2023-12-18 14:40:51,357 - 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 3090 CUDA_HOME: /usr/local NVCC: Cuda compilation tools, release 11.5, V11.5.50 GCC: gcc (Ubuntu 7.5.0-6ubuntu2) 7.5.0 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+ ------------------------------------------------------------ 2023-12-18 14:40:52,212 - pyskl - INFO - Config: modality = 'k' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xsub/k_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_1', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Part_Drop'), dict(type='GenSkeFeat', feats=['k']), 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=['k']), 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=['k']), 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/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Part_Drop'), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_train'), val=dict( type='PoseDataset', ann_file= '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val'), test=dict( type='PoseDataset', ann_file= '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-18 14:40:52,213 - pyskl - INFO - Set random seed to 1993068612, deterministic: False 2023-12-18 14:41:01,256 - pyskl - INFO - 63026 videos remain after valid thresholding 2023-12-18 14:41:14,109 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-18 14:41:14,158 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1 2023-12-18 14:41:14,158 - 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 -------------------- 2023-12-18 14:41:14,159 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-18 14:41:14,159 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1 by HardDiskBackend. 2023-12-18 14:42:05,392 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 3 days, 12:05:03, time: 0.512, data_time: 0.278, memory: 5236, top1_acc: 0.0150, top5_acc: 0.0675, loss_cls: 5.8224, loss: 5.8224 2023-12-18 14:42:27,274 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 2 days, 11:59:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.0325, top5_acc: 0.1231, loss_cls: 5.4426, loss: 5.4426 2023-12-18 14:42:49,006 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 2 days, 3:52:18, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.0312, top5_acc: 0.1512, loss_cls: 5.3184, loss: 5.3184 2023-12-18 14:43:11,466 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 2 days, 0:06:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.0369, top5_acc: 0.1700, loss_cls: 5.2382, loss: 5.2382 2023-12-18 14:43:34,005 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 1 day, 21:52:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.0344, top5_acc: 0.1762, loss_cls: 5.1669, loss: 5.1669 2023-12-18 14:43:56,552 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 1 day, 20:23:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.0525, top5_acc: 0.2206, loss_cls: 5.0917, loss: 5.0917 2023-12-18 14:44:18,576 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 1 day, 19:11:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.0594, top5_acc: 0.2338, loss_cls: 5.1177, loss: 5.1177 2023-12-18 14:44:41,022 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 1 day, 18:23:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.0537, top5_acc: 0.2400, loss_cls: 5.1806, loss: 5.1806 2023-12-18 14:45:03,585 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 1 day, 17:46:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.0731, top5_acc: 0.2637, loss_cls: 5.2308, loss: 5.2308 2023-12-18 14:45:25,775 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 1 day, 17:14:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.0844, top5_acc: 0.3194, loss_cls: 5.2726, loss: 5.2726 2023-12-18 14:45:47,899 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 1 day, 16:46:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.1106, top5_acc: 0.3475, loss_cls: 5.0423, loss: 5.0423 2023-12-18 14:46:10,110 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 1 day, 16:24:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.1000, top5_acc: 0.3506, loss_cls: 5.0661, loss: 5.0661 2023-12-18 14:46:32,374 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 1 day, 16:05:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.1131, top5_acc: 0.3912, loss_cls: 4.8480, loss: 4.8480 2023-12-18 14:46:54,597 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 1 day, 15:49:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.1269, top5_acc: 0.4050, loss_cls: 4.8004, loss: 4.8004 2023-12-18 14:47:16,901 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 1 day, 15:35:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.1306, top5_acc: 0.4213, loss_cls: 4.6925, loss: 4.6925 2023-12-18 14:47:38,623 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 1 day, 15:20:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.1525, top5_acc: 0.4331, loss_cls: 4.6211, loss: 4.6211 2023-12-18 14:48:00,142 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 1 day, 15:05:26, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.1575, top5_acc: 0.4594, loss_cls: 4.5121, loss: 4.5121 2023-12-18 14:48:22,259 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 1 day, 14:55:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.1537, top5_acc: 0.4600, loss_cls: 4.4764, loss: 4.4764 2023-12-18 14:48:44,376 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 1 day, 14:46:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.1613, top5_acc: 0.4950, loss_cls: 4.3818, loss: 4.3818 2023-12-18 14:49:06,665 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 1 day, 14:39:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.1462, top5_acc: 0.4706, loss_cls: 4.4100, loss: 4.4100 2023-12-18 14:49:29,124 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 1 day, 14:33:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.1787, top5_acc: 0.5119, loss_cls: 4.2478, loss: 4.2478 2023-12-18 14:49:51,721 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 1 day, 14:28:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.1969, top5_acc: 0.5275, loss_cls: 4.1331, loss: 4.1331 2023-12-18 14:50:14,196 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 1 day, 14:23:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.1900, top5_acc: 0.5475, loss_cls: 4.1309, loss: 4.1309 2023-12-18 14:50:36,022 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 1 day, 14:16:30, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.2100, top5_acc: 0.5475, loss_cls: 4.0296, loss: 4.0296 2023-12-18 14:50:58,220 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 1 day, 14:11:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.2231, top5_acc: 0.5844, loss_cls: 3.9499, loss: 3.9499 2023-12-18 14:51:20,627 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 1 day, 14:07:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.2200, top5_acc: 0.5962, loss_cls: 3.9135, loss: 3.9135 2023-12-18 14:51:43,072 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 1 day, 14:03:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.2313, top5_acc: 0.5931, loss_cls: 3.9046, loss: 3.9046 2023-12-18 14:52:05,076 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 1 day, 13:58:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.2425, top5_acc: 0.5938, loss_cls: 3.8841, loss: 3.8841 2023-12-18 14:52:27,128 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 1 day, 13:54:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.2575, top5_acc: 0.6175, loss_cls: 3.7722, loss: 3.7722 2023-12-18 14:52:49,615 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 1 day, 13:51:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.2619, top5_acc: 0.6244, loss_cls: 3.7570, loss: 3.7570 2023-12-18 14:53:11,364 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 1 day, 13:46:48, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.2750, top5_acc: 0.6381, loss_cls: 3.6518, loss: 3.6518 2023-12-18 14:53:33,445 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 1 day, 13:43:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.2662, top5_acc: 0.6388, loss_cls: 3.6786, loss: 3.6786 2023-12-18 14:53:55,921 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 1 day, 13:40:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.2744, top5_acc: 0.6550, loss_cls: 3.5967, loss: 3.5967 2023-12-18 14:54:18,591 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 1 day, 13:39:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.2925, top5_acc: 0.6525, loss_cls: 3.5872, loss: 3.5872 2023-12-18 14:54:41,054 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 1 day, 13:37:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.3150, top5_acc: 0.6925, loss_cls: 3.4809, loss: 3.4809 2023-12-18 14:55:03,363 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 1 day, 13:34:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.3100, top5_acc: 0.6825, loss_cls: 3.4832, loss: 3.4832 2023-12-18 14:55:25,604 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 1 day, 13:32:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.3150, top5_acc: 0.6969, loss_cls: 3.4442, loss: 3.4442 2023-12-18 14:55:47,953 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 1 day, 13:30:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.3250, top5_acc: 0.6969, loss_cls: 3.4125, loss: 3.4125 2023-12-18 14:56:10,337 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 1 day, 13:28:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.3419, top5_acc: 0.7113, loss_cls: 3.3828, loss: 3.3828 2023-12-18 14:56:20,266 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-18 14:59:37,709 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 14:59:38,176 - pyskl - INFO - top1_acc 0.3393 top5_acc 0.7089 2023-12-18 14:59:38,357 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-18 14:59:38,359 - pyskl - INFO - Best top1_acc is 0.3393 at 1 epoch. 2023-12-18 14:59:38,373 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.3393, top5_acc: 0.7089 2023-12-18 15:00:28,940 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 1 day, 14:12:23, time: 0.506, data_time: 0.282, memory: 5236, top1_acc: 0.3638, top5_acc: 0.7150, loss_cls: 3.3151, loss: 3.3151 2023-12-18 15:00:50,902 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 1 day, 14:08:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.3344, top5_acc: 0.7188, loss_cls: 3.3108, loss: 3.3108 2023-12-18 15:01:12,952 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 1 day, 14:05:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.3362, top5_acc: 0.7188, loss_cls: 3.3197, loss: 3.3197 2023-12-18 15:01:35,233 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 1 day, 14:02:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.3319, top5_acc: 0.6963, loss_cls: 3.3969, loss: 3.3969 2023-12-18 15:01:57,552 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 1 day, 13:59:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.3463, top5_acc: 0.7356, loss_cls: 3.2440, loss: 3.2440 2023-12-18 15:02:20,016 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 1 day, 13:57:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.3606, top5_acc: 0.7219, loss_cls: 3.2794, loss: 3.2794 2023-12-18 15:02:42,669 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 1 day, 13:55:34, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.3875, top5_acc: 0.7519, loss_cls: 3.1237, loss: 3.1237 2023-12-18 15:03:05,111 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 1 day, 13:53:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.3725, top5_acc: 0.7425, loss_cls: 3.2008, loss: 3.2008 2023-12-18 15:03:27,577 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 1 day, 13:51:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.4100, top5_acc: 0.7612, loss_cls: 3.0674, loss: 3.0674 2023-12-18 15:03:49,873 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 1 day, 13:49:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.3900, top5_acc: 0.7444, loss_cls: 3.1744, loss: 3.1744 2023-12-18 15:04:12,087 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 1 day, 13:46:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.3894, top5_acc: 0.7669, loss_cls: 3.0825, loss: 3.0825 2023-12-18 15:04:34,621 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 1 day, 13:45:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.4056, top5_acc: 0.7575, loss_cls: 3.0690, loss: 3.0690 2023-12-18 15:04:56,887 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 1 day, 13:42:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.4144, top5_acc: 0.7750, loss_cls: 3.0223, loss: 3.0223 2023-12-18 15:05:18,875 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 1 day, 13:40:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.3931, top5_acc: 0.7644, loss_cls: 3.0695, loss: 3.0695 2023-12-18 15:05:40,691 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 1 day, 13:37:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.3931, top5_acc: 0.7581, loss_cls: 3.0728, loss: 3.0728 2023-12-18 15:06:02,769 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 1 day, 13:35:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.4294, top5_acc: 0.7788, loss_cls: 2.9847, loss: 2.9847 2023-12-18 15:06:25,136 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 1 day, 13:33:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.4100, top5_acc: 0.7744, loss_cls: 3.0029, loss: 3.0029 2023-12-18 15:06:47,383 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 1 day, 13:31:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4106, top5_acc: 0.7719, loss_cls: 2.9996, loss: 2.9996 2023-12-18 15:07:09,655 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 1 day, 13:30:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.4456, top5_acc: 0.7900, loss_cls: 2.9159, loss: 2.9159 2023-12-18 15:07:31,892 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 1 day, 13:28:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4344, top5_acc: 0.7706, loss_cls: 2.9703, loss: 2.9703 2023-12-18 15:07:53,982 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 1 day, 13:26:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.4319, top5_acc: 0.7944, loss_cls: 2.9275, loss: 2.9275 2023-12-18 15:08:16,215 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 1 day, 13:24:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4469, top5_acc: 0.7775, loss_cls: 2.9177, loss: 2.9177 2023-12-18 15:08:38,642 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 1 day, 13:23:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.4487, top5_acc: 0.7925, loss_cls: 2.8814, loss: 2.8814 2023-12-18 15:09:01,009 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 1 day, 13:22:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.4544, top5_acc: 0.7931, loss_cls: 2.8912, loss: 2.8912 2023-12-18 15:09:23,181 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 1 day, 13:20:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.4556, top5_acc: 0.8019, loss_cls: 2.8766, loss: 2.8766 2023-12-18 15:09:45,026 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 1 day, 13:18:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.4425, top5_acc: 0.8000, loss_cls: 2.8740, loss: 2.8740 2023-12-18 15:10:06,676 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 1 day, 13:15:57, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4769, top5_acc: 0.8025, loss_cls: 2.8137, loss: 2.8137 2023-12-18 15:10:28,268 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 1 day, 13:13:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.5012, top5_acc: 0.8294, loss_cls: 2.7360, loss: 2.7360 2023-12-18 15:10:50,728 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 1 day, 13:12:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.4806, top5_acc: 0.8087, loss_cls: 2.8001, loss: 2.8001 2023-12-18 15:11:12,518 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 1 day, 13:10:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.4738, top5_acc: 0.7913, loss_cls: 2.8200, loss: 2.8200 2023-12-18 15:11:34,159 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 1 day, 13:08:25, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4688, top5_acc: 0.8256, loss_cls: 2.7856, loss: 2.7856 2023-12-18 15:11:56,058 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 1 day, 13:06:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.4625, top5_acc: 0.8063, loss_cls: 2.8046, loss: 2.8046 2023-12-18 15:12:18,356 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 1 day, 13:05:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.4894, top5_acc: 0.8206, loss_cls: 2.7178, loss: 2.7178 2023-12-18 15:12:40,650 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 1 day, 13:04:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.4581, top5_acc: 0.8163, loss_cls: 2.8307, loss: 2.8307 2023-12-18 15:13:02,930 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 1 day, 13:03:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.4888, top5_acc: 0.8325, loss_cls: 2.6938, loss: 2.6938 2023-12-18 15:13:25,206 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 1 day, 13:02:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.4700, top5_acc: 0.8344, loss_cls: 2.7351, loss: 2.7351 2023-12-18 15:13:46,856 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 1 day, 13:00:09, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.4725, top5_acc: 0.8219, loss_cls: 2.7564, loss: 2.7564 2023-12-18 15:14:09,231 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 1 day, 12:59:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.4919, top5_acc: 0.8200, loss_cls: 2.7158, loss: 2.7158 2023-12-18 15:14:31,851 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 1 day, 12:58:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.4900, top5_acc: 0.8206, loss_cls: 2.7380, loss: 2.7380 2023-12-18 15:14:41,875 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-18 15:18:00,084 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 15:18:00,537 - pyskl - INFO - top1_acc 0.5041 top5_acc 0.8378 2023-12-18 15:18:00,542 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_1.pth was removed 2023-12-18 15:18:00,717 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-18 15:18:00,719 - pyskl - INFO - Best top1_acc is 0.5041 at 2 epoch. 2023-12-18 15:18:00,733 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.5041, top5_acc: 0.8378 2023-12-18 15:18:50,851 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 1 day, 13:20:08, time: 0.501, data_time: 0.282, memory: 5236, top1_acc: 0.5131, top5_acc: 0.8369, loss_cls: 2.6720, loss: 2.6720 2023-12-18 15:19:12,882 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 1 day, 13:18:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5031, top5_acc: 0.8250, loss_cls: 2.6691, loss: 2.6691 2023-12-18 15:19:35,076 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 1 day, 13:17:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5169, top5_acc: 0.8381, loss_cls: 2.6499, loss: 2.6499 2023-12-18 15:19:57,276 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 1 day, 13:15:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5112, top5_acc: 0.8206, loss_cls: 2.6905, loss: 2.6905 2023-12-18 15:20:19,624 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 1 day, 13:14:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.4894, top5_acc: 0.8244, loss_cls: 2.7611, loss: 2.7611 2023-12-18 15:20:41,832 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 1 day, 13:13:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5038, top5_acc: 0.8462, loss_cls: 2.6635, loss: 2.6635 2023-12-18 15:21:03,880 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 1 day, 13:11:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5225, top5_acc: 0.8356, loss_cls: 2.6433, loss: 2.6433 2023-12-18 15:21:25,807 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 1 day, 13:10:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5119, top5_acc: 0.8275, loss_cls: 2.6743, loss: 2.6743 2023-12-18 15:21:47,977 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 1 day, 13:08:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5138, top5_acc: 0.8331, loss_cls: 2.6401, loss: 2.6401 2023-12-18 15:22:10,200 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 1 day, 13:07:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8306, loss_cls: 2.6144, loss: 2.6144 2023-12-18 15:22:32,474 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 1 day, 13:06:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5175, top5_acc: 0.8444, loss_cls: 2.6274, loss: 2.6274 2023-12-18 15:22:54,549 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 1 day, 13:05:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5000, top5_acc: 0.8275, loss_cls: 2.6780, loss: 2.6780 2023-12-18 15:23:16,364 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 1 day, 13:03:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.5325, top5_acc: 0.8500, loss_cls: 2.5803, loss: 2.5803 2023-12-18 15:23:38,569 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 1 day, 13:02:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5281, top5_acc: 0.8431, loss_cls: 2.5854, loss: 2.5854 2023-12-18 15:24:00,775 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 1 day, 13:01:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8381, loss_cls: 2.6210, loss: 2.6210 2023-12-18 15:24:23,052 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 1 day, 13:00:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5244, top5_acc: 0.8356, loss_cls: 2.5991, loss: 2.5991 2023-12-18 15:24:45,480 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 1 day, 12:59:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5387, top5_acc: 0.8519, loss_cls: 2.5339, loss: 2.5339 2023-12-18 15:25:07,737 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 1 day, 12:58:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5312, top5_acc: 0.8500, loss_cls: 2.5815, loss: 2.5815 2023-12-18 15:25:29,970 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 1 day, 12:57:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5531, top5_acc: 0.8625, loss_cls: 2.5092, loss: 2.5092 2023-12-18 15:25:51,972 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 1 day, 12:56:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5262, top5_acc: 0.8450, loss_cls: 2.5981, loss: 2.5981 2023-12-18 15:26:14,403 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 1 day, 12:55:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5212, top5_acc: 0.8337, loss_cls: 2.6048, loss: 2.6048 2023-12-18 15:26:37,126 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 1 day, 12:54:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.5525, top5_acc: 0.8619, loss_cls: 2.4984, loss: 2.4984 2023-12-18 15:26:59,399 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 1 day, 12:53:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5306, top5_acc: 0.8506, loss_cls: 2.5730, loss: 2.5730 2023-12-18 15:27:21,383 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 1 day, 12:52:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5231, top5_acc: 0.8494, loss_cls: 2.5944, loss: 2.5944 2023-12-18 15:27:43,808 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 1 day, 12:51:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8450, loss_cls: 2.5517, loss: 2.5517 2023-12-18 15:28:06,198 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 1 day, 12:51:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5387, top5_acc: 0.8387, loss_cls: 2.5874, loss: 2.5874 2023-12-18 15:28:28,358 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 1 day, 12:50:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5369, top5_acc: 0.8431, loss_cls: 2.5779, loss: 2.5779 2023-12-18 15:28:50,193 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 1 day, 12:48:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.5494, top5_acc: 0.8612, loss_cls: 2.5027, loss: 2.5027 2023-12-18 15:29:12,444 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 1 day, 12:47:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5525, top5_acc: 0.8581, loss_cls: 2.4984, loss: 2.4984 2023-12-18 15:29:34,398 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 1 day, 12:46:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5350, top5_acc: 0.8406, loss_cls: 2.5693, loss: 2.5693 2023-12-18 15:29:56,566 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 1 day, 12:45:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8600, loss_cls: 2.4821, loss: 2.4821 2023-12-18 15:30:18,743 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 1 day, 12:44:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5550, top5_acc: 0.8569, loss_cls: 2.5002, loss: 2.5002 2023-12-18 15:30:41,062 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 1 day, 12:44:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5594, top5_acc: 0.8531, loss_cls: 2.4899, loss: 2.4899 2023-12-18 15:31:03,514 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 1 day, 12:43:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5400, top5_acc: 0.8606, loss_cls: 2.4945, loss: 2.4945 2023-12-18 15:31:25,991 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 1 day, 12:42:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5481, top5_acc: 0.8581, loss_cls: 2.5397, loss: 2.5397 2023-12-18 15:31:48,177 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 1 day, 12:41:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5494, top5_acc: 0.8469, loss_cls: 2.4959, loss: 2.4959 2023-12-18 15:32:10,451 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 1 day, 12:40:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5669, top5_acc: 0.8638, loss_cls: 2.4862, loss: 2.4862 2023-12-18 15:32:32,786 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 1 day, 12:40:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5356, top5_acc: 0.8406, loss_cls: 2.5736, loss: 2.5736 2023-12-18 15:32:55,178 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 1 day, 12:39:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5513, top5_acc: 0.8625, loss_cls: 2.5049, loss: 2.5049 2023-12-18 15:33:04,792 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-18 15:36:21,874 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 15:36:22,329 - pyskl - INFO - top1_acc 0.5243 top5_acc 0.8507 2023-12-18 15:36:22,333 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_2.pth was removed 2023-12-18 15:36:22,509 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-18 15:36:22,511 - pyskl - INFO - Best top1_acc is 0.5243 at 3 epoch. 