:40,108 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:21:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8904, loss: 2.8904 2023-12-27 14:17:05,823 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:21:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 14:17:31,259 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:21:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 14:17:56,596 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:20:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 14:18:21,995 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:20:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 14:18:47,725 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:19:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 14:19:13,231 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:19:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 14:19:38,918 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:18:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 14:20:04,458 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:18:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 14:20:30,111 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:17:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 14:20:55,722 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:17:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 14:21:21,403 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:17:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:21:47,162 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:16:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 14:22:12,973 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:16:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 14:22:38,500 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:15:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:23:04,000 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:15:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 14:23:29,852 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:14:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 14:23:56,173 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:14:29, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 14:23:58,225 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-27 14:28:29,475 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 14:28:30,137 - pyskl - INFO - top1_acc 0.8964 top5_acc 0.9783 2023-12-27 14:28:30,171 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8964, top5_acc: 0.9783 2023-12-27 14:29:25,157 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:14:03, time: 0.550, data_time: 0.293, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-27 14:29:50,924 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:13:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:30:16,512 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:13:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 14:30:42,395 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:12:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 14:31:07,974 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:12:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-27 14:31:33,782 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:11:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8889, loss: 2.8889 2023-12-27 14:31:59,297 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:11:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 14:32:24,884 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:10:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 14:32:50,526 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:10:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8895, loss: 2.8895 2023-12-27 14:33:16,014 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:10:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-27 14:33:41,398 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:09:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 14:34:06,934 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:09:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:34:32,560 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:08:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 14:34:57,809 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:08:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 14:35:23,022 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:07:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8911, loss: 2.8911 2023-12-27 14:35:48,262 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:07:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 14:36:14,057 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:07:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 14:36:39,819 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:06:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 14:37:05,806 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:06:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 14:37:31,863 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:05:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 14:37:57,821 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:05:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 14:38:24,112 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:04:51, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 14:38:50,465 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:04:25, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8901, loss: 2.8901 2023-12-27 14:39:16,513 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:03:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 14:39:42,318 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:03:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 14:40:08,827 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:03:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8894, loss: 2.8894 2023-12-27 14:40:34,567 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:02:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 14:41:00,801 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:02:13, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 14:41:26,761 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:01:47, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-27 14:41:52,845 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:01:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 14:42:18,951 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:00:55, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:42:44,853 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:00:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8903, loss: 2.8903 2023-12-27 14:43:10,341 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:00:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 14:43:36,028 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:59:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 14:43:38,043 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-27 14:48:09,108 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 14:48:09,781 - pyskl - INFO - top1_acc 0.8955 top5_acc 0.9780 2023-12-27 14:48:09,814 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8955, top5_acc: 0.9780 2023-12-27 14:49:05,628 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:59:09, time: 0.558, data_time: 0.299, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 14:49:31,492 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:58:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 14:49:57,481 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:58:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 14:50:23,511 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:57:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 14:50:49,364 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:57:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 14:51:14,975 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:56:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 14:51:40,633 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:56:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 14:52:06,289 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:56:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8891, loss: 2.8891 2023-12-27 14:52:31,639 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:55:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-27 14:52:57,183 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:55:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 14:53:22,674 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:54:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-27 14:53:48,316 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:54:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 14:54:13,917 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:53:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 14:54:39,560 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:53:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-27 14:55:05,308 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:53:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-27 14:55:31,310 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:52:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 14:55:57,179 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:52:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:56:22,675 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:51:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-27 14:56:48,352 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:51:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 14:57:13,822 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:50:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 14:57:39,438 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:50:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 14:58:05,312 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:49:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 14:58:30,813 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:49:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 14:58:56,539 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:49:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-27 14:59:22,260 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:48:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-27 14:59:47,640 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:48:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-27 15:00:13,134 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:47:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:00:38,562 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:47:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 15:01:04,350 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:46:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 15:01:30,027 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:46:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-27 15:01:55,530 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:46:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-27 15:02:21,205 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:45:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 15:02:46,763 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:45:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 15:03:12,542 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:44:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 15:03:14,464 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-27 15:07:41,334 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 15:07:41,967 - pyskl - INFO - top1_acc 0.8972 top5_acc 0.9783 2023-12-27 15:07:41,972 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_144.pth was removed 2023-12-27 15:07:42,222 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. 2023-12-27 15:07:42,224 - pyskl - INFO - Best top1_acc is 0.8972 at 147 epoch. 