2023-12-18 15:36:22,524 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.5243, top5_acc: 0.8507 2023-12-18 15:37:15,418 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 1 day, 12:55:59, time: 0.529, data_time: 0.309, memory: 5236, top1_acc: 0.5694, top5_acc: 0.8625, loss_cls: 2.4698, loss: 2.4698 2023-12-18 15:37:37,567 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 1 day, 12:54:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5719, top5_acc: 0.8694, loss_cls: 2.4590, loss: 2.4590 2023-12-18 15:37:59,682 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 1 day, 12:53:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5531, top5_acc: 0.8588, loss_cls: 2.4638, loss: 2.4638 2023-12-18 15:38:21,648 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 1 day, 12:52:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5656, top5_acc: 0.8650, loss_cls: 2.4670, loss: 2.4670 2023-12-18 15:38:43,696 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 1 day, 12:51:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5544, top5_acc: 0.8544, loss_cls: 2.5164, loss: 2.5164 2023-12-18 15:39:06,081 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 1 day, 12:50:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5744, top5_acc: 0.8738, loss_cls: 2.4425, loss: 2.4425 2023-12-18 15:39:28,381 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 1 day, 12:49:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5319, top5_acc: 0.8662, loss_cls: 2.4958, loss: 2.4958 2023-12-18 15:39:50,814 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 1 day, 12:49:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5550, top5_acc: 0.8588, loss_cls: 2.4983, loss: 2.4983 2023-12-18 15:40:13,130 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 1 day, 12:48:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5150, top5_acc: 0.8231, loss_cls: 2.6324, loss: 2.6324 2023-12-18 15:40:35,114 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 1 day, 12:47:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5331, top5_acc: 0.8462, loss_cls: 2.5921, loss: 2.5921 2023-12-18 15:40:57,667 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 1 day, 12:46:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.5331, top5_acc: 0.8544, loss_cls: 2.5302, loss: 2.5302 2023-12-18 15:41:20,014 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 1 day, 12:45:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5450, top5_acc: 0.8575, loss_cls: 2.5215, loss: 2.5215 2023-12-18 15:41:41,986 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 1 day, 12:44:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5731, top5_acc: 0.8569, loss_cls: 2.4364, loss: 2.4364 2023-12-18 15:42:04,249 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 1 day, 12:43:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5581, top5_acc: 0.8644, loss_cls: 2.4534, loss: 2.4534 2023-12-18 15:42:26,571 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 1 day, 12:43:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5731, top5_acc: 0.8569, loss_cls: 2.4425, loss: 2.4425 2023-12-18 15:42:48,974 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 1 day, 12:42:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8631, loss_cls: 2.4563, loss: 2.4563 2023-12-18 15:43:10,694 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 1 day, 12:41:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.5569, top5_acc: 0.8488, loss_cls: 2.4857, loss: 2.4857 2023-12-18 15:43:32,220 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 1 day, 12:39:54, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8675, loss_cls: 2.4550, loss: 2.4550 2023-12-18 15:43:53,973 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 1 day, 12:38:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8606, loss_cls: 2.4647, loss: 2.4647 2023-12-18 15:44:16,042 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 1 day, 12:37:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5675, top5_acc: 0.8700, loss_cls: 2.4028, loss: 2.4028 2023-12-18 15:44:38,496 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 1 day, 12:37:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5356, top5_acc: 0.8612, loss_cls: 2.5184, loss: 2.5184 2023-12-18 15:45:00,371 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 1 day, 12:36:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5581, top5_acc: 0.8738, loss_cls: 2.4038, loss: 2.4038 2023-12-18 15:45:22,667 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 1 day, 12:35:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5800, top5_acc: 0.8844, loss_cls: 2.4091, loss: 2.4091 2023-12-18 15:45:45,021 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 1 day, 12:34:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5725, top5_acc: 0.8750, loss_cls: 2.3908, loss: 2.3908 2023-12-18 15:46:07,462 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 1 day, 12:34:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6094, top5_acc: 0.8775, loss_cls: 2.3159, loss: 2.3159 2023-12-18 15:46:29,892 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 1 day, 12:33:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6038, top5_acc: 0.8844, loss_cls: 2.3814, loss: 2.3814 2023-12-18 15:46:52,413 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 1 day, 12:32:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8681, loss_cls: 2.4175, loss: 2.4175 2023-12-18 15:47:14,421 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 1 day, 12:31:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5675, top5_acc: 0.8625, loss_cls: 2.4282, loss: 2.4282 2023-12-18 15:47:36,152 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 1 day, 12:30:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.5737, top5_acc: 0.8731, loss_cls: 2.4314, loss: 2.4314 2023-12-18 15:47:58,302 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 1 day, 12:29:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5494, top5_acc: 0.8538, loss_cls: 2.4994, loss: 2.4994 2023-12-18 15:48:20,549 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 1 day, 12:29:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5775, top5_acc: 0.8762, loss_cls: 2.4055, loss: 2.4055 2023-12-18 15:48:42,882 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 1 day, 12:28:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5850, top5_acc: 0.8744, loss_cls: 2.3594, loss: 2.3594 2023-12-18 15:49:05,134 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 1 day, 12:27:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5769, top5_acc: 0.8725, loss_cls: 2.4041, loss: 2.4041 2023-12-18 15:49:27,396 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 1 day, 12:27:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5931, top5_acc: 0.8831, loss_cls: 2.3384, loss: 2.3384 2023-12-18 15:49:49,633 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 1 day, 12:26:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5731, top5_acc: 0.8706, loss_cls: 2.4063, loss: 2.4063 2023-12-18 15:50:12,149 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 1 day, 12:25:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8862, loss_cls: 2.3519, loss: 2.3519 2023-12-18 15:50:34,501 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 1 day, 12:25:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6125, top5_acc: 0.8906, loss_cls: 2.2980, loss: 2.2980 2023-12-18 15:50:56,740 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 1 day, 12:24:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5587, top5_acc: 0.8750, loss_cls: 2.3965, loss: 2.3965 2023-12-18 15:51:19,191 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 1 day, 12:23:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8625, loss_cls: 2.4211, loss: 2.4211 2023-12-18 15:51:28,961 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-18 15:54:47,510 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 15:54:47,983 - pyskl - INFO - top1_acc 0.5587 top5_acc 0.8693 2023-12-18 15:54:47,990 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_3.pth was removed 2023-12-18 15:54:48,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-18 15:54:48,196 - pyskl - INFO - Best top1_acc is 0.5587 at 4 epoch. 2023-12-18 15:54:48,216 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5587, top5_acc: 0.8693 2023-12-18 15:55:41,932 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 1 day, 12:36:33, time: 0.537, data_time: 0.314, memory: 5236, top1_acc: 0.5844, top5_acc: 0.8775, loss_cls: 2.3536, loss: 2.3536 2023-12-18 15:56:04,235 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 1 day, 12:35:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5713, top5_acc: 0.8819, loss_cls: 2.3714, loss: 2.3714 2023-12-18 15:56:26,340 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 1 day, 12:34:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8762, loss_cls: 2.3449, loss: 2.3449 2023-12-18 15:56:48,265 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 1 day, 12:33:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5737, top5_acc: 0.8662, loss_cls: 2.4179, loss: 2.4179 2023-12-18 15:57:10,547 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 1 day, 12:33:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.8819, loss_cls: 2.2899, loss: 2.2899 2023-12-18 15:57:32,658 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 1 day, 12:32:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8812, loss_cls: 2.3310, loss: 2.3310 2023-12-18 15:57:54,697 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 1 day, 12:31:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5931, top5_acc: 0.8844, loss_cls: 2.3529, loss: 2.3529 2023-12-18 15:58:16,983 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 1 day, 12:30:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8744, loss_cls: 2.3759, loss: 2.3759 2023-12-18 15:58:39,466 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 1 day, 12:30:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5894, top5_acc: 0.8806, loss_cls: 2.3497, loss: 2.3497 2023-12-18 15:59:01,328 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 1 day, 12:29:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5938, top5_acc: 0.8806, loss_cls: 2.3204, loss: 2.3204 2023-12-18 15:59:23,729 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 1 day, 12:28:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5975, top5_acc: 0.8969, loss_cls: 2.3016, loss: 2.3016 2023-12-18 15:59:45,670 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 1 day, 12:27:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5975, top5_acc: 0.8838, loss_cls: 2.3288, loss: 2.3288 2023-12-18 16:00:07,297 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 1 day, 12:26:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8769, loss_cls: 2.3410, loss: 2.3410 2023-12-18 16:00:29,075 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 1 day, 12:25:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8756, loss_cls: 2.3257, loss: 2.3257 2023-12-18 16:00:51,268 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 1 day, 12:24:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.5931, top5_acc: 0.8975, loss_cls: 2.3035, loss: 2.3035 2023-12-18 16:01:14,041 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 1 day, 12:24:25, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.8838, loss_cls: 2.2808, loss: 2.2808 2023-12-18 16:01:35,951 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 1 day, 12:23:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.9012, loss_cls: 2.2362, loss: 2.2362 2023-12-18 16:01:58,378 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 1 day, 12:22:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8669, loss_cls: 2.3473, loss: 2.3473 2023-12-18 16:02:21,024 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 1 day, 12:22:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.5944, top5_acc: 0.8894, loss_cls: 2.3148, loss: 2.3148 2023-12-18 16:02:43,482 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 1 day, 12:21:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8769, loss_cls: 2.2882, loss: 2.2882 2023-12-18 16:03:05,870 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 1 day, 12:21:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8962, loss_cls: 2.2687, loss: 2.2687 2023-12-18 16:03:27,766 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 1 day, 12:20:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8875, loss_cls: 2.2713, loss: 2.2713 2023-12-18 16:03:49,698 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 1 day, 12:19:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8894, loss_cls: 2.3394, loss: 2.3394 2023-12-18 16:04:12,039 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 1 day, 12:18:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6019, top5_acc: 0.8794, loss_cls: 2.3139, loss: 2.3139 2023-12-18 16:04:34,337 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 1 day, 12:18:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6050, top5_acc: 0.8838, loss_cls: 2.2902, loss: 2.2902 2023-12-18 16:04:56,157 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 1 day, 12:17:18, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6100, top5_acc: 0.8875, loss_cls: 2.2860, loss: 2.2860 2023-12-18 16:05:17,744 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 1 day, 12:16:17, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6106, top5_acc: 0.8906, loss_cls: 2.2969, loss: 2.2969 2023-12-18 16:05:39,397 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 1 day, 12:15:19, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8931, loss_cls: 2.2752, loss: 2.2752 2023-12-18 16:06:01,438 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 1 day, 12:14:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.5969, top5_acc: 0.8844, loss_cls: 2.3322, loss: 2.3322 2023-12-18 16:06:24,031 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 1 day, 12:14:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8869, loss_cls: 2.2675, loss: 2.2675 2023-12-18 16:06:46,314 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 1 day, 12:13:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6038, top5_acc: 0.8831, loss_cls: 2.3153, loss: 2.3153 2023-12-18 16:07:08,727 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 1 day, 12:12:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.5894, top5_acc: 0.8775, loss_cls: 2.3207, loss: 2.3207 2023-12-18 16:07:30,491 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 1 day, 12:11:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8869, loss_cls: 2.2941, loss: 2.2941 2023-12-18 16:07:52,808 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 1 day, 12:11:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8794, loss_cls: 2.3306, loss: 2.3306 2023-12-18 16:08:15,201 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 1 day, 12:10:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6062, top5_acc: 0.8938, loss_cls: 2.2602, loss: 2.2602 2023-12-18 16:08:37,705 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 1 day, 12:10:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8906, loss_cls: 2.2767, loss: 2.2767 2023-12-18 16:08:59,979 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 1 day, 12:09:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6206, top5_acc: 0.8931, loss_cls: 2.2698, loss: 2.2698 2023-12-18 16:09:22,149 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 1 day, 12:08:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8912, loss_cls: 2.2762, loss: 2.2762 2023-12-18 16:09:44,730 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 1 day, 12:08:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6031, top5_acc: 0.8925, loss_cls: 2.3110, loss: 2.3110 2023-12-18 16:09:54,432 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-18 16:13:11,567 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 16:13:12,142 - pyskl - INFO - top1_acc 0.5648 top5_acc 0.8744 2023-12-18 16:13:12,150 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_4.pth was removed 2023-12-18 16:13:12,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-18 16:13:12,462 - pyskl - INFO - Best top1_acc is 0.5648 at 5 epoch. 2023-12-18 16:13:12,487 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5648, top5_acc: 0.8744 2023-12-18 16:14:05,999 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 1 day, 12:18:20, time: 0.535, data_time: 0.311, memory: 5236, top1_acc: 0.5906, top5_acc: 0.8962, loss_cls: 2.3110, loss: 2.3110 2023-12-18 16:14:27,888 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 1 day, 12:17:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.9025, loss_cls: 2.2088, loss: 2.2088 2023-12-18 16:14:50,075 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 1 day, 12:16:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6125, top5_acc: 0.8856, loss_cls: 2.2884, loss: 2.2884 2023-12-18 16:15:11,861 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 1 day, 12:15:53, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6119, top5_acc: 0.8975, loss_cls: 2.2365, loss: 2.2365 2023-12-18 16:15:34,059 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 1 day, 12:15:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.8825, loss_cls: 2.3536, loss: 2.3536 2023-12-18 16:15:55,885 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 1 day, 12:14:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6206, top5_acc: 0.8856, loss_cls: 2.2629, loss: 2.2629 2023-12-18 16:16:17,869 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 1 day, 12:13:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.8894, loss_cls: 2.2574, loss: 2.2574 2023-12-18 16:16:40,018 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 1 day, 12:12:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8881, loss_cls: 2.2538, loss: 2.2538 2023-12-18 16:17:02,339 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 1 day, 12:12:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6031, top5_acc: 0.8931, loss_cls: 2.2715, loss: 2.2715 2023-12-18 16:17:24,201 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 1 day, 12:11:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6044, top5_acc: 0.8731, loss_cls: 2.3066, loss: 2.3066 2023-12-18 16:17:46,890 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 1 day, 12:10:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8906, loss_cls: 2.2144, loss: 2.2144 2023-12-18 16:18:09,493 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 1 day, 12:10:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8925, loss_cls: 2.3045, loss: 2.3045 2023-12-18 16:18:31,831 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 1 day, 12:09:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6269, top5_acc: 0.8956, loss_cls: 2.2117, loss: 2.2117 2023-12-18 16:18:53,997 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 1 day, 12:09:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.8944, loss_cls: 2.2391, loss: 2.2391 2023-12-18 16:19:15,865 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 1 day, 12:08:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.8900, loss_cls: 2.2543, loss: 2.2543 2023-12-18 16:19:37,970 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 1 day, 12:07:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6238, top5_acc: 0.8981, loss_cls: 2.2249, loss: 2.2249 2023-12-18 16:19:59,579 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 1 day, 12:06:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8794, loss_cls: 2.2698, loss: 2.2698 2023-12-18 16:20:21,527 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 1 day, 12:05:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8919, loss_cls: 2.2580, loss: 2.2580 2023-12-18 16:20:43,553 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 1 day, 12:05:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6081, top5_acc: 0.9006, loss_cls: 2.2633, loss: 2.2633 2023-12-18 16:21:05,114 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 1 day, 12:04:15, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6125, top5_acc: 0.8788, loss_cls: 2.2964, loss: 2.2964 2023-12-18 16:21:26,822 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 1 day, 12:03:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.8950, loss_cls: 2.2145, loss: 2.2145 2023-12-18 16:21:48,860 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 1 day, 12:02:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.9119, loss_cls: 2.1986, loss: 2.1986 2023-12-18 16:22:10,961 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 1 day, 12:02:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9038, loss_cls: 2.1855, loss: 2.1855 2023-12-18 16:22:33,081 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 1 day, 12:01:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9062, loss_cls: 2.1679, loss: 2.1679 2023-12-18 16:22:56,095 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 1 day, 12:01:02, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.9019, loss_cls: 2.2243, loss: 2.2243 2023-12-18 16:23:18,655 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 1 day, 12:00:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6256, top5_acc: 0.8844, loss_cls: 2.2715, loss: 2.2715 2023-12-18 16:23:40,579 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 1 day, 11:59:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9012, loss_cls: 2.2184, loss: 2.2184 2023-12-18 16:24:02,649 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 1 day, 11:59:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9006, loss_cls: 2.2419, loss: 2.2419 2023-12-18 16:24:24,906 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 1 day, 11:58:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.8981, loss_cls: 2.2404, loss: 2.2404 2023-12-18 16:24:46,747 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 1 day, 11:57:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.8900, loss_cls: 2.2069, loss: 2.2069 2023-12-18 16:25:09,004 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 1 day, 11:57:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6300, top5_acc: 0.8881, loss_cls: 2.2387, loss: 2.2387 2023-12-18 16:25:31,216 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 1 day, 11:56:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6269, top5_acc: 0.8950, loss_cls: 2.2134, loss: 2.2134 2023-12-18 16:25:53,798 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 1 day, 11:56:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.8862, loss_cls: 2.2330, loss: 2.2330 2023-12-18 16:26:16,117 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 1 day, 11:55:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8806, loss_cls: 2.2802, loss: 2.2802 2023-12-18 16:26:38,145 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 1 day, 11:54:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.8925, loss_cls: 2.2131, loss: 2.2131 2023-12-18 16:27:00,477 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 1 day, 11:54:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.8962, loss_cls: 2.2387, loss: 2.2387 2023-12-18 16:27:22,759 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 1 day, 11:53:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6256, top5_acc: 0.8806, loss_cls: 2.2437, loss: 2.2437 2023-12-18 16:27:45,242 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 1 day, 11:53:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.8988, loss_cls: 2.1879, loss: 2.1879 2023-12-18 16:28:07,616 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 1 day, 11:52:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9075, loss_cls: 2.1474, loss: 2.1474 2023-12-18 16:28:17,155 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-18 16:31:31,371 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 16:31:32,053 - pyskl - INFO - top1_acc 0.5735 top5_acc 0.8818 2023-12-18 16:31:32,061 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_5.pth was removed 2023-12-18 16:31:32,359 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-18 16:31:32,362 - pyskl - INFO - Best top1_acc is 0.5735 at 6 epoch. 2023-12-18 16:31:32,383 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5735, top5_acc: 0.8818 2023-12-18 16:32:24,018 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 1 day, 12:00:00, time: 0.516, data_time: 0.291, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9081, loss_cls: 2.1357, loss: 2.1357 2023-12-18 16:32:45,479 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 1 day, 11:59:04, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9181, loss_cls: 2.1011, loss: 2.1011 2023-12-18 16:33:06,913 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 1 day, 11:58:08, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.8994, loss_cls: 2.1885, loss: 2.1885 2023-12-18 16:33:28,332 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 1 day, 11:57:12, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.8969, loss_cls: 2.2242, loss: 2.2242 2023-12-18 16:33:50,096 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 1 day, 11:56:24, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9069, loss_cls: 2.1903, loss: 2.1903 2023-12-18 16:34:11,684 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 1 day, 11:55:32, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6094, top5_acc: 0.8975, loss_cls: 2.2341, loss: 2.2341 2023-12-18 16:34:33,116 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 1 day, 11:54:37, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.8975, loss_cls: 2.1441, loss: 2.1441 2023-12-18 16:34:55,405 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 1 day, 11:54:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6300, top5_acc: 0.8938, loss_cls: 2.2045, loss: 2.2045 2023-12-18 16:35:17,289 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 1 day, 11:53:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.8888, loss_cls: 2.2033, loss: 2.2033 2023-12-18 16:35:39,731 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 1 day, 11:52:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6256, top5_acc: 0.8888, loss_cls: 2.2406, loss: 2.2406 2023-12-18 16:36:01,920 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 1 day, 11:52:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.8925, loss_cls: 2.2160, loss: 2.2160 2023-12-18 16:36:23,710 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 1 day, 11:51:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6331, top5_acc: 0.8988, loss_cls: 2.1969, loss: 2.1969 2023-12-18 16:36:45,432 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 1 day, 11:50:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8944, loss_cls: 2.1882, loss: 2.1882 2023-12-18 16:37:07,546 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 1 day, 11:49:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.8862, loss_cls: 2.2167, loss: 2.2167 2023-12-18 16:37:29,197 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 1 day, 11:49:09, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9019, loss_cls: 2.1755, loss: 2.1755 2023-12-18 16:37:50,959 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 1 day, 11:48:24, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8981, loss_cls: 2.2342, loss: 2.2342 2023-12-18 16:38:13,071 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 1 day, 11:47:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9113, loss_cls: 2.1562, loss: 2.1562 2023-12-18 16:38:34,902 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 1 day, 11:47:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8881, loss_cls: 2.2454, loss: 2.2454 2023-12-18 16:38:57,083 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 1 day, 11:46:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.9131, loss_cls: 2.1843, loss: 2.1843 2023-12-18 16:39:19,331 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 1 day, 11:45:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9050, loss_cls: 2.1724, loss: 2.1724 2023-12-18 16:39:41,589 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 1 day, 11:45:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.8962, loss_cls: 2.2038, loss: 2.2038 2023-12-18 16:40:03,398 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 1 day, 11:44:34, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9038, loss_cls: 2.2008, loss: 2.2008 2023-12-18 16:40:25,593 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 1 day, 11:43:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.8856, loss_cls: 2.2145, loss: 2.2145 2023-12-18 16:40:47,937 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 1 day, 11:43:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.9056, loss_cls: 2.1675, loss: 2.1675 2023-12-18 16:41:10,115 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 1 day, 11:42:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.9094, loss_cls: 2.1800, loss: 2.1800 2023-12-18 16:41:31,929 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 1 day, 11:42:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9031, loss_cls: 2.1808, loss: 2.1808 2023-12-18 16:41:54,221 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 1 day, 11:41:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9062, loss_cls: 2.1307, loss: 2.1307 2023-12-18 16:42:16,509 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 1 day, 11:41:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9038, loss_cls: 2.1774, loss: 2.1774 2023-12-18 16:42:38,109 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 1 day, 11:40:15, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9038, loss_cls: 2.1629, loss: 2.1629 2023-12-18 16:43:00,535 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 1 day, 11:39:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9075, loss_cls: 2.1919, loss: 2.1919 2023-12-18 16:43:22,924 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 1 day, 11:39:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8919, loss_cls: 2.2406, loss: 2.2406 2023-12-18 16:43:45,651 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 1 day, 11:38:52, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8962, loss_cls: 2.2348, loss: 2.2348 2023-12-18 16:44:07,482 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 1 day, 11:38:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6338, top5_acc: 0.9113, loss_cls: 2.1619, loss: 2.1619 2023-12-18 16:44:29,690 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 1 day, 11:37:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.8988, loss_cls: 2.1788, loss: 2.1788 2023-12-18 16:44:51,404 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 1 day, 11:36:52, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.8981, loss_cls: 2.2135, loss: 2.2135 2023-12-18 16:45:13,601 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 1 day, 11:36:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9012, loss_cls: 2.1176, loss: 2.1176 2023-12-18 16:45:36,166 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 1 day, 11:35:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6175, top5_acc: 0.8912, loss_cls: 2.2416, loss: 2.2416 2023-12-18 16:45:58,482 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 1 day, 11:35:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.8962, loss_cls: 2.2026, loss: 2.2026 2023-12-18 16:46:20,600 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 1 day, 11:34:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.8894, loss_cls: 2.2224, loss: 2.2224 2023-12-18 16:46:30,133 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-18 16:49:45,323 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 16:49:45,781 - pyskl - INFO - top1_acc 0.6154 top5_acc 0.8931 2023-12-18 16:49:45,786 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_6.pth was removed 2023-12-18 16:49:45,968 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-18 16:49:45,970 - pyskl - INFO - Best top1_acc is 0.6154 at 7 epoch. 2023-12-18 16:49:45,985 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6154, top5_acc: 0.8931 2023-12-18 16:50:39,348 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 1 day, 11:41:31, time: 0.534, data_time: 0.313, memory: 5236, top1_acc: 0.6469, top5_acc: 0.8975, loss_cls: 2.1656, loss: 2.1656 2023-12-18 16:51:01,194 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 1 day, 11:40:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8862, loss_cls: 2.2470, loss: 2.2470 2023-12-18 16:51:23,331 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 1 day, 11:40:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9000, loss_cls: 2.1605, loss: 2.1605 2023-12-18 16:51:45,401 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 1 day, 11:39:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.8981, loss_cls: 2.1653, loss: 2.1653 2023-12-18 16:52:07,672 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 1 day, 11:39:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9044, loss_cls: 2.1722, loss: 2.1722 2023-12-18 16:52:29,471 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 1 day, 11:38:18, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9050, loss_cls: 2.1718, loss: 2.1718 2023-12-18 16:52:51,465 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 1 day, 11:37:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9044, loss_cls: 2.1090, loss: 2.1090 2023-12-18 16:53:13,289 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 1 day, 11:36:58, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.9056, loss_cls: 2.1721, loss: 2.1721 2023-12-18 16:53:35,438 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 1 day, 11:36:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9006, loss_cls: 2.1495, loss: 2.1495 2023-12-18 16:53:57,349 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 1 day, 11:35:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9062, loss_cls: 2.1520, loss: 2.1520 2023-12-18 16:54:19,465 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 1 day, 11:35:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.8931, loss_cls: 2.1662, loss: 2.1662 2023-12-18 16:54:41,125 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 1 day, 11:34:22, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8969, loss_cls: 2.2358, loss: 2.2358 2023-12-18 16:55:02,941 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 1 day, 11:33:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9025, loss_cls: 2.1507, loss: 2.1507 2023-12-18 16:55:25,220 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 1 day, 11:33:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.8894, loss_cls: 2.1844, loss: 2.1844 2023-12-18 16:55:47,254 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 1 day, 11:32:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9144, loss_cls: 2.0911, loss: 2.0911 2023-12-18 16:56:08,663 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 1 day, 11:31:42, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9156, loss_cls: 2.0863, loss: 2.0863 2023-12-18 16:56:30,692 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 1 day, 11:31:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9038, loss_cls: 2.1690, loss: 2.1690 2023-12-18 16:56:53,129 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 1 day, 11:30:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9219, loss_cls: 2.0954, loss: 2.0954 2023-12-18 16:57:15,533 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 1 day, 11:30:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9113, loss_cls: 2.0772, loss: 2.0772 2023-12-18 16:57:37,934 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 1 day, 11:29:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9044, loss_cls: 2.0904, loss: 2.0904 2023-12-18 16:58:00,189 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 1 day, 11:29:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9106, loss_cls: 2.1346, loss: 2.1346 2023-12-18 16:58:22,635 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 1 day, 11:28:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9106, loss_cls: 2.0941, loss: 2.0941 2023-12-18 16:58:44,856 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 1 day, 11:28:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9119, loss_cls: 2.1139, loss: 2.1139 2023-12-18 16:59:07,165 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 1 day, 11:27:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9069, loss_cls: 2.1433, loss: 2.1433 2023-12-18 16:59:29,594 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 1 day, 11:27:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9050, loss_cls: 2.1738, loss: 2.1738 2023-12-18 16:59:51,997 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 1 day, 11:26:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9050, loss_cls: 2.1476, loss: 2.1476 2023-12-18 17:00:13,802 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 1 day, 11:25:53, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9137, loss_cls: 2.1014, loss: 2.1014 2023-12-18 17:00:35,852 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 1 day, 11:25:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9087, loss_cls: 2.1164, loss: 2.1164 2023-12-18 17:00:58,011 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 1 day, 11:24:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9106, loss_cls: 2.1331, loss: 2.1331 2023-12-18 17:01:20,046 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 1 day, 11:24:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9100, loss_cls: 2.1460, loss: 2.1460 2023-12-18 17:01:42,152 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 1 day, 11:23:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9100, loss_cls: 2.1553, loss: 2.1553 2023-12-18 17:02:04,187 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 1 day, 11:22:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.8969, loss_cls: 2.2041, loss: 2.2041 2023-12-18 17:02:26,140 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 1 day, 11:22:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9075, loss_cls: 2.1702, loss: 2.1702 2023-12-18 17:02:47,903 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 1 day, 11:21:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9006, loss_cls: 2.1522, loss: 2.1522 2023-12-18 17:03:09,649 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 1 day, 11:21:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9150, loss_cls: 2.0889, loss: 2.0889 2023-12-18 17:03:32,019 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 1 day, 11:20:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9038, loss_cls: 2.1564, loss: 2.1564 2023-12-18 17:03:54,560 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 1 day, 11:20:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.8950, loss_cls: 2.1991, loss: 2.1991 2023-12-18 17:04:16,904 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 1 day, 11:19:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9237, loss_cls: 2.0726, loss: 2.0726 2023-12-18 17:04:38,587 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 1 day, 11:18:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.8988, loss_cls: 2.2001, loss: 2.2001 2023-12-18 17:04:48,095 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-18 17:08:02,436 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 17:08:02,903 - pyskl - INFO - top1_acc 0.6114 top5_acc 0.8998 2023-12-18 17:08:02,919 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6114, top5_acc: 0.8998 2023-12-18 17:08:53,045 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 1 day, 11:23:46, time: 0.501, data_time: 0.281, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9081, loss_cls: 2.0778, loss: 2.0778 2023-12-18 17:09:15,364 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 1 day, 11:23:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9062, loss_cls: 2.1767, loss: 2.1767 2023-12-18 17:09:38,117 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 1 day, 11:22:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9069, loss_cls: 2.1545, loss: 2.1545 2023-12-18 17:10:00,653 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 1 day, 11:22:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9031, loss_cls: 2.1134, loss: 2.1134 2023-12-18 17:10:22,129 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 1 day, 11:21:40, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9100, loss_cls: 2.1057, loss: 2.1057 2023-12-18 17:10:44,530 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 1 day, 11:21:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9181, loss_cls: 2.0175, loss: 2.0175 2023-12-18 17:11:06,881 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 1 day, 11:20:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9106, loss_cls: 2.0925, loss: 2.0925 2023-12-18 17:11:29,111 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 1 day, 11:20:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.8988, loss_cls: 2.1835, loss: 2.1835 2023-12-18 17:11:51,332 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 1 day, 11:19:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9163, loss_cls: 2.0833, loss: 2.0833 2023-12-18 17:12:13,320 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 1 day, 11:19:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9081, loss_cls: 2.1495, loss: 2.1495 2023-12-18 17:12:35,016 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 1 day, 11:18:19, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9144, loss_cls: 2.0929, loss: 2.0929 2023-12-18 17:12:56,839 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 1 day, 11:17:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.8950, loss_cls: 2.1693, loss: 2.1693 2023-12-18 17:13:18,536 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 1 day, 11:16:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9219, loss_cls: 2.0858, loss: 2.0858 2023-12-18 17:13:40,196 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 1 day, 11:16:18, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9144, loss_cls: 2.0947, loss: 2.0947 2023-12-18 17:14:01,686 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 1 day, 11:15:34, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9231, loss_cls: 2.0674, loss: 2.0674 2023-12-18 17:14:23,689 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 1 day, 11:14:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9131, loss_cls: 2.0787, loss: 2.0787 2023-12-18 17:14:45,806 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 1 day, 11:14:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9056, loss_cls: 2.1225, loss: 2.1225 2023-12-18 17:15:07,562 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 1 day, 11:13:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9044, loss_cls: 2.0971, loss: 2.0971 2023-12-18 17:15:29,583 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 1 day, 11:13:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9156, loss_cls: 2.1205, loss: 2.1205 2023-12-18 17:15:51,485 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 1 day, 11:12:34, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9087, loss_cls: 2.1120, loss: 2.1120 2023-12-18 17:16:12,861 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 1 day, 11:11:49, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9075, loss_cls: 2.1075, loss: 2.1075 2023-12-18 17:16:34,859 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 1 day, 11:11:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9119, loss_cls: 2.1115, loss: 2.1115 2023-12-18 17:16:56,907 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 1 day, 11:10:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9169, loss_cls: 2.0656, loss: 2.0656 2023-12-18 17:17:18,666 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 1 day, 11:10:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9144, loss_cls: 2.0899, loss: 2.0899 2023-12-18 17:17:40,817 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 1 day, 11:09:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9050, loss_cls: 2.1480, loss: 2.1480 2023-12-18 17:18:02,927 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 1 day, 11:08:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9031, loss_cls: 2.1324, loss: 2.1324 2023-12-18 17:18:24,614 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 1 day, 11:08:17, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9163, loss_cls: 2.1026, loss: 2.1026 2023-12-18 17:18:46,652 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 1 day, 11:07:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9181, loss_cls: 2.0875, loss: 2.0875 2023-12-18 17:19:08,595 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 1 day, 11:07:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.8944, loss_cls: 2.1703, loss: 2.1703 2023-12-18 17:19:31,040 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 1 day, 11:06:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9187, loss_cls: 2.0687, loss: 2.0687 2023-12-18 17:19:53,061 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 1 day, 11:06:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9056, loss_cls: 2.1674, loss: 2.1674 2023-12-18 17:20:15,412 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 1 day, 11:05:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9194, loss_cls: 2.0729, loss: 2.0729 2023-12-18 17:20:37,708 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 1 day, 11:05:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9131, loss_cls: 2.1113, loss: 2.1113 2023-12-18 17:20:59,957 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 1 day, 11:04:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9038, loss_cls: 2.1242, loss: 2.1242 2023-12-18 17:21:21,789 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 1 day, 11:04:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9225, loss_cls: 2.0559, loss: 2.0559 2023-12-18 17:21:43,813 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 1 day, 11:03:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9087, loss_cls: 2.0997, loss: 2.0997 2023-12-18 17:22:06,292 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 1 day, 11:03:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9100, loss_cls: 2.1373, loss: 2.1373 2023-12-18 17:22:28,472 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 1 day, 11:02:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9081, loss_cls: 2.0498, loss: 2.0498 2023-12-18 17:22:50,624 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 1 day, 11:02:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9025, loss_cls: 2.1688, loss: 2.1688 2023-12-18 17:23:00,293 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-18 17:26:16,917 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 17:26:17,376 - pyskl - INFO - top1_acc 0.6130 top5_acc 0.8995 2023-12-18 17:26:17,392 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6130, top5_acc: 0.8995 2023-12-18 17:27:09,936 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 1 day, 11:06:53, time: 0.525, data_time: 0.307, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9144, loss_cls: 2.0913, loss: 2.0913 2023-12-18 17:27:31,279 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 1 day, 11:06:08, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9144, loss_cls: 2.0124, loss: 2.0124 2023-12-18 17:27:52,767 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 1 day, 11:05:25, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9206, loss_cls: 2.0214, loss: 2.0214 2023-12-18 17:28:14,442 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 1 day, 11:04:46, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9069, loss_cls: 2.1371, loss: 2.1371 2023-12-18 17:28:36,392 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 1 day, 11:04:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9263, loss_cls: 2.0136, loss: 2.0136 2023-12-18 17:28:58,027 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 1 day, 11:03:31, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9187, loss_cls: 2.0450, loss: 2.0450 2023-12-18 17:29:20,081 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 1 day, 11:02:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9137, loss_cls: 2.0421, loss: 2.0421 2023-12-18 17:29:42,261 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 1 day, 11:02:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9069, loss_cls: 2.1178, loss: 2.1178 2023-12-18 17:30:04,892 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 1 day, 11:02:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9194, loss_cls: 2.0578, loss: 2.0578 2023-12-18 17:30:27,238 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 1 day, 11:01:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9081, loss_cls: 2.0674, loss: 2.0674 2023-12-18 17:30:48,938 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 1 day, 11:00:55, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.8944, loss_cls: 2.1367, loss: 2.1367 2023-12-18 17:31:10,850 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 1 day, 11:00:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9181, loss_cls: 2.1216, loss: 2.1216 2023-12-18 17:31:32,727 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 1 day, 10:59:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9106, loss_cls: 2.1191, loss: 2.1191 2023-12-18 17:31:54,745 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 1 day, 10:59:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9081, loss_cls: 2.1080, loss: 2.1080 2023-12-18 17:32:16,868 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 1 day, 10:58:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9144, loss_cls: 2.0455, loss: 2.0455 2023-12-18 17:32:38,750 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 1 day, 10:58:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9269, loss_cls: 2.0374, loss: 2.0374 2023-12-18 17:33:00,344 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 1 day, 10:57:24, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9050, loss_cls: 2.1107, loss: 2.1107 2023-12-18 17:33:22,136 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 1 day, 10:56:47, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9069, loss_cls: 2.1520, loss: 2.1520 2023-12-18 17:33:44,795 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 1 day, 10:56:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 2.0134, loss: 2.0134 2023-12-18 17:34:06,460 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 1 day, 10:55:45, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9187, loss_cls: 2.0504, loss: 2.0504 2023-12-18 17:34:28,266 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 1 day, 10:55:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9113, loss_cls: 2.0528, loss: 2.0528 2023-12-18 17:34:49,789 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 1 day, 10:54:29, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9144, loss_cls: 2.0951, loss: 2.0951 2023-12-18 17:35:12,293 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 1 day, 10:54:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9163, loss_cls: 2.0446, loss: 2.0446 2023-12-18 17:35:35,013 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 1 day, 10:53:40, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9113, loss_cls: 2.0920, loss: 2.0920 2023-12-18 17:35:57,243 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 1 day, 10:53:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9150, loss_cls: 2.0819, loss: 2.0819 2023-12-18 17:36:19,376 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 1 day, 10:52:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9225, loss_cls: 2.0715, loss: 2.0715 2023-12-18 17:36:41,630 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 1 day, 10:52:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9119, loss_cls: 2.1135, loss: 2.1135 2023-12-18 17:37:03,582 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 1 day, 10:51:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9062, loss_cls: 2.0859, loss: 2.0859 2023-12-18 17:37:25,646 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 1 day, 10:51:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9206, loss_cls: 2.0462, loss: 2.0462 2023-12-18 17:37:48,040 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 1 day, 10:50:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9206, loss_cls: 2.0398, loss: 2.0398 2023-12-18 17:38:10,505 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 1 day, 10:50:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9044, loss_cls: 2.1294, loss: 2.1294 2023-12-18 17:38:32,693 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 1 day, 10:49:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9100, loss_cls: 2.0853, loss: 2.0853 2023-12-18 17:38:55,000 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 1 day, 10:49:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9194, loss_cls: 2.0756, loss: 2.0756 2023-12-18 17:39:17,008 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 1 day, 10:48:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9169, loss_cls: 2.1018, loss: 2.1018 2023-12-18 17:39:38,676 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 1 day, 10:48:03, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9175, loss_cls: 2.0944, loss: 2.0944 2023-12-18 17:40:00,918 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 1 day, 10:47:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9163, loss_cls: 2.0709, loss: 2.0709 2023-12-18 17:40:22,992 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 1 day, 10:47:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9231, loss_cls: 2.0970, loss: 2.0970 2023-12-18 17:40:45,092 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 1 day, 10:46:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9175, loss_cls: 2.0472, loss: 2.0472 2023-12-18 17:41:07,029 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 1 day, 10:45:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9081, loss_cls: 2.1033, loss: 2.1033 2023-12-18 17:41:16,757 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-18 17:44:32,547 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 17:44:33,027 - pyskl - INFO - top1_acc 0.6122 top5_acc 0.8957 2023-12-18 17:44:33,043 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6122, top5_acc: 0.8957 2023-12-18 17:45:24,480 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 1 day, 10:50:01, time: 0.514, data_time: 0.295, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9131, loss_cls: 2.1078, loss: 2.1078 2023-12-18 17:45:46,112 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 1 day, 10:49:23, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9325, loss_cls: 2.0155, loss: 2.0155 2023-12-18 17:46:09,373 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 1 day, 10:49:08, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9150, loss_cls: 2.0753, loss: 2.0753 2023-12-18 17:46:32,290 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 1 day, 10:48:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9187, loss_cls: 2.0759, loss: 2.0759 2023-12-18 17:46:54,773 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 1 day, 10:48:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9350, loss_cls: 1.9917, loss: 1.9917 2023-12-18 17:47:17,141 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 1 day, 10:47:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9100, loss_cls: 2.0759, loss: 2.0759 2023-12-18 17:47:39,943 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 1 day, 10:47:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9187, loss_cls: 2.0412, loss: 2.0412 2023-12-18 17:48:01,897 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 1 day, 10:46:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9150, loss_cls: 2.0437, loss: 2.0437 