2023-12-27 15:07:42,255 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8972, top5_acc: 0.9783 2023-12-27 15:08:37,272 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:44:15, time: 0.550, data_time: 0.291, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 15:09:02,648 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:43:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:09:28,626 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:43:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:09:54,191 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:42:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 15:10:20,053 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:42:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 15:10:45,626 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:42:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 15:11:11,187 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:41:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:11:36,631 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:41:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 15:12:02,199 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:40:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:12:27,684 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:40:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8860, loss: 2.8860 2023-12-27 15:12:53,129 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:39:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:13:18,460 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:39:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:13:43,706 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:39:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:14:08,943 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:38:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 15:14:34,186 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:38:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:14:59,432 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:37:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 15:15:25,151 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:37:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-27 15:15:50,828 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:36:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8887, loss: 2.8887 2023-12-27 15:16:16,304 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:36:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8858, loss: 2.8858 2023-12-27 15:16:41,838 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:35:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 15:17:07,027 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:35:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 15:17:32,650 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:35:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:17:58,254 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:34:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 15:18:23,911 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:34:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 15:18:49,797 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:33:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:19:15,429 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:33:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:19:40,880 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:32:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 15:20:06,620 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:32:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 15:20:32,518 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:32:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 15:20:58,179 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:31:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 15:21:23,853 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:31:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:21:49,436 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:30:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 15:22:15,342 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:30:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 15:22:41,011 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:29:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8890, loss: 2.8890 2023-12-27 15:22:42,977 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-27 15:27:09,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 15:27:10,115 - pyskl - INFO - top1_acc 0.8968 top5_acc 0.9785 2023-12-27 15:27:10,148 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8968, top5_acc: 0.9785 2023-12-27 15:28:05,599 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:29:21, time: 0.554, data_time: 0.297, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 15:28:31,109 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:28:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 15:28:56,874 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:28:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:29:22,451 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:28:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:29:48,228 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:27:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8885, loss: 2.8885 2023-12-27 15:30:13,795 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:27:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 15:30:39,534 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:26:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 15:31:05,050 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:26:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 15:31:30,606 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:25:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 15:31:56,181 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:25:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 15:32:21,773 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:24:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8862, loss: 2.8862 2023-12-27 15:32:47,366 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:24:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:33:12,985 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:24:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8881, loss: 2.8881 2023-12-27 15:33:38,496 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:23:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-27 15:34:03,801 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:23:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 15:34:29,171 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:22:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8886, loss: 2.8886 2023-12-27 15:34:54,646 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:22:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 15:35:20,316 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:21:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 15:35:46,044 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:21:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8864, loss: 2.8864 2023-12-27 15:36:11,629 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:21:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 15:36:37,215 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:20:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 15:37:02,778 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:20:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 15:37:28,230 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:19:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8884, loss: 2.8884 2023-12-27 15:37:53,782 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:19:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 15:38:19,634 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:18:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:38:45,203 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:18:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8865, loss: 2.8865 2023-12-27 15:39:11,027 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:17:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 15:39:36,986 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:17:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 15:40:02,799 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:17:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8868, loss: 2.8868 2023-12-27 15:40:28,520 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:16:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 15:40:53,974 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:16:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:41:19,578 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:15:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8853, loss: 2.8853 2023-12-27 15:41:45,341 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:15:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 15:42:11,005 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:14:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 15:42:13,130 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-27 15:46:41,001 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 15:46:41,657 - pyskl - INFO - top1_acc 0.8950 top5_acc 0.9780 2023-12-27 15:46:41,693 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8950, top5_acc: 0.9780 2023-12-27 15:47:35,867 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:14:27, time: 0.542, data_time: 0.285, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8859, loss: 2.8859 2023-12-27 15:48:01,787 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:14:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:48:27,701 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:13:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 15:48:53,343 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:13:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 15:49:18,825 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:12:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8892, loss: 2.8892 2023-12-27 15:49:44,374 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:12:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8863, loss: 2.8863 2023-12-27 15:50:09,953 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8873, loss: 2.8873 2023-12-27 15:50:35,287 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:11:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8883, loss: 2.8883 2023-12-27 15:51:00,437 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:10:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8879, loss: 2.8879 2023-12-27 15:51:25,860 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:10:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8882, loss: 2.8882 2023-12-27 15:51:51,659 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:10:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 15:52:17,316 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:52:42,883 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:09:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:53:08,375 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8866, loss: 2.8866 2023-12-27 15:53:34,041 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:08:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 15:53:59,660 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8888, loss: 2.8888 2023-12-27 15:54:25,086 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:07:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8870, loss: 2.8870 2023-12-27 15:54:50,701 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:07:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8877, loss: 2.8877 2023-12-27 15:55:16,135 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:06:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8856, loss: 2.8856 2023-12-27 15:55:41,770 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:06:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 15:56:07,310 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8893, loss: 2.8893 2023-12-27 15:56:32,884 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:05:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8878, loss: 2.8878 2023-12-27 15:56:58,660 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 15:57:24,481 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8880, loss: 2.8880 2023-12-27 15:57:50,382 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8876, loss: 2.8876 2023-12-27 15:58:16,311 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-27 15:58:42,440 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:03:05, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8874, loss: 2.8874 2023-12-27 15:59:08,276 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8861, loss: 2.8861 2023-12-27 15:59:33,882 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8867, loss: 2.8867 2023-12-27 15:59:59,124 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 2.8871, loss: 2.8871 2023-12-27 16:00:24,497 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8875, loss: 2.8875 2023-12-27 16:00:50,017 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8854, loss: 2.8854 2023-12-27 16:01:15,865 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8872, loss: 2.8872 2023-12-27 16:01:41,899 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 2.8869, loss: 2.8869 2023-12-27 16:01:43,955 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-27 16:06:11,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 16:06:12,555 - pyskl - INFO - top1_acc 0.8960 top5_acc 0.9781 2023-12-27 16:06:12,588 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8960, top5_acc: 0.9781 2023-12-27 16:06:27,841 - pyskl - INFO - 59477 videos remain after valid thresholding 2023-12-27 16:47:22,505 - pyskl - INFO - Testing results of the last checkpoint 2023-12-27 16:47:22,506 - pyskl - INFO - top1_acc: 0.8985 2023-12-27 16:47:22,506 - pyskl - INFO - top5_acc: 0.9786 2023-12-27 16:47:22,507 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/b_1/best_top1_acc_epoch_147.pth 2023-12-27 17:28:31,767 - pyskl - INFO - Testing results of the best checkpoint 2023-12-27 17:28:31,768 - pyskl - INFO - top1_acc: 0.9001 2023-12-27 17:28:31,768 - pyskl - INFO - top5_acc: 0.9787