2023-12-18 17:48:23,939 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 1 day, 10:46:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9169, loss_cls: 2.0623, loss: 2.0623 2023-12-18 17:48:46,998 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 1 day, 10:46:08, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9225, loss_cls: 2.0604, loss: 2.0604 2023-12-18 17:49:09,518 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 1 day, 10:45:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9094, loss_cls: 2.0920, loss: 2.0920 2023-12-18 17:49:32,023 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 1 day, 10:45:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9144, loss_cls: 2.0601, loss: 2.0601 2023-12-18 17:49:53,959 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 1 day, 10:44:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9125, loss_cls: 2.1235, loss: 2.1235 2023-12-18 17:50:15,387 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 1 day, 10:44:02, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9169, loss_cls: 2.0495, loss: 2.0495 2023-12-18 17:50:37,266 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 1 day, 10:43:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9094, loss_cls: 2.0688, loss: 2.0688 2023-12-18 17:50:59,635 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 1 day, 10:43:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9231, loss_cls: 2.0277, loss: 2.0277 2023-12-18 17:51:21,726 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 1 day, 10:42:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9237, loss_cls: 2.0731, loss: 2.0731 2023-12-18 17:51:44,174 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 1 day, 10:42:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9081, loss_cls: 2.1333, loss: 2.1333 2023-12-18 17:52:06,859 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 1 day, 10:41:40, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9200, loss_cls: 2.0396, loss: 2.0396 2023-12-18 17:52:30,024 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 1 day, 10:41:23, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9244, loss_cls: 2.0245, loss: 2.0245 2023-12-18 17:52:52,966 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 1 day, 10:41:03, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9200, loss_cls: 2.0380, loss: 2.0380 2023-12-18 17:53:15,355 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 1 day, 10:40:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9200, loss_cls: 2.0393, loss: 2.0393 2023-12-18 17:53:37,686 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 1 day, 10:40:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9144, loss_cls: 2.0472, loss: 2.0472 2023-12-18 17:54:00,001 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 1 day, 10:39:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9175, loss_cls: 2.0735, loss: 2.0735 2023-12-18 17:54:21,717 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 1 day, 10:39:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9038, loss_cls: 2.1414, loss: 2.1414 2023-12-18 17:54:44,248 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 1 day, 10:38:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9087, loss_cls: 2.0974, loss: 2.0974 2023-12-18 17:55:06,588 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 1 day, 10:38:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9237, loss_cls: 2.0225, loss: 2.0225 2023-12-18 17:55:29,224 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 1 day, 10:37:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9119, loss_cls: 2.0799, loss: 2.0799 2023-12-18 17:55:51,829 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 1 day, 10:37:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9069, loss_cls: 2.0848, loss: 2.0848 2023-12-18 17:56:13,769 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 1 day, 10:36:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 2.0258, loss: 2.0258 2023-12-18 17:56:35,723 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 1 day, 10:36:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9137, loss_cls: 2.0840, loss: 2.0840 2023-12-18 17:56:57,328 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 1 day, 10:35:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9169, loss_cls: 2.0320, loss: 2.0320 2023-12-18 17:57:19,100 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 1 day, 10:35:06, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9194, loss_cls: 1.9965, loss: 1.9965 2023-12-18 17:57:41,426 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 1 day, 10:34:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9038, loss_cls: 2.1148, loss: 2.1148 2023-12-18 17:58:03,355 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 1 day, 10:34:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9250, loss_cls: 2.0061, loss: 2.0061 2023-12-18 17:58:25,807 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 1 day, 10:33:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9113, loss_cls: 2.1076, loss: 2.1076 2023-12-18 17:58:48,235 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 1 day, 10:33:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9231, loss_cls: 2.0213, loss: 2.0213 2023-12-18 17:59:10,340 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 1 day, 10:32:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9181, loss_cls: 2.0451, loss: 2.0451 2023-12-18 17:59:32,435 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 1 day, 10:32:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9206, loss_cls: 2.0414, loss: 2.0414 2023-12-18 17:59:42,149 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-18 18:02:58,774 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 18:02:59,461 - pyskl - INFO - top1_acc 0.5814 top5_acc 0.8691 2023-12-18 18:02:59,480 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.5814, top5_acc: 0.8691 2023-12-18 18:03:51,522 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 1 day, 10:35:57, time: 0.520, data_time: 0.299, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9225, loss_cls: 2.0140, loss: 2.0140 2023-12-18 18:04:14,487 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 1 day, 10:35:37, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9250, loss_cls: 1.9501, loss: 1.9501 2023-12-18 18:04:36,357 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 1 day, 10:35:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9094, loss_cls: 2.0065, loss: 2.0065 2023-12-18 18:04:57,708 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 1 day, 10:34:23, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9250, loss_cls: 1.9934, loss: 1.9934 2023-12-18 18:05:19,807 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 1 day, 10:33:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9169, loss_cls: 2.0277, loss: 2.0277 2023-12-18 18:05:41,807 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 1 day, 10:33:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9269, loss_cls: 2.0105, loss: 2.0105 2023-12-18 18:06:04,038 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 1 day, 10:32:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9200, loss_cls: 2.0092, loss: 2.0092 2023-12-18 18:06:26,385 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 1 day, 10:32:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9206, loss_cls: 2.0474, loss: 2.0474 2023-12-18 18:06:49,357 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 1 day, 10:32:03, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9087, loss_cls: 2.0729, loss: 2.0729 2023-12-18 18:07:11,368 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 1 day, 10:31:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9144, loss_cls: 2.0516, loss: 2.0516 2023-12-18 18:07:33,497 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 1 day, 10:31:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 1.9678, loss: 1.9678 2023-12-18 18:07:55,091 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 1 day, 10:30:25, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9094, loss_cls: 2.0835, loss: 2.0835 2023-12-18 18:08:16,641 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 10:29:47, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9131, loss_cls: 2.0404, loss: 2.0404 2023-12-18 18:08:37,954 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 10:29:07, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9231, loss_cls: 2.0759, loss: 2.0759 2023-12-18 18:08:59,309 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 10:28:28, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9119, loss_cls: 2.0700, loss: 2.0700 2023-12-18 18:09:20,999 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 10:27:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9144, loss_cls: 2.0701, loss: 2.0701 2023-12-18 18:09:42,788 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 10:27:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 2.0358, loss: 2.0358 2023-12-18 18:10:04,286 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 10:26:41, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9100, loss_cls: 2.0512, loss: 2.0512 2023-12-18 18:10:26,628 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 10:26:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9200, loss_cls: 2.0458, loss: 2.0458 2023-12-18 18:10:48,547 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 10:25:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9113, loss_cls: 2.0843, loss: 2.0843 2023-12-18 18:11:10,196 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 10:25:06, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9287, loss_cls: 1.9811, loss: 1.9811 2023-12-18 18:11:32,529 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 10:24:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9156, loss_cls: 2.0522, loss: 2.0522 2023-12-18 18:11:54,731 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 10:24:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9206, loss_cls: 2.0148, loss: 2.0148 2023-12-18 18:12:16,667 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 10:23:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 1.9468, loss: 1.9468 2023-12-18 18:12:38,884 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 10:23:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9250, loss_cls: 2.0330, loss: 2.0330 2023-12-18 18:13:01,092 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 10:22:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9187, loss_cls: 2.0543, loss: 2.0543 2023-12-18 18:13:24,352 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 10:22:25, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9181, loss_cls: 2.0113, loss: 2.0113 2023-12-18 18:13:46,853 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 10:22:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9119, loss_cls: 2.1113, loss: 2.1113 2023-12-18 18:14:09,097 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 10:21:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9181, loss_cls: 2.0596, loss: 2.0596 2023-12-18 18:14:30,977 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 10:20:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 1.9642, loss: 1.9642 2023-12-18 18:14:53,212 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 10:20:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9144, loss_cls: 2.0747, loss: 2.0747 2023-12-18 18:15:15,702 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 10:20:06, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9213, loss_cls: 2.0086, loss: 2.0086 2023-12-18 18:15:37,974 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 10:19:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9244, loss_cls: 2.0404, loss: 2.0404 2023-12-18 18:15:59,939 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 10:19:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9181, loss_cls: 2.0175, loss: 2.0175 2023-12-18 18:16:21,943 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 10:18:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9256, loss_cls: 2.0377, loss: 2.0377 2023-12-18 18:16:44,283 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 10:18:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9150, loss_cls: 2.0336, loss: 2.0336 2023-12-18 18:17:06,585 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 10:17:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9206, loss_cls: 2.0378, loss: 2.0378 2023-12-18 18:17:28,968 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 10:17:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9175, loss_cls: 2.0023, loss: 2.0023 2023-12-18 18:17:51,277 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 10:16:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9044, loss_cls: 2.1032, loss: 2.1032 2023-12-18 18:18:00,813 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-18 18:21:16,162 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 18:21:16,620 - pyskl - INFO - top1_acc 0.6297 top5_acc 0.9058 2023-12-18 18:21:16,625 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_7.pth was removed 2023-12-18 18:21:16,804 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2023-12-18 18:21:16,806 - pyskl - INFO - Best top1_acc is 0.6297 at 12 epoch. 2023-12-18 18:21:16,822 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6297, top5_acc: 0.9058 2023-12-18 18:22:07,322 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 10:19:51, time: 0.505, data_time: 0.284, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9163, loss_cls: 2.0252, loss: 2.0252 2023-12-18 18:22:29,207 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 10:19:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9219, loss_cls: 2.0253, loss: 2.0253 2023-12-18 18:22:50,839 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 10:18:43, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9281, loss_cls: 1.9990, loss: 1.9990 2023-12-18 18:23:12,604 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 10:18:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9213, loss_cls: 2.0322, loss: 2.0322 2023-12-18 18:23:34,918 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 10:17:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9137, loss_cls: 1.9700, loss: 1.9700 2023-12-18 18:23:57,091 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 10:17:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 1.9475, loss: 1.9475 2023-12-18 18:24:19,295 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 10:16:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9131, loss_cls: 2.0132, loss: 2.0132 2023-12-18 18:24:41,202 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 10:16:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9131, loss_cls: 2.0500, loss: 2.0500 2023-12-18 18:25:02,824 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 10:15:37, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9113, loss_cls: 2.0412, loss: 2.0412 2023-12-18 18:25:24,839 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 10:15:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9206, loss_cls: 2.0509, loss: 2.0509 2023-12-18 18:25:46,726 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 10:14:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9156, loss_cls: 2.0752, loss: 2.0752 2023-12-18 18:26:08,322 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 10:13:59, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9144, loss_cls: 2.0460, loss: 2.0460 2023-12-18 18:26:30,228 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 10:13:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9256, loss_cls: 2.0301, loss: 2.0301 2023-12-18 18:26:52,296 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 10:12:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9331, loss_cls: 2.0207, loss: 2.0207 2023-12-18 18:27:13,975 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 10:12:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9225, loss_cls: 2.0555, loss: 2.0555 2023-12-18 18:27:35,701 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 10:11:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9175, loss_cls: 2.0373, loss: 2.0373 2023-12-18 18:27:57,788 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 10:11:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9200, loss_cls: 2.0340, loss: 2.0340 2023-12-18 18:28:19,809 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 10:10:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9125, loss_cls: 2.1360, loss: 2.1360 2023-12-18 18:28:41,489 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 10:10:16, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9062, loss_cls: 2.0673, loss: 2.0673 2023-12-18 18:29:03,387 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 10:09:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9187, loss_cls: 2.0570, loss: 2.0570 2023-12-18 18:29:25,811 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 10:09:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9206, loss_cls: 2.0437, loss: 2.0437 2023-12-18 18:29:48,133 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 10:08:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9156, loss_cls: 2.0333, loss: 2.0333 2023-12-18 18:30:10,032 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 10:08:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9244, loss_cls: 2.0087, loss: 2.0087 2023-12-18 18:30:32,269 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 10:07:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9206, loss_cls: 2.0179, loss: 2.0179 2023-12-18 18:30:54,423 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 10:07:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9156, loss_cls: 1.9726, loss: 1.9726 2023-12-18 18:31:17,127 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 10:07:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9313, loss_cls: 1.9596, loss: 1.9596 2023-12-18 18:31:39,586 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 10:06:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9263, loss_cls: 1.9669, loss: 1.9669 2023-12-18 18:32:01,509 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 10:06:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9087, loss_cls: 2.0286, loss: 2.0286 2023-12-18 18:32:23,358 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 10:05:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9187, loss_cls: 2.0602, loss: 2.0602 2023-12-18 18:32:45,705 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 10:05:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 1.9578, loss: 1.9578 2023-12-18 18:33:07,682 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 10:04:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9044, loss_cls: 2.1147, loss: 2.1147 2023-12-18 18:33:30,093 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 10:04:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9294, loss_cls: 2.0157, loss: 2.0157 2023-12-18 18:33:52,346 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 10:03:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9350, loss_cls: 1.9894, loss: 1.9894 2023-12-18 18:34:14,860 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 10:03:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9287, loss_cls: 2.0417, loss: 2.0417 2023-12-18 18:34:37,462 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 10:02:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9294, loss_cls: 1.9311, loss: 1.9311 2023-12-18 18:34:59,717 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 10:02:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9225, loss_cls: 2.0419, loss: 2.0419 2023-12-18 18:35:22,053 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 10:02:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9219, loss_cls: 2.0529, loss: 2.0529 2023-12-18 18:35:43,995 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 10:01:30, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9213, loss_cls: 2.0440, loss: 2.0440 2023-12-18 18:36:06,257 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 10:01:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9144, loss_cls: 2.0659, loss: 2.0659 2023-12-18 18:36:15,839 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-18 18:39:31,231 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 18:39:31,694 - pyskl - INFO - top1_acc 0.6444 top5_acc 0.9142 2023-12-18 18:39:31,698 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_12.pth was removed 2023-12-18 18:39:31,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-18 18:39:31,882 - pyskl - INFO - Best top1_acc is 0.6444 at 13 epoch. 2023-12-18 18:39:31,900 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6444, top5_acc: 0.9142 2023-12-18 18:40:21,155 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 10:03:35, time: 0.492, data_time: 0.270, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9194, loss_cls: 2.0259, loss: 2.0259 2023-12-18 18:40:42,497 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 10:02:58, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9206, loss_cls: 1.9546, loss: 1.9546 2023-12-18 18:41:04,787 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 10:02:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 1.9156, loss: 1.9156 2023-12-18 18:41:26,861 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 10:02:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9156, loss_cls: 2.0112, loss: 2.0112 2023-12-18 18:41:49,018 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 10:01:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9213, loss_cls: 1.9882, loss: 1.9882 2023-12-18 18:42:11,265 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 10:01:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9281, loss_cls: 2.0084, loss: 2.0084 2023-12-18 18:42:33,584 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 10:00:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9225, loss_cls: 1.9925, loss: 1.9925 2023-12-18 18:42:55,657 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 10:00:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9250, loss_cls: 1.9724, loss: 1.9724 2023-12-18 18:43:17,560 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 9:59:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9300, loss_cls: 1.9912, loss: 1.9912 2023-12-18 18:43:39,096 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 9:59:03, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9137, loss_cls: 1.9716, loss: 1.9716 2023-12-18 18:44:00,940 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 9:58:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9119, loss_cls: 2.0776, loss: 2.0776 2023-12-18 18:44:23,054 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 9:58:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9056, loss_cls: 2.1123, loss: 2.1123 2023-12-18 18:44:45,439 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 9:57:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9175, loss_cls: 2.0517, loss: 2.0517 2023-12-18 18:45:07,804 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 9:57:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9169, loss_cls: 2.0310, loss: 2.0310 2023-12-18 18:45:30,030 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 9:56:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9094, loss_cls: 2.0633, loss: 2.0633 2023-12-18 18:45:52,035 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 9:56:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 2.0142, loss: 2.0142 2023-12-18 18:46:13,896 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 9:55:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9256, loss_cls: 1.9763, loss: 1.9763 2023-12-18 18:46:35,915 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 9:55:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9144, loss_cls: 2.0173, loss: 2.0173 2023-12-18 18:46:58,089 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 9:54:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9213, loss_cls: 1.9679, loss: 1.9679 2023-12-18 18:47:21,519 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 9:54:29, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9225, loss_cls: 1.9576, loss: 1.9576 2023-12-18 18:47:44,524 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 9:54:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9081, loss_cls: 2.0253, loss: 2.0253 2023-12-18 18:48:06,618 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 9:53:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9206, loss_cls: 2.0119, loss: 2.0119 2023-12-18 18:48:28,889 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 9:53:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 1.9480, loss: 1.9480 2023-12-18 18:48:50,532 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 9:52:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9150, loss_cls: 2.0427, loss: 2.0427 2023-12-18 18:49:12,861 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 9:52:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9275, loss_cls: 2.0088, loss: 2.0088 2023-12-18 18:49:34,632 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 9:51:42, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9175, loss_cls: 1.9929, loss: 1.9929 2023-12-18 18:49:56,765 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 9:51:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9094, loss_cls: 2.0685, loss: 2.0685 2023-12-18 18:50:18,653 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 9:50:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9194, loss_cls: 1.9778, loss: 1.9778 2023-12-18 18:50:40,643 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 9:50:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9275, loss_cls: 1.9721, loss: 1.9721 2023-12-18 18:51:02,958 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 9:49:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9206, loss_cls: 2.0649, loss: 2.0649 2023-12-18 18:51:25,044 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 9:49:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9269, loss_cls: 1.9865, loss: 1.9865 2023-12-18 18:51:47,080 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 9:48:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9250, loss_cls: 1.9776, loss: 1.9776 2023-12-18 18:52:09,157 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 9:48:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9206, loss_cls: 2.0205, loss: 2.0205 2023-12-18 18:52:31,270 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 9:47:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9169, loss_cls: 2.0408, loss: 2.0408 2023-12-18 18:52:54,009 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 9:47:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9231, loss_cls: 2.0737, loss: 2.0737 2023-12-18 18:53:16,462 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 9:47:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9163, loss_cls: 2.0538, loss: 2.0538 2023-12-18 18:53:38,809 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 9:46:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 1.9665, loss: 1.9665 2023-12-18 18:54:01,027 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 9:46:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9119, loss_cls: 2.0473, loss: 2.0473 2023-12-18 18:54:23,378 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 9:45:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9263, loss_cls: 1.9514, loss: 1.9514 2023-12-18 18:54:32,869 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-18 18:57:48,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 18:57:49,047 - pyskl - INFO - top1_acc 0.5761 top5_acc 0.8698 2023-12-18 18:57:49,063 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.5761, top5_acc: 0.8698 2023-12-18 18:58:39,931 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 9:48:20, time: 0.509, data_time: 0.290, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9300, loss_cls: 1.9775, loss: 1.9775 2023-12-18 18:59:01,136 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 9:47:42, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 1.9441, loss: 1.9441 2023-12-18 18:59:23,391 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 9:47:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 1.9382, loss: 1.9382 2023-12-18 18:59:45,173 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 9:46:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9319, loss_cls: 1.9910, loss: 1.9910 2023-12-18 19:00:07,319 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 9:46:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9181, loss_cls: 2.0226, loss: 2.0226 2023-12-18 19:00:29,108 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 9:45:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9175, loss_cls: 2.0419, loss: 2.0419 2023-12-18 19:00:51,324 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 9:45:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9213, loss_cls: 1.9721, loss: 1.9721 2023-12-18 19:01:13,073 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 9:44:44, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9206, loss_cls: 2.0121, loss: 2.0121 2023-12-18 19:01:34,875 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 9:44:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9300, loss_cls: 1.9357, loss: 1.9357 2023-12-18 19:01:57,115 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 9:43:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9237, loss_cls: 2.0504, loss: 2.0504 2023-12-18 19:02:19,542 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 9:43:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9213, loss_cls: 1.9710, loss: 1.9710 2023-12-18 19:02:41,449 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 9:42:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9256, loss_cls: 1.9488, loss: 1.9488 2023-12-18 19:03:03,910 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 9:42:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9206, loss_cls: 1.9621, loss: 1.9621 2023-12-18 19:03:26,221 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 9:41:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9219, loss_cls: 1.9788, loss: 1.9788 2023-12-18 19:03:48,182 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 9:41:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9150, loss_cls: 2.0301, loss: 2.0301 2023-12-18 19:04:10,585 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 9:41:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9213, loss_cls: 2.0390, loss: 2.0390 2023-12-18 19:04:32,365 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 9:40:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 1.9674, loss: 1.9674 2023-12-18 19:04:54,057 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 9:40:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9181, loss_cls: 2.0730, loss: 2.0730 2023-12-18 19:05:15,819 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 9:39:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9244, loss_cls: 2.0193, loss: 2.0193 2023-12-18 19:05:37,244 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 9:38:54, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9281, loss_cls: 2.0369, loss: 2.0369 2023-12-18 19:05:59,240 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 9:38:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9219, loss_cls: 1.9993, loss: 1.9993 2023-12-18 19:06:21,579 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 9:37:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9119, loss_cls: 2.0476, loss: 2.0476 2023-12-18 19:06:43,686 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 9:37:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 2.0126, loss: 2.0126 2023-12-18 19:07:06,019 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 9:37:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9219, loss_cls: 1.9965, loss: 1.9965 2023-12-18 19:07:28,964 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 9:36:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9287, loss_cls: 1.9846, loss: 1.9846 2023-12-18 19:07:51,343 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 9:36:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9237, loss_cls: 1.9948, loss: 1.9948 2023-12-18 19:08:13,780 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 9:35:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9219, loss_cls: 2.0319, loss: 2.0319 2023-12-18 19:08:36,087 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 9:35:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9200, loss_cls: 2.0532, loss: 2.0532 2023-12-18 19:08:58,037 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 9:34:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9194, loss_cls: 1.9929, loss: 1.9929 2023-12-18 19:09:20,403 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 9:34:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 1.9428, loss: 1.9428 2023-12-18 19:09:42,876 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 9:34:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9194, loss_cls: 2.0211, loss: 2.0211 2023-12-18 19:10:05,418 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 9:33:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9250, loss_cls: 1.9281, loss: 1.9281 2023-12-18 19:10:28,286 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 9:33:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 1.9702, loss: 1.9702 2023-12-18 19:10:51,239 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 9:33:03, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9269, loss_cls: 2.0096, loss: 2.0096 2023-12-18 19:11:13,597 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 9:32:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 1.9412, loss: 1.9412 2023-12-18 19:11:36,259 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 9:32:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9119, loss_cls: 2.0303, loss: 2.0303 2023-12-18 19:11:58,618 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 9:31:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9244, loss_cls: 1.9800, loss: 1.9800 2023-12-18 19:12:21,085 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 9:31:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9206, loss_cls: 2.0361, loss: 2.0361 2023-12-18 19:12:43,067 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 9:30:55, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9200, loss_cls: 2.0610, loss: 2.0610 2023-12-18 19:12:52,650 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-18 19:16:09,573 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 19:16:10,233 - pyskl - INFO - top1_acc 0.6019 top5_acc 0.8982 2023-12-18 19:16:10,252 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6019, top5_acc: 0.8982 2023-12-18 19:17:04,240 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 9:33:43, time: 0.540, data_time: 0.321, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9256, loss_cls: 1.9721, loss: 1.9721 2023-12-18 19:17:26,138 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 9:33:13, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9306, loss_cls: 1.9787, loss: 1.9787 2023-12-18 19:17:48,310 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 9:32:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9256, loss_cls: 2.0111, loss: 2.0111 2023-12-18 19:18:10,531 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 9:32:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 1.9165, loss: 1.9165 2023-12-18 19:18:32,913 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 9:31:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9219, loss_cls: 1.9679, loss: 1.9679 2023-12-18 19:18:54,416 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 9:31:19, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9337, loss_cls: 1.9225, loss: 1.9225 2023-12-18 19:19:15,908 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 9:30:46, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9325, loss_cls: 1.9761, loss: 1.9761 2023-12-18 19:19:37,860 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 9:30:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 1.9108, loss: 1.9108 2023-12-18 19:20:00,268 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 9:29:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 1.8961, loss: 1.8961 2023-12-18 19:20:22,219 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 9:29:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9119, loss_cls: 2.0492, loss: 2.0492 2023-12-18 19:20:44,633 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 9:28:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9269, loss_cls: 1.9891, loss: 1.9891 2023-12-18 19:21:06,904 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 9:28:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9137, loss_cls: 2.0396, loss: 2.0396 2023-12-18 19:21:28,652 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 9:27:58, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9225, loss_cls: 1.9956, loss: 1.9956 2023-12-18 19:21:50,493 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 9:27:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9125, loss_cls: 2.0499, loss: 2.0499 2023-12-18 19:22:12,717 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 9:27:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9237, loss_cls: 1.9793, loss: 1.9793 2023-12-18 19:22:34,904 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 9:26:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9206, loss_cls: 1.9653, loss: 1.9653 2023-12-18 19:22:57,091 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 9:26:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9337, loss_cls: 1.9711, loss: 1.9711 2023-12-18 19:23:18,961 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 9:25:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9313, loss_cls: 1.9740, loss: 1.9740 2023-12-18 19:23:40,988 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 9:25:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9156, loss_cls: 2.0327, loss: 2.0327 2023-12-18 19:24:03,009 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 9:24:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9250, loss_cls: 1.9679, loss: 1.9679 2023-12-18 19:24:24,752 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 9:24:08, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9044, loss_cls: 2.0445, loss: 2.0445 2023-12-18 19:24:46,344 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 9:23:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9163, loss_cls: 2.0331, loss: 2.0331 2023-12-18 19:25:08,246 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 9:23:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9225, loss_cls: 1.9937, loss: 1.9937 2023-12-18 19:25:30,861 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 9:22:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9394, loss_cls: 1.9321, loss: 1.9321 2023-12-18 19:25:53,142 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 9:22:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9287, loss_cls: 1.9656, loss: 1.9656 2023-12-18 19:26:15,045 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 9:21:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9237, loss_cls: 2.0025, loss: 2.0025 2023-12-18 19:26:37,172 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 9:21:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9187, loss_cls: 2.0236, loss: 2.0236 2023-12-18 19:26:59,437 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 9:20:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 1.9530, loss: 1.9530 2023-12-18 19:27:21,092 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 9:20:22, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 1.9352, loss: 1.9352 2023-12-18 19:27:42,650 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 9:19:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9356, loss_cls: 1.9997, loss: 1.9997 2023-12-18 19:28:04,306 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 9:19:18, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9325, loss_cls: 1.9093, loss: 1.9093 2023-12-18 19:28:26,144 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 9:18:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9306, loss_cls: 1.9742, loss: 1.9742 2023-12-18 19:28:48,413 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 9:18:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9275, loss_cls: 1.9776, loss: 1.9776 2023-12-18 19:29:10,837 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 9:17:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9263, loss_cls: 1.9622, loss: 1.9622 2023-12-18 19:29:33,002 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 9:17:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9213, loss_cls: 1.9990, loss: 1.9990 2023-12-18 19:29:55,501 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 9:17:06, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9213, loss_cls: 2.0000, loss: 2.0000 2023-12-18 19:30:17,855 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 9:16:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 1.9348, loss: 1.9348 2023-12-18 19:30:40,131 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 9:16:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9237, loss_cls: 2.0173, loss: 2.0173 2023-12-18 19:31:02,361 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 9:15:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9263, loss_cls: 1.9600, loss: 1.9600 2023-12-18 19:31:12,122 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-18 19:34:28,524 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 19:34:28,981 - pyskl - INFO - top1_acc 0.6367 top5_acc 0.9031 2023-12-18 19:34:28,999 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6367, top5_acc: 0.9031 2023-12-18 19:35:21,329 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 9:18:08, time: 0.523, data_time: 0.296, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9213, loss_cls: 1.9577, loss: 1.9577 2023-12-18 19:35:43,359 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 9:17:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9225, loss_cls: 2.0120, loss: 2.0120 2023-12-18 19:36:05,589 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 9:17:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9237, loss_cls: 1.9873, loss: 1.9873 2023-12-18 19:36:27,756 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 9:16:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9263, loss_cls: 1.9912, loss: 1.9912 2023-12-18 19:36:49,959 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 9:16:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9419, loss_cls: 1.9188, loss: 1.9188 2023-12-18 19:37:12,530 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 9:15:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9313, loss_cls: 2.0118, loss: 2.0118 2023-12-18 19:37:34,868 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 9:15:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9294, loss_cls: 1.9726, loss: 1.9726 2023-12-18 19:37:56,953 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 9:15:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9225, loss_cls: 2.0064, loss: 2.0064 2023-12-18 19:38:19,293 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 9:14:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 1.8952, loss: 1.8952 2023-12-18 19:38:41,996 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 9:14:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9131, loss_cls: 1.9913, loss: 1.9913 2023-12-18 19:39:03,750 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 9:13:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9294, loss_cls: 1.9514, loss: 1.9514 2023-12-18 19:39:26,025 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 9:13:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9381, loss_cls: 1.9538, loss: 1.9538 2023-12-18 19:39:48,696 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 9:12:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9194, loss_cls: 2.0206, loss: 2.0206 2023-12-18 19:40:11,646 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 9:12:33, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9294, loss_cls: 1.9879, loss: 1.9879 2023-12-18 19:40:33,920 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 9:12:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9263, loss_cls: 1.9784, loss: 1.9784 2023-12-18 19:40:56,226 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 9:11:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9313, loss_cls: 2.0071, loss: 2.0071 2023-12-18 19:41:18,619 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 9:11:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9325, loss_cls: 1.9276, loss: 1.9276 2023-12-18 19:41:41,076 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 9:10:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 1.9738, loss: 1.9738 2023-12-18 19:42:02,917 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 9:10:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9150, loss_cls: 1.9945, loss: 1.9945 2023-12-18 19:42:24,724 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 9:09:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9269, loss_cls: 1.9543, loss: 1.9543 2023-12-18 19:42:46,596 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 9:09:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9319, loss_cls: 1.9315, loss: 1.9315 2023-12-18 19:43:08,986 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 9:08:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9237, loss_cls: 1.9685, loss: 1.9685 2023-12-18 19:43:31,419 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 9:08:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9425, loss_cls: 1.8943, loss: 1.8943 2023-12-18 19:43:53,640 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 9:08:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9313, loss_cls: 1.9449, loss: 1.9449 2023-12-18 19:44:15,977 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 9:07:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9225, loss_cls: 1.9722, loss: 1.9722 2023-12-18 19:44:38,181 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 9:07:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 1.9627, loss: 1.9627 2023-12-18 19:45:00,149 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 9:06:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9237, loss_cls: 2.0077, loss: 2.0077 2023-12-18 19:45:22,524 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 9:06:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 1.9535, loss: 1.9535 2023-12-18 19:45:44,663 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 9:05:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 1.9960, loss: 1.9960 2023-12-18 19:46:06,556 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 9:05:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9225, loss_cls: 1.9739, loss: 1.9739 2023-12-18 19:46:28,907 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 9:04:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 1.8961, loss: 1.8961 2023-12-18 19:46:51,434 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 9:04:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9263, loss_cls: 1.9888, loss: 1.9888 2023-12-18 19:47:13,479 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 9:04:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9250, loss_cls: 1.9627, loss: 1.9627 2023-12-18 19:47:35,487 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 9:03:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9194, loss_cls: 1.9961, loss: 1.9961 2023-12-18 19:47:57,147 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 9:03:07, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9269, loss_cls: 1.9479, loss: 1.9479 2023-12-18 19:48:19,285 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 9:02:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9150, loss_cls: 2.0397, loss: 2.0397 2023-12-18 19:48:41,441 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 9:02:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 1.9339, loss: 1.9339 2023-12-18 19:49:03,550 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 9:01:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9263, loss_cls: 1.9428, loss: 1.9428 2023-12-18 19:49:25,869 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 9:01:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9075, loss_cls: 2.1001, loss: 2.1001 2023-12-18 19:49:35,475 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-18 19:52:52,971 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 19:52:53,447 - pyskl - INFO - top1_acc 0.6596 top5_acc 0.9161 2023-12-18 19:52:53,453 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_13.pth was removed 2023-12-18 19:52:53,624 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2023-12-18 19:52:53,626 - pyskl - INFO - Best top1_acc is 0.6596 at 17 epoch. 2023-12-18 19:52:53,642 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6596, top5_acc: 0.9161 2023-12-18 19:53:40,842 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 9:02:49, time: 0.472, data_time: 0.255, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9281, loss_cls: 1.9756, loss: 1.9756 2023-12-18 19:54:02,058 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 9:02:14, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 2.0233, loss: 2.0233 2023-12-18 19:54:24,060 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 9:01:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9375, loss_cls: 1.8927, loss: 1.8927 2023-12-18 19:54:46,300 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 9:01:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9269, loss_cls: 1.9845, loss: 1.9845 2023-12-18 19:55:08,483 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 9:00:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9263, loss_cls: 1.9624, loss: 1.9624 2023-12-18 19:55:30,720 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 9:00:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9287, loss_cls: 1.9517, loss: 1.9517 2023-12-18 19:55:53,025 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 9:00:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 1.8723, loss: 1.8723 2023-12-18 19:56:15,119 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 8:59:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9331, loss_cls: 1.8907, loss: 1.8907 2023-12-18 19:56:37,214 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 8:59:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9294, loss_cls: 1.9644, loss: 1.9644 2023-12-18 19:56:59,285 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 8:58:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9419, loss_cls: 1.9026, loss: 1.9026 2023-12-18 19:57:21,328 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 8:58:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 1.9724, loss: 1.9724 2023-12-18 19:57:43,450 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 8:57:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9175, loss_cls: 1.9942, loss: 1.9942 2023-12-18 19:58:05,512 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 8:57:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 1.9103, loss: 1.9103 2023-12-18 19:58:28,074 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 8:56:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 1.9014, loss: 1.9014 2023-12-18 19:58:50,521 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 8:56:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 2.0040, loss: 2.0040 2023-12-18 19:59:12,783 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 8:56:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9200, loss_cls: 1.9839, loss: 1.9839 2023-12-18 19:59:34,724 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 8:55:34, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9225, loss_cls: 2.0111, loss: 2.0111 2023-12-18 19:59:56,638 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 8:55:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9150, loss_cls: 2.0743, loss: 2.0743 2023-12-18 20:00:18,908 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 8:54:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 1.9668, loss: 1.9668 2023-12-18 20:00:40,972 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 8:54:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9163, loss_cls: 1.9817, loss: 1.9817 2023-12-18 20:01:02,945 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 8:53:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9219, loss_cls: 1.9583, loss: 1.9583 2023-12-18 20:01:25,546 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 8:53:20, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9213, loss_cls: 1.9891, loss: 1.9891 2023-12-18 20:01:48,665 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 8:53:01, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9237, loss_cls: 1.8945, loss: 1.8945 2023-12-18 20:02:10,705 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 8:52:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9250, loss_cls: 1.9968, loss: 1.9968 2023-12-18 20:02:33,097 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 8:52:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9281, loss_cls: 1.9423, loss: 1.9423 2023-12-18 20:02:55,361 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 8:51:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9144, loss_cls: 2.0401, loss: 2.0401 2023-12-18 20:03:17,676 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 8:51:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9363, loss_cls: 1.8846, loss: 1.8846 2023-12-18 20:03:40,027 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 8:50:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9287, loss_cls: 1.9515, loss: 1.9515 2023-12-18 20:04:02,421 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 8:50:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 1.9364, loss: 1.9364 2023-12-18 20:04:24,412 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 8:49:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9237, loss_cls: 1.9885, loss: 1.9885 2023-12-18 20:04:47,152 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 8:49:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9306, loss_cls: 1.8889, loss: 1.8889 2023-12-18 20:05:09,509 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 8:49:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 1.9358, loss: 1.9358 2023-12-18 20:05:31,436 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 8:48:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9281, loss_cls: 1.9893, loss: 1.9893 2023-12-18 20:05:53,696 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 8:48:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9325, loss_cls: 1.9663, loss: 1.9663 2023-12-18 20:06:15,953 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 8:47:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 1.9866, loss: 1.9866 2023-12-18 20:06:38,496 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 8:47:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9169, loss_cls: 2.0072, loss: 2.0072 2023-12-18 20:07:00,401 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 8:46:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9325, loss_cls: 1.8912, loss: 1.8912 2023-12-18 20:07:22,684 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 8:46:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9294, loss_cls: 1.9724, loss: 1.9724 2023-12-18 20:07:44,461 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 8:46:04, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9331, loss_cls: 1.9547, loss: 1.9547 2023-12-18 20:07:53,737 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-18 20:11:10,786 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 20:11:11,239 - pyskl - INFO - top1_acc 0.6493 top5_acc 0.9066 2023-12-18 20:11:11,254 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6493, top5_acc: 0.9066 2023-12-18 20:12:00,856 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 8:47:43, time: 0.496, data_time: 0.275, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9275, loss_cls: 1.9706, loss: 1.9706 2023-12-18 20:12:22,923 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 8:47:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 1.9624, loss: 1.9624 2023-12-18 20:12:44,704 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 8:46:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9225, loss_cls: 1.9899, loss: 1.9899 2023-12-18 20:13:06,582 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 8:46:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 1.9464, loss: 1.9464 2023-12-18 20:13:28,650 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 8:45:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9244, loss_cls: 1.9887, loss: 1.9887 2023-12-18 20:13:50,374 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 8:45:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 1.9305, loss: 1.9305 2023-12-18 20:14:13,409 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 8:45:00, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9256, loss_cls: 1.9427, loss: 1.9427 2023-12-18 20:14:35,829 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 8:44:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 1.9288, loss: 1.9288 2023-12-18 20:14:57,442 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 8:44:05, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9263, loss_cls: 1.9422, loss: 1.9422 2023-12-18 20:15:19,300 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 8:43:36, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9225, loss_cls: 1.9649, loss: 1.9649 2023-12-18 20:15:41,600 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 8:43:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9275, loss_cls: 2.0078, loss: 2.0078 2023-12-18 20:16:04,009 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 8:42:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 1.9371, loss: 1.9371 2023-12-18 20:16:26,175 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 8:42:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 1.8913, loss: 1.8913 2023-12-18 20:16:47,861 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 8:41:49, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 1.9407, loss: 1.9407 2023-12-18 20:17:10,146 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 8:41:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 1.9133, loss: 1.9133 2023-12-18 20:17:32,024 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 8:40:55, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9206, loss_cls: 1.9640, loss: 1.9640 2023-12-18 20:17:53,604 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 8:40:25, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9231, loss_cls: 1.9719, loss: 1.9719 2023-12-18 20:18:15,175 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 8:39:54, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9356, loss_cls: 1.8854, loss: 1.8854 2023-12-18 20:18:37,048 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 8:39:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9269, loss_cls: 1.9609, loss: 1.9609 2023-12-18 20:18:59,046 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 8:38:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9244, loss_cls: 1.9477, loss: 1.9477 2023-12-18 20:19:21,287 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 8:38:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9269, loss_cls: 1.9425, loss: 1.9425 2023-12-18 20:19:43,423 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 8:38:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9387, loss_cls: 1.9525, loss: 1.9525 2023-12-18 20:20:05,754 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 8:37:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 1.9564, loss: 1.9564 2023-12-18 20:20:27,751 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 8:37:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9237, loss_cls: 1.9437, loss: 1.9437 2023-12-18 20:20:49,448 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 8:36:43, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 1.9759, loss: 1.9759 2023-12-18 20:21:11,442 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 8:36:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9325, loss_cls: 1.9408, loss: 1.9408 2023-12-18 20:21:34,005 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 8:35:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 1.9242, loss: 1.9242 2023-12-18 20:21:56,392 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 8:35:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9269, loss_cls: 1.9931, loss: 1.9931 2023-12-18 20:22:18,538 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 8:35:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9337, loss_cls: 1.9418, loss: 1.9418 2023-12-18 20:22:40,907 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 8:34:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9256, loss_cls: 1.9688, loss: 1.9688 2023-12-18 20:23:03,356 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 8:34:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 1.9455, loss: 1.9455 2023-12-18 20:23:26,287 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 8:33:51, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9250, loss_cls: 1.9643, loss: 1.9643 2023-12-18 20:23:48,338 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 8:33:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9300, loss_cls: 1.9524, loss: 1.9524 2023-12-18 20:24:09,886 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 8:32:53, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9131, loss_cls: 2.0041, loss: 2.0041 2023-12-18 20:24:31,873 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 8:32:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9219, loss_cls: 2.0359, loss: 2.0359 2023-12-18 20:24:54,314 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 8:32:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9219, loss_cls: 1.9957, loss: 1.9957 2023-12-18 20:25:16,717 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 8:31:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9313, loss_cls: 1.9320, loss: 1.9320 2023-12-18 20:25:39,013 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 8:31:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 1.9392, loss: 1.9392 2023-12-18 20:26:01,238 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 8:30:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9231, loss_cls: 1.9834, loss: 1.9834 2023-12-18 20:26:10,826 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-18 20:29:28,280 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 20:29:28,747 - pyskl - INFO - top1_acc 0.6611 top5_acc 0.9241 2023-12-18 20:29:28,752 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_17.pth was removed 2023-12-18 20:29:28,914 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2023-12-18 20:29:28,915 - pyskl - INFO - Best top1_acc is 0.6611 at 19 epoch. 2023-12-18 20:29:28,931 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6611, top5_acc: 0.9241 2023-12-18 20:30:21,654 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 8:32:38, time: 0.527, data_time: 0.305, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 1.9238, loss: 1.9238 2023-12-18 20:30:43,885 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 8:32:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9169, loss_cls: 1.9478, loss: 1.9478 2023-12-18 20:31:06,096 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 8:31:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9175, loss_cls: 2.0229, loss: 2.0229 2023-12-18 20:31:28,132 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 8:31:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 1.9811, loss: 1.9811 2023-12-18 20:31:50,038 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 8:30:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9294, loss_cls: 1.9407, loss: 1.9407 2023-12-18 20:32:11,743 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 8:30:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9381, loss_cls: 1.8930, loss: 1.8930 2023-12-18 20:32:34,033 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 8:29:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9287, loss_cls: 1.9469, loss: 1.9469 2023-12-18 20:32:56,533 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 8:29:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 1.8790, loss: 1.8790 2023-12-18 20:33:18,355 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 8:29:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9406, loss_cls: 1.9162, loss: 1.9162 2023-12-18 20:33:39,961 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 8:28:33, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9119, loss_cls: 2.0314, loss: 2.0314 2023-12-18 20:34:01,548 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 8:28:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9231, loss_cls: 1.9830, loss: 1.9830 2023-12-18 20:34:23,877 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 8:27:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 1.9184, loss: 1.9184 2023-12-18 20:34:46,149 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 8:27:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 1.9574, loss: 1.9574 2023-12-18 20:35:07,916 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 8:26:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9319, loss_cls: 1.9080, loss: 1.9080 2023-12-18 20:35:29,822 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 8:26:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9287, loss_cls: 1.9350, loss: 1.9350 2023-12-18 20:35:51,402 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 8:25:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 1.9132, loss: 1.9132 2023-12-18 20:36:13,442 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 8:25:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9263, loss_cls: 1.9583, loss: 1.9583 2023-12-18 20:36:35,812 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 8:24:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9313, loss_cls: 1.9090, loss: 1.9090 2023-12-18 20:36:58,244 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 8:24:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9281, loss_cls: 1.9326, loss: 1.9326 2023-12-18 20:37:20,421 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 8:24:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 1.9257, loss: 1.9257 2023-12-18 20:37:42,337 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 8:23:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9163, loss_cls: 2.0420, loss: 2.0420 2023-12-18 20:38:04,588 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 8:23:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 1.8923, loss: 1.8923 2023-12-18 20:38:26,782 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 8:22:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 1.9850, loss: 1.9850 2023-12-18 20:38:48,823 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 8:22:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.9249, loss: 1.9249 2023-12-18 20:39:11,202 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 8:21:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 1.8783, loss: 1.8783 2023-12-18 20:39:33,642 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 8:21:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9244, loss_cls: 1.9403, loss: 1.9403 2023-12-18 20:39:56,105 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 8:21:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9294, loss_cls: 1.9403, loss: 1.9403 2023-12-18 20:40:18,009 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 8:20:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 1.8616, loss: 1.8616 2023-12-18 20:40:40,081 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 8:20:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9350, loss_cls: 1.8907, loss: 1.8907 2023-12-18 20:41:02,838 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 8:19:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 1.9312, loss: 1.9312 2023-12-18 20:41:25,141 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 8:19:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9381, loss_cls: 1.8934, loss: 1.8934 2023-12-18 20:41:47,868 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 8:18:59, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9306, loss_cls: 1.9361, loss: 1.9361 2023-12-18 20:42:10,206 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 8:18:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9275, loss_cls: 1.9614, loss: 1.9614 2023-12-18 20:42:31,780 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 8:18:04, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9413, loss_cls: 1.8937, loss: 1.8937 2023-12-18 20:42:53,250 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 8:17:33, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.9283, loss: 1.9283 2023-12-18 20:43:14,935 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 8:17:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 1.9062, loss: 1.9062 2023-12-18 20:43:37,157 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 8:16:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9206, loss_cls: 2.0140, loss: 2.0140 2023-12-18 20:43:59,431 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 8:16:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9181, loss_cls: 1.9885, loss: 1.9885 2023-12-18 20:44:21,734 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 8:15:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 1.9167, loss: 1.9167 2023-12-18 20:44:31,151 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-18 20:47:44,840 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 20:47:45,311 - pyskl - INFO - top1_acc 0.6853 top5_acc 0.9244 2023-12-18 20:47:45,315 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_19.pth was removed 2023-12-18 20:47:45,476 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2023-12-18 20:47:45,478 - pyskl - INFO - Best top1_acc is 0.6853 at 20 epoch. 2023-12-18 20:47:45,494 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6853, top5_acc: 0.9244 2023-12-18 20:48:37,075 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 8:17:25, time: 0.516, data_time: 0.295, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 1.9562, loss: 1.9562 2023-12-18 20:48:59,138 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 8:16:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.8835, loss: 1.8835 2023-12-18 20:49:21,480 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 8:16:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9344, loss_cls: 1.8994, loss: 1.8994 2023-12-18 20:49:43,509 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 8:16:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9331, loss_cls: 1.9180, loss: 1.9180 2023-12-18 20:50:05,544 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 8:15:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9281, loss_cls: 1.8949, loss: 1.8949 2023-12-18 20:50:27,832 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 8:15:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 1.9145, loss: 1.9145 2023-12-18 20:50:50,057 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 8:14:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9200, loss_cls: 1.9786, loss: 1.9786 2023-12-18 20:51:12,456 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 8:14:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 1.9605, loss: 1.9605 2023-12-18 20:51:34,818 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 8:13:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9244, loss_cls: 1.9577, loss: 1.9577 2023-12-18 20:51:56,591 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 8:13:30, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 1.8971, loss: 1.8971 2023-12-18 20:52:18,669 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 8:13:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 1.9157, loss: 1.9157 2023-12-18 20:52:40,688 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 8:12:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9331, loss_cls: 1.9075, loss: 1.9075 2023-12-18 20:53:03,346 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 8:12:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 1.9136, loss: 1.9136 2023-12-18 20:53:25,790 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 8:11:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9287, loss_cls: 1.9314, loss: 1.9314 2023-12-18 20:53:48,528 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 8:11:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9206, loss_cls: 1.9858, loss: 1.9858 2023-12-18 20:54:10,852 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 8:11:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9344, loss_cls: 1.9190, loss: 1.9190 2023-12-18 20:54:33,024 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 8:10:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9294, loss_cls: 1.9361, loss: 1.9361 2023-12-18 20:54:54,817 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 8:10:07, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9237, loss_cls: 1.9812, loss: 1.9812 2023-12-18 20:55:17,284 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 8:09:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9369, loss_cls: 1.8691, loss: 1.8691 2023-12-18 20:55:39,564 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 8:09:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9300, loss_cls: 1.9005, loss: 1.9005 2023-12-18 20:56:01,685 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 8:08:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9363, loss_cls: 1.9012, loss: 1.9012 2023-12-18 20:56:24,042 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 8:08:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9287, loss_cls: 1.9661, loss: 1.9661 2023-12-18 20:56:45,982 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 8:07:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9244, loss_cls: 1.9497, loss: 1.9497 2023-12-18 20:57:07,686 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 8:07:31, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9294, loss_cls: 1.9532, loss: 1.9532 2023-12-18 20:57:29,594 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 8:07:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 1.9142, loss: 1.9142 2023-12-18 20:57:51,474 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 8:06:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9300, loss_cls: 1.9187, loss: 1.9187 2023-12-18 20:58:13,898 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 8:06:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9256, loss_cls: 2.0334, loss: 2.0334 2023-12-18 20:58:36,235 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 8:05:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9381, loss_cls: 1.9314, loss: 1.9314 2023-12-18 20:58:58,395 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 8:05:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9294, loss_cls: 1.9709, loss: 1.9709 2023-12-18 20:59:20,568 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 8:04:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 1.9882, loss: 1.9882 2023-12-18 20:59:42,679 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 8:04:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9287, loss_cls: 1.9676, loss: 1.9676 2023-12-18 21:00:05,498 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 8:04:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9231, loss_cls: 2.0013, loss: 2.0013 2023-12-18 21:00:27,369 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 8:03:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9331, loss_cls: 1.9394, loss: 1.9394 2023-12-18 21:00:49,130 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 8:03:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 1.9226, loss: 1.9226 2023-12-18 21:01:10,694 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 8:02:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 1.9126, loss: 1.9126 2023-12-18 21:01:33,047 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 8:02:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 1.8895, loss: 1.8895 2023-12-18 21:01:55,557 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 8:01:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9044, loss_cls: 1.9893, loss: 1.9893 2023-12-18 21:02:17,418 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 8:01:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9331, loss_cls: 1.9686, loss: 1.9686 2023-12-18 21:02:39,807 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 8:01:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9250, loss_cls: 1.9443, loss: 1.9443 2023-12-18 21:02:49,365 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-18 21:06:06,165 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 21:06:06,626 - pyskl - INFO - top1_acc 0.6348 top5_acc 0.9027 2023-12-18 21:06:06,642 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6348, top5_acc: 0.9027 2023-12-18 21:06:56,386 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 8:02:19, time: 0.497, data_time: 0.277, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9331, loss_cls: 1.9152, loss: 1.9152 2023-12-18 21:07:18,227 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 8:01:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9287, loss_cls: 1.9227, loss: 1.9227 2023-12-18 21:07:40,049 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 8:01:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9331, loss_cls: 1.9117, loss: 1.9117 2023-12-18 21:08:02,314 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 8:00:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 1.8874, loss: 1.8874 2023-12-18 21:08:24,327 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 8:00:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9294, loss_cls: 1.9148, loss: 1.9148 2023-12-18 21:08:46,309 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 8:00:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9313, loss_cls: 1.8933, loss: 1.8933 2023-12-18 21:09:08,030 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 7:59:35, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9313, loss_cls: 1.9364, loss: 1.9364 2023-12-18 21:09:29,720 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 7:59:06, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 1.9069, loss: 1.9069 2023-12-18 21:09:51,516 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 7:58:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9281, loss_cls: 1.9298, loss: 1.9298 2023-12-18 21:10:13,043 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 7:58:08, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 1.9350, loss: 1.9350 2023-12-18 21:10:35,232 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 7:57:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9325, loss_cls: 1.9495, loss: 1.9495 2023-12-18 21:10:57,830 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 7:57:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9163, loss_cls: 2.0536, loss: 2.0536 2023-12-18 21:11:21,027 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 7:57:00, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9313, loss_cls: 1.9276, loss: 1.9276 2023-12-18 21:11:44,304 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 7:56:40, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9269, loss_cls: 1.9240, loss: 1.9240 2023-12-18 21:12:05,899 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 7:56:11, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 1.9297, loss: 1.9297 2023-12-18 21:12:27,584 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 7:55:42, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9356, loss_cls: 1.9080, loss: 1.9080 2023-12-18 21:12:49,520 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 7:55:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 1.9720, loss: 1.9720 2023-12-18 21:13:11,240 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 7:54:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 1.8845, loss: 1.8845 2023-12-18 21:13:33,129 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 7:54:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9400, loss_cls: 1.8369, loss: 1.8369 2023-12-18 21:13:54,929 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 7:53:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9313, loss_cls: 1.8761, loss: 1.8761 2023-12-18 21:14:17,181 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 7:53:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9225, loss_cls: 1.9831, loss: 1.9831 2023-12-18 21:14:39,396 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 7:53:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9350, loss_cls: 1.8917, loss: 1.8917 2023-12-18 21:15:01,433 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 7:52:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9337, loss_cls: 1.8604, loss: 1.8604 2023-12-18 21:15:23,396 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 7:52:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 1.8778, loss: 1.8778 2023-12-18 21:15:45,649 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 7:51:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.9018, loss: 1.9018 2023-12-18 21:16:08,068 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 7:51:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9337, loss_cls: 1.9322, loss: 1.9322 2023-12-18 21:16:30,631 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 7:50:54, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9294, loss_cls: 1.9106, loss: 1.9106 2023-12-18 21:16:53,116 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 7:50:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9294, loss_cls: 1.9374, loss: 1.9374 2023-12-18 21:17:15,763 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 7:50:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 1.9312, loss: 1.9312 2023-12-18 21:17:37,532 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 7:49:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 1.8966, loss: 1.8966 2023-12-18 21:17:59,159 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 7:49:11, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 1.9118, loss: 1.9118 2023-12-18 21:18:21,210 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 7:48:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9481, loss_cls: 1.9002, loss: 1.9002 2023-12-18 21:18:43,333 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 7:48:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 1.9499, loss: 1.9499 2023-12-18 21:19:05,345 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 7:47:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 1.8796, loss: 1.8796 2023-12-18 21:19:27,463 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 7:47:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 1.8903, loss: 1.8903 2023-12-18 21:19:49,535 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 7:47:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 1.9592, loss: 1.9592 2023-12-18 21:20:12,008 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 7:46:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9369, loss_cls: 1.9701, loss: 1.9701 2023-12-18 21:20:34,450 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 7:46:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9237, loss_cls: 1.9065, loss: 1.9065 2023-12-18 21:20:56,413 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 7:45:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9187, loss_cls: 2.0138, loss: 2.0138 2023-12-18 21:21:06,235 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-18 21:24:23,395 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 21:24:23,849 - pyskl - INFO - top1_acc 0.6690 top5_acc 0.9148 2023-12-18 21:24:23,865 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6690, top5_acc: 0.9148 2023-12-18 21:25:14,922 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 7:47:06, time: 0.511, data_time: 0.288, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9175, loss_cls: 1.9703, loss: 1.9703 2023-12-18 21:25:36,935 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 7:46:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 1.8040, loss: 1.8040 2023-12-18 21:25:58,688 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 7:46:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 1.8771, loss: 1.8771 2023-12-18 21:26:20,878 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 7:45:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 1.8969, loss: 1.8969 2023-12-18 21:26:42,406 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 7:45:16, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9444, loss_cls: 1.8044, loss: 1.8044 2023-12-18 21:27:04,697 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 7:44:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 1.8906, loss: 1.8906 2023-12-18 21:27:26,399 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 7:44:22, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9300, loss_cls: 1.8870, loss: 1.8870 2023-12-18 21:27:48,293 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 7:43:55, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9287, loss_cls: 1.9697, loss: 1.9697 2023-12-18 21:28:09,840 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 7:43:26, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9294, loss_cls: 1.9351, loss: 1.9351 2023-12-18 21:28:31,753 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 7:42:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9363, loss_cls: 1.9129, loss: 1.9129 2023-12-18 21:28:53,527 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 7:42:31, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 1.9012, loss: 1.9012 2023-12-18 21:29:15,596 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 7:42:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9181, loss_cls: 1.9868, loss: 1.9868 2023-12-18 21:29:37,838 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 7:41:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9381, loss_cls: 1.8972, loss: 1.8972 2023-12-18 21:30:00,050 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 7:41:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 1.8591, loss: 1.8591 2023-12-18 21:30:22,591 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 7:40:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9437, loss_cls: 1.8644, loss: 1.8644 2023-12-18 21:30:44,928 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 7:40:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9344, loss_cls: 1.9230, loss: 1.9230 2023-12-18 21:31:07,133 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 7:40:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 1.9176, loss: 1.9176 2023-12-18 21:31:29,571 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 7:39:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 1.8703, loss: 1.8703 2023-12-18 21:31:51,826 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 7:39:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.9179, loss: 1.9179 2023-12-18 21:32:13,797 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 7:38:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 1.8912, loss: 1.8912 2023-12-18 21:32:35,933 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 7:38:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9231, loss_cls: 1.9831, loss: 1.9831 2023-12-18 21:32:58,281 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 7:37:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 1.9716, loss: 1.9716 2023-12-18 21:33:20,421 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 7:37:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9337, loss_cls: 1.9427, loss: 1.9427 2023-12-18 21:33:42,633 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 7:37:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9219, loss_cls: 1.9500, loss: 1.9500 2023-12-18 21:34:05,044 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 7:36:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9387, loss_cls: 1.8830, loss: 1.8830 2023-12-18 21:34:27,542 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 7:36:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9250, loss_cls: 1.9395, loss: 1.9395 2023-12-18 21:34:50,484 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 7:35:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9325, loss_cls: 1.8883, loss: 1.8883 2023-12-18 21:35:12,397 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 7:35:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9263, loss_cls: 1.8998, loss: 1.8998 2023-12-18 21:35:34,285 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 7:35:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 1.9249, loss: 1.9249 2023-12-18 21:35:56,068 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 7:34:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9250, loss_cls: 1.9089, loss: 1.9089 2023-12-18 21:36:18,314 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 7:34:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 1.8711, loss: 1.8711 2023-12-18 21:36:40,144 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 7:33:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9225, loss_cls: 1.9828, loss: 1.9828 2023-12-18 21:37:02,407 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 7:33:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9300, loss_cls: 1.9545, loss: 1.9545 2023-12-18 21:37:24,725 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 7:32:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9244, loss_cls: 1.9225, loss: 1.9225 2023-12-18 21:37:46,792 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 7:32:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 1.9099, loss: 1.9099 2023-12-18 21:38:08,543 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 7:31:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9213, loss_cls: 1.9587, loss: 1.9587 2023-12-18 21:38:31,342 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 7:31:35, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9325, loss_cls: 1.9391, loss: 1.9391 2023-12-18 21:38:53,773 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 7:31:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9313, loss_cls: 1.9084, loss: 1.9084 2023-12-18 21:39:16,139 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 7:30:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 1.9451, loss: 1.9451 2023-12-18 21:39:25,796 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-18 21:42:41,326 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 21:42:41,789 - pyskl - INFO - top1_acc 0.6651 top5_acc 0.9222 2023-12-18 21:42:41,805 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6651, top5_acc: 0.9222 2023-12-18 21:43:29,079 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 7:31:40, time: 0.473, data_time: 0.253, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.9000, loss: 1.9000 2023-12-18 21:43:50,751 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 7:31:12, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.8485, loss: 1.8485 2023-12-18 21:44:12,811 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 7:30:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 1.9260, loss: 1.9260 2023-12-18 21:44:34,439 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 7:30:17, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9300, loss_cls: 1.9074, loss: 1.9074 2023-12-18 21:44:56,419 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 7:29:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 1.9193, loss: 1.9193 2023-12-18 21:45:18,419 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 7:29:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 1.9223, loss: 1.9223 2023-12-18 21:45:41,125 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 7:29:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 1.9170, loss: 1.9170 2023-12-18 21:46:03,073 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 7:28:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 1.9186, loss: 1.9186 2023-12-18 21:46:24,995 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 7:28:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9306, loss_cls: 1.8940, loss: 1.8940 2023-12-18 21:46:46,580 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 7:27:39, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 1.8514, loss: 1.8514 2023-12-18 21:47:08,942 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 7:27:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9425, loss_cls: 1.8661, loss: 1.8661 2023-12-18 21:47:30,933 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 7:26:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9206, loss_cls: 1.9202, loss: 1.9202 2023-12-18 21:47:52,786 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 7:26:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9369, loss_cls: 1.8951, loss: 1.8951 2023-12-18 21:48:14,909 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 7:25:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9300, loss_cls: 1.9356, loss: 1.9356 2023-12-18 21:48:36,674 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 7:25:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9263, loss_cls: 1.9476, loss: 1.9476 2023-12-18 21:48:58,543 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 7:25:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 1.9718, loss: 1.9718 2023-12-18 21:49:20,476 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 7:24:34, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 1.8715, loss: 1.8715 2023-12-18 21:49:42,928 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 7:24:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 1.8994, loss: 1.8994 2023-12-18 21:50:05,107 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 7:23:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9313, loss_cls: 1.9377, loss: 1.9377 2023-12-18 21:50:26,794 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 7:23:17, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9250, loss_cls: 1.9435, loss: 1.9435 2023-12-18 21:50:49,103 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 7:22:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9387, loss_cls: 1.8611, loss: 1.8611 2023-12-18 21:51:11,365 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 7:22:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 1.8725, loss: 1.8725 2023-12-18 21:51:33,517 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 7:22:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9275, loss_cls: 1.9340, loss: 1.9340 2023-12-18 21:51:55,717 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 7:21:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9219, loss_cls: 1.9353, loss: 1.9353 2023-12-18 21:52:18,203 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 7:21:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9225, loss_cls: 1.9360, loss: 1.9360 2023-12-18 21:52:40,321 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 7:20:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9163, loss_cls: 1.9576, loss: 1.9576 2023-12-18 21:53:02,009 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 7:20:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9350, loss_cls: 1.9164, loss: 1.9164 2023-12-18 21:53:23,849 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 7:19:53, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9400, loss_cls: 1.8847, loss: 1.8847 2023-12-18 21:53:45,970 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 7:19:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9387, loss_cls: 1.8578, loss: 1.8578 2023-12-18 21:54:08,300 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 7:19:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9275, loss_cls: 1.9130, loss: 1.9130 2023-12-18 21:54:30,144 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 7:18:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 1.8898, loss: 1.8898 2023-12-18 21:54:52,766 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 7:18:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 1.8987, loss: 1.8987 2023-12-18 21:55:14,487 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 7:17:45, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 1.9645, loss: 1.9645 2023-12-18 21:55:36,818 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 7:17:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 1.9055, loss: 1.9055 2023-12-18 21:55:58,797 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 7:16:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 1.8776, loss: 1.8776 2023-12-18 21:56:20,542 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 7:16:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 1.8170, loss: 1.8170 2023-12-18 21:56:42,697 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 7:16:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9319, loss_cls: 1.9455, loss: 1.9455 2023-12-18 21:57:04,843 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 7:15:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9325, loss_cls: 1.9132, loss: 1.9132 2023-12-18 21:57:26,788 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 7:15:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9281, loss_cls: 1.9633, loss: 1.9633 2023-12-18 21:57:36,546 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-18 22:00:52,986 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 22:00:53,440 - pyskl - INFO - top1_acc 0.6551 top5_acc 0.9178 2023-12-18 22:00:53,456 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6551, top5_acc: 0.9178 2023-12-18 22:01:44,886 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 7:16:21, time: 0.514, data_time: 0.302, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 1.8678, loss: 1.8678 2023-12-18 22:02:06,740 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 7:15:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 1.8120, loss: 1.8120 2023-12-18 22:02:28,732 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 7:15:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9306, loss_cls: 1.8860, loss: 1.8860 2023-12-18 22:02:50,760 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 7:15:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9281, loss_cls: 1.9103, loss: 1.9103 2023-12-18 22:03:12,238 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 7:14:33, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9287, loss_cls: 1.9999, loss: 1.9999 2023-12-18 22:03:33,783 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 7:14:04, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.8106, loss: 1.8106 2023-12-18 22:03:55,432 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 7:13:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 1.9031, loss: 1.9031 2023-12-18 22:04:17,300 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 7:13:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9331, loss_cls: 1.8872, loss: 1.8872 2023-12-18 22:04:39,353 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 7:12:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 1.9250, loss: 1.9250 2023-12-18 22:05:01,589 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 7:12:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 1.9015, loss: 1.9015 2023-12-18 22:05:24,389 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 7:11:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 1.8951, loss: 1.8951 2023-12-18 22:05:47,443 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 7:11:36, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 1.8628, loss: 1.8628 2023-12-18 22:06:09,799 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 7:11:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9250, loss_cls: 1.9331, loss: 1.9331 2023-12-18 22:06:31,745 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 7:10:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 1.9303, loss: 1.9303 2023-12-18 22:06:53,961 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 7:10:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 1.9327, loss: 1.9327 2023-12-18 22:07:16,678 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 7:09:57, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.8878, loss: 1.8878 2023-12-18 22:07:39,391 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 7:09:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9219, loss_cls: 1.9238, loss: 1.9238 2023-12-18 22:08:01,321 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 7:09:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9444, loss_cls: 1.8541, loss: 1.8541 2023-12-18 22:08:22,917 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 7:08:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.9068, loss: 1.9068 2023-12-18 22:08:45,211 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 7:08:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9281, loss_cls: 1.9261, loss: 1.9261 2023-12-18 22:09:07,501 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 7:07:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9406, loss_cls: 1.9465, loss: 1.9465 2023-12-18 22:09:29,673 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 7:07:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 1.9023, loss: 1.9023 2023-12-18 22:09:51,583 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 7:06:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9244, loss_cls: 1.9303, loss: 1.9303 2023-12-18 22:10:14,174 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 7:06:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.9099, loss: 1.9099 2023-12-18 22:10:37,248 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 7:06:16, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9200, loss_cls: 1.9824, loss: 1.9824 2023-12-18 22:10:59,445 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 7:05:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9313, loss_cls: 1.8770, loss: 1.8770 2023-12-18 22:11:21,536 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 7:05:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.8492, loss: 1.8492 2023-12-18 22:11:43,565 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 7:04:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9256, loss_cls: 1.9241, loss: 1.9241 2023-12-18 22:12:05,690 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 7:04:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9319, loss_cls: 1.9274, loss: 1.9274 2023-12-18 22:12:27,688 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 7:04:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 1.9388, loss: 1.9388 2023-12-18 22:12:50,215 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 7:03:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9269, loss_cls: 1.8966, loss: 1.8966 2023-12-18 22:13:12,040 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 7:03:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 1.8967, loss: 1.8967 2023-12-18 22:13:33,819 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 7:02:50, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9281, loss_cls: 1.9442, loss: 1.9442 2023-12-18 22:13:55,677 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 7:02:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 1.9665, loss: 1.9665 2023-12-18 22:14:17,964 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 7:01:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 1.8802, loss: 1.8802 2023-12-18 22:14:40,142 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 7:01:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9263, loss_cls: 1.9430, loss: 1.9430 2023-12-18 22:15:02,403 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 7:01:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 1.8713, loss: 1.8713 2023-12-18 22:15:24,909 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 7:00:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 1.9063, loss: 1.9063 2023-12-18 22:15:46,946 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 7:00:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 1.9388, loss: 1.9388 2023-12-18 22:15:56,363 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-18 22:19:12,399 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 22:19:12,861 - pyskl - INFO - top1_acc 0.6477 top5_acc 0.9204 2023-12-18 22:19:12,878 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6477, top5_acc: 0.9204 2023-12-18 22:20:02,145 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 7:01:16, time: 0.493, data_time: 0.275, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 1.8809, loss: 1.8809 2023-12-18 22:20:24,038 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 7:00:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 1.8698, loss: 1.8698 2023-12-18 22:20:46,030 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 7:00:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.8161, loss: 1.8161 2023-12-18 22:21:08,081 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 6:59:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 1.8616, loss: 1.8616 2023-12-18 22:21:30,037 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 6:59:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9275, loss_cls: 1.9407, loss: 1.9407 2023-12-18 22:21:52,383 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 6:59:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 1.8759, loss: 1.8759 2023-12-18 22:22:14,647 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 6:58:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.8918, loss: 1.8918 2023-12-18 22:22:37,064 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 6:58:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9269, loss_cls: 1.9392, loss: 1.9392 2023-12-18 22:22:58,781 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 6:57:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9331, loss_cls: 1.9183, loss: 1.9183 2023-12-18 22:23:21,156 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 6:57:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9319, loss_cls: 1.9022, loss: 1.9022 2023-12-18 22:23:43,419 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 6:57:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9300, loss_cls: 1.8612, loss: 1.8612 2023-12-18 22:24:05,037 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 6:56:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.8835, loss: 1.8835 2023-12-18 22:24:27,181 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 6:56:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9300, loss_cls: 1.9260, loss: 1.9260 2023-12-18 22:24:49,428 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 6:55:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.8027, loss: 1.8027 2023-12-18 22:25:11,270 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 6:55:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 1.9173, loss: 1.9173 2023-12-18 22:25:33,332 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 6:54:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 1.8493, loss: 1.8493 2023-12-18 22:25:55,388 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 6:54:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 1.8311, loss: 1.8311 2023-12-18 22:26:17,578 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 6:54:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 1.8458, loss: 1.8458 2023-12-18 22:26:39,561 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 6:53:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9419, loss_cls: 1.8826, loss: 1.8826 2023-12-18 22:27:01,280 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 6:53:07, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9325, loss_cls: 1.9382, loss: 1.9382 2023-12-18 22:27:23,232 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 6:52:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 1.9130, loss: 1.9130 2023-12-18 22:27:45,049 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 6:52:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9313, loss_cls: 1.9199, loss: 1.9199 2023-12-18 22:28:07,295 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 6:51:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9269, loss_cls: 1.9470, loss: 1.9470 2023-12-18 22:28:30,136 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 6:51:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9456, loss_cls: 1.9185, loss: 1.9185 2023-12-18 22:28:52,441 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 6:51:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 1.9194, loss: 1.9194 2023-12-18 22:29:14,801 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 6:50:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 1.8585, loss: 1.8585 2023-12-18 22:29:37,184 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 6:50:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9281, loss_cls: 1.9394, loss: 1.9394 2023-12-18 22:29:59,192 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 6:49:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 1.9235, loss: 1.9235 2023-12-18 22:30:20,751 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 6:49:21, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 1.8639, loss: 1.8639 2023-12-18 22:30:42,501 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 6:48:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.8212, loss: 1.8212 2023-12-18 22:31:04,776 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 6:48:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9169, loss_cls: 1.9485, loss: 1.9485 2023-12-18 22:31:27,024 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 6:48:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9200, loss_cls: 1.9628, loss: 1.9628 2023-12-18 22:31:48,874 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 6:47:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 1.9113, loss: 1.9113 2023-12-18 22:32:11,184 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 6:47:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9319, loss_cls: 1.9403, loss: 1.9403 2023-12-18 22:32:33,641 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 6:46:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9275, loss_cls: 1.9293, loss: 1.9293 2023-12-18 22:32:55,998 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 6:46:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 1.8663, loss: 1.8663 2023-12-18 22:33:18,310 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 6:46:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 1.8495, loss: 1.8495 2023-12-18 22:33:40,869 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 6:45:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 1.9018, loss: 1.9018 2023-12-18 22:34:02,745 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 6:45:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9394, loss_cls: 1.8554, loss: 1.8554 2023-12-18 22:34:12,303 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-18 22:37:27,828 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 22:37:28,288 - pyskl - INFO - top1_acc 0.7035 top5_acc 0.9319 2023-12-18 22:37:28,293 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_20.pth was removed 2023-12-18 22:37:28,564 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2023-12-18 22:37:28,566 - pyskl - INFO - Best top1_acc is 0.7035 at 26 epoch. 2023-12-18 22:37:28,581 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.7035, top5_acc: 0.9319 2023-12-18 22:38:18,164 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 6:46:06, time: 0.496, data_time: 0.281, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 1.8556, loss: 1.8556 2023-12-18 22:38:40,316 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 6:45:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9325, loss_cls: 1.8578, loss: 1.8578 2023-12-18 22:39:02,648 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 6:45:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9331, loss_cls: 1.9051, loss: 1.9051 2023-12-18 22:39:24,201 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 6:44:48, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 1.8893, loss: 1.8893 2023-12-18 22:39:45,705 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 6:44:20, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 1.8432, loss: 1.8432 2023-12-18 22:40:07,592 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 6:43:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 1.8613, loss: 1.8613 2023-12-18 22:40:29,746 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 6:43:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9344, loss_cls: 1.8646, loss: 1.8646 2023-12-18 22:40:51,813 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 6:43:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.8819, loss: 1.8819 2023-12-18 22:41:14,284 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 6:42:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 1.9268, loss: 1.9268 2023-12-18 22:41:36,178 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 6:42:13, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.9006, loss: 1.9006 2023-12-18 22:41:58,453 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 6:41:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 1.8740, loss: 1.8740 2023-12-18 22:42:20,744 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 6:41:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.8407, loss: 1.8407 2023-12-18 22:42:42,595 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 6:40:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 1.8886, loss: 1.8886 2023-12-18 22:43:05,473 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 6:40:36, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 1.8904, loss: 1.8904 2023-12-18 22:43:28,506 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 6:40:15, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9237, loss_cls: 1.9629, loss: 1.9629 2023-12-18 22:43:50,848 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 6:39:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 1.8841, loss: 1.8841 2023-12-18 22:44:13,089 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 6:39:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 1.8421, loss: 1.8421 2023-12-18 22:44:35,314 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 6:39:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 1.8429, loss: 1.8429 2023-12-18 22:44:57,711 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 6:38:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.8813, loss: 1.8813 2023-12-18 22:45:20,084 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 6:38:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9406, loss_cls: 1.8918, loss: 1.8918 2023-12-18 22:45:41,905 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 6:37:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 1.8911, loss: 1.8911 2023-12-18 22:46:03,645 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 6:37:19, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 1.8975, loss: 1.8975 2023-12-18 22:46:25,898 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 6:36:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 1.8636, loss: 1.8636 2023-12-18 22:46:47,716 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 6:36:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9344, loss_cls: 1.8291, loss: 1.8291 2023-12-18 22:47:09,361 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 6:36:01, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9306, loss_cls: 1.8343, loss: 1.8343 2023-12-18 22:47:31,684 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 6:35:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 1.8878, loss: 1.8878 2023-12-18 22:47:53,642 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 6:35:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 1.8928, loss: 1.8928 2023-12-18 22:48:15,750 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 6:34:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9263, loss_cls: 1.9830, loss: 1.9830 2023-12-18 22:48:37,466 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 6:34:18, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9313, loss_cls: 1.9179, loss: 1.9179 2023-12-18 22:48:59,285 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 6:33:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.8482, loss: 1.8482 2023-12-18 22:49:21,254 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 6:33:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9306, loss_cls: 1.8960, loss: 1.8960 2023-12-18 22:49:42,668 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 6:32:58, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9269, loss_cls: 1.9657, loss: 1.9657 2023-12-18 22:50:04,590 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 6:32:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 1.9109, loss: 1.9109 2023-12-18 22:50:26,530 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 6:32:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 1.8731, loss: 1.8731 2023-12-18 22:50:48,286 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 6:31:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9344, loss_cls: 1.9203, loss: 1.9203 2023-12-18 22:51:10,485 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 6:31:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 1.9277, loss: 1.9277 2023-12-18 22:51:32,491 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 6:30:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9406, loss_cls: 1.8490, loss: 1.8490 2023-12-18 22:51:54,757 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 6:30:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9337, loss_cls: 1.8817, loss: 1.8817 2023-12-18 22:52:17,208 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 6:30:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9200, loss_cls: 1.9598, loss: 1.9598 2023-12-18 22:52:26,837 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-18 22:55:42,704 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 22:55:43,178 - pyskl - INFO - top1_acc 0.6667 top5_acc 0.9310 2023-12-18 22:55:43,195 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6667, top5_acc: 0.9310 2023-12-18 22:56:32,626 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 6:30:49, time: 0.494, data_time: 0.271, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 1.8494, loss: 1.8494 2023-12-18 22:56:54,550 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 6:30:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9319, loss_cls: 1.9132, loss: 1.9132 2023-12-18 22:57:16,173 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 6:29:56, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9375, loss_cls: 1.9169, loss: 1.9169 2023-12-18 22:57:38,141 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 6:29:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 1.8492, loss: 1.8492 2023-12-18 22:58:00,154 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 6:29:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 1.8562, loss: 1.8562 2023-12-18 22:58:22,403 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 6:28:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9287, loss_cls: 1.8548, loss: 1.8548 2023-12-18 22:58:44,343 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 6:28:14, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 1.8763, loss: 1.8763 2023-12-18 22:59:06,481 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 6:27:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9337, loss_cls: 1.8789, loss: 1.8789 2023-12-18 22:59:28,719 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 6:27:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9356, loss_cls: 1.8938, loss: 1.8938 2023-12-18 22:59:51,130 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 6:27:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 1.8761, loss: 1.8761 2023-12-18 23:00:12,563 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 6:26:32, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9369, loss_cls: 1.9014, loss: 1.9014 2023-12-18 23:00:34,412 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 6:26:06, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9300, loss_cls: 1.8980, loss: 1.8980 2023-12-18 23:00:56,945 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 6:25:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 1.8630, loss: 1.8630 2023-12-18 23:01:19,285 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 6:25:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.7950, loss: 1.7950 2023-12-18 23:01:41,596 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 6:24:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 1.8621, loss: 1.8621 2023-12-18 23:02:03,850 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 6:24:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9356, loss_cls: 1.9579, loss: 1.9579 2023-12-18 23:02:25,793 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 6:24:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 1.8526, loss: 1.8526 2023-12-18 23:02:48,148 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 6:23:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9375, loss_cls: 1.8738, loss: 1.8738 2023-12-18 23:03:10,237 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 6:23:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9494, loss_cls: 1.8564, loss: 1.8564 2023-12-18 23:03:32,411 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 6:22:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 1.8543, loss: 1.8543 2023-12-18 23:03:54,970 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 6:22:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9175, loss_cls: 1.9450, loss: 1.9450 2023-12-18 23:04:16,924 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 6:22:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.8375, loss: 1.8375 2023-12-18 23:04:38,650 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 6:21:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9256, loss_cls: 1.9164, loss: 1.9164 2023-12-18 23:05:00,846 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 6:21:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 1.8192, loss: 1.8192 2023-12-18 23:05:23,128 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 6:20:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 1.8702, loss: 1.8702 2023-12-18 23:05:45,429 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 6:20:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 1.8504, loss: 1.8504 2023-12-18 23:06:07,371 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 6:19:55, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9187, loss_cls: 1.9860, loss: 1.9860 2023-12-18 23:06:28,912 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 6:19:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9350, loss_cls: 1.8191, loss: 1.8191 2023-12-18 23:06:50,979 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 6:19:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.8748, loss: 1.8748 2023-12-18 23:07:12,764 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 6:18:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 1.9077, loss: 1.9077 2023-12-18 23:07:35,138 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 6:18:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 1.9460, loss: 1.9460 2023-12-18 23:07:56,695 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 6:17:44, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 1.8112, loss: 1.8112 2023-12-18 23:08:18,207 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 6:17:16, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9287, loss_cls: 1.8913, loss: 1.8913 2023-12-18 23:08:40,189 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 6:16:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 1.8831, loss: 1.8831 2023-12-18 23:09:02,115 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 6:16:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9337, loss_cls: 1.9243, loss: 1.9243 2023-12-18 23:09:23,884 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 6:15:58, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9237, loss_cls: 1.9112, loss: 1.9112 2023-12-18 23:09:45,407 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 6:15:31, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 1.8071, loss: 1.8071 2023-12-18 23:10:08,467 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 6:15:10, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 1.8945, loss: 1.8945 2023-12-18 23:10:30,818 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 6:14:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9287, loss_cls: 1.9412, loss: 1.9412 2023-12-18 23:10:40,412 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-18 23:13:57,077 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 23:13:57,540 - pyskl - INFO - top1_acc 0.6852 top5_acc 0.9326 2023-12-18 23:13:57,557 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6852, top5_acc: 0.9326 2023-12-18 23:14:48,279 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 6:15:37, time: 0.507, data_time: 0.283, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.8293, loss: 1.8293 2023-12-18 23:15:10,192 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 6:15:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 1.8343, loss: 1.8343 2023-12-18 23:15:31,983 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 6:14:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.8449, loss: 1.8449 2023-12-18 23:15:53,532 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 6:14:17, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9263, loss_cls: 1.9122, loss: 1.9122 2023-12-18 23:16:15,170 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 6:13:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 1.8592, loss: 1.8592 2023-12-18 23:16:37,504 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 6:13:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 1.8501, loss: 1.8501 2023-12-18 23:16:59,362 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 6:13:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9356, loss_cls: 1.9720, loss: 1.9720 2023-12-18 23:17:20,979 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 6:12:32, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 1.8851, loss: 1.8851 2023-12-18 23:17:42,953 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 6:12:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 1.9051, loss: 1.9051 2023-12-18 23:18:04,670 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 6:11:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9319, loss_cls: 1.8835, loss: 1.8835 2023-12-18 23:18:26,212 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 6:11:13, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 1.9001, loss: 1.9001 2023-12-18 23:18:48,947 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 6:10:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.8502, loss: 1.8502 2023-12-18 23:19:11,790 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 6:10:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 1.8614, loss: 1.8614 2023-12-18 23:19:34,213 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 6:10:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9331, loss_cls: 1.9287, loss: 1.9287 2023-12-18 23:19:56,507 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 6:09:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9300, loss_cls: 1.8843, loss: 1.8843 2023-12-18 23:20:18,746 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 6:09:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9356, loss_cls: 1.8884, loss: 1.8884 2023-12-18 23:20:41,108 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 6:08:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 1.9048, loss: 1.9048 2023-12-18 23:21:03,545 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 6:08:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9350, loss_cls: 1.9194, loss: 1.9194 2023-12-18 23:21:25,437 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 6:08:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 1.9205, loss: 1.9205 2023-12-18 23:21:47,344 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 6:07:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9256, loss_cls: 1.9013, loss: 1.9013 2023-12-18 23:22:09,720 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 6:07:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9325, loss_cls: 1.9073, loss: 1.9073 2023-12-18 23:22:32,173 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 6:06:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9313, loss_cls: 1.8744, loss: 1.8744 2023-12-18 23:22:54,122 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 6:06:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9450, loss_cls: 1.8241, loss: 1.8241 2023-12-18 23:23:16,658 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 6:06:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9287, loss_cls: 1.9388, loss: 1.9388 2023-12-18 23:23:38,899 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 6:05:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.8879, loss: 1.8879 2023-12-18 23:24:00,855 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 6:05:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9300, loss_cls: 1.9151, loss: 1.9151 2023-12-18 23:24:22,581 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 6:04:44, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 1.8330, loss: 1.8330 2023-12-18 23:24:44,735 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 6:04:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 1.9043, loss: 1.9043 2023-12-18 23:25:06,421 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 6:03:52, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9200, loss_cls: 1.9733, loss: 1.9733 2023-12-18 23:25:28,527 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 6:03:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9319, loss_cls: 1.8734, loss: 1.8734 2023-12-18 23:25:50,944 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 6:03:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9337, loss_cls: 1.8449, loss: 1.8449 2023-12-18 23:26:12,841 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 6:02:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9313, loss_cls: 1.9231, loss: 1.9231 2023-12-18 23:26:35,109 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 6:02:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 1.8702, loss: 1.8702 2023-12-18 23:26:57,385 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 6:01:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9275, loss_cls: 1.9127, loss: 1.9127 2023-12-18 23:27:19,708 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 6:01:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 1.8653, loss: 1.8653 2023-12-18 23:27:41,225 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 6:00:58, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9331, loss_cls: 1.8878, loss: 1.8878 2023-12-18 23:28:03,099 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 6:00:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9356, loss_cls: 1.8604, loss: 1.8604 2023-12-18 23:28:25,301 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 6:00:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 1.8532, loss: 1.8532 2023-12-18 23:28:47,545 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 5:59:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.8505, loss: 1.8505 2023-12-18 23:28:57,143 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-18 23:32:12,285 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 23:32:12,740 - pyskl - INFO - top1_acc 0.6861 top5_acc 0.9236 2023-12-18 23:32:12,756 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6861, top5_acc: 0.9236 2023-12-18 23:33:02,409 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 6:00:26, time: 0.496, data_time: 0.277, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 1.8262, loss: 1.8262 2023-12-18 23:33:23,927 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 5:59:59, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9300, loss_cls: 1.9016, loss: 1.9016 2023-12-18 23:33:45,596 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 5:59:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 1.8356, loss: 1.8356 2023-12-18 23:34:07,614 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 5:59:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9369, loss_cls: 1.8739, loss: 1.8739 2023-12-18 23:34:29,660 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 5:58:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.8358, loss: 1.8358 2023-12-18 23:34:52,466 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 5:58:19, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 1.8129, loss: 1.8129 2023-12-18 23:35:14,809 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 5:57:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9250, loss_cls: 1.8900, loss: 1.8900 2023-12-18 23:35:36,785 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 5:57:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9319, loss_cls: 1.8770, loss: 1.8770 2023-12-18 23:35:58,648 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 5:57:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 1.8310, loss: 1.8310 2023-12-18 23:36:20,512 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 5:56:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9263, loss_cls: 1.8798, loss: 1.8798 2023-12-18 23:36:42,466 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 5:56:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9263, loss_cls: 1.9375, loss: 1.9375 2023-12-18 23:37:04,372 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 5:55:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 1.8568, loss: 1.8568 2023-12-18 23:37:26,822 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 5:55:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.8144, loss: 1.8144 2023-12-18 23:37:48,954 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 5:54:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9400, loss_cls: 1.8384, loss: 1.8384 2023-12-18 23:38:10,769 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 5:54:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9294, loss_cls: 1.8951, loss: 1.8951 2023-12-18 23:38:32,852 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 5:54:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9325, loss_cls: 1.9483, loss: 1.9483 2023-12-18 23:38:54,733 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 5:53:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9394, loss_cls: 1.8926, loss: 1.8926 2023-12-18 23:39:16,949 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 5:53:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9287, loss_cls: 1.9268, loss: 1.9268 2023-12-18 23:39:39,352 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 5:52:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.8657, loss: 1.8657 2023-12-18 23:40:02,143 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 5:52:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9381, loss_cls: 1.8308, loss: 1.8308 2023-12-18 23:40:24,094 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 5:52:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 1.8970, loss: 1.8970 2023-12-18 23:40:45,638 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 5:51:38, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 1.8666, loss: 1.8666 2023-12-18 23:41:07,346 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 5:51:12, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.8035, loss: 1.8035 2023-12-18 23:41:29,455 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 5:50:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 1.8199, loss: 1.8199 2023-12-18 23:41:51,020 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 5:50:20, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9356, loss_cls: 1.9515, loss: 1.9515 2023-12-18 23:42:13,594 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 5:49:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9394, loss_cls: 1.8530, loss: 1.8530 2023-12-18 23:42:35,996 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 5:49:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9463, loss_cls: 1.8849, loss: 1.8849 2023-12-18 23:42:58,277 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 5:49:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.8871, loss: 1.8871 2023-12-18 23:43:20,732 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 5:48:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 1.8455, loss: 1.8455 2023-12-18 23:43:42,960 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 5:48:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 1.8802, loss: 1.8802 2023-12-18 23:44:04,730 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 5:47:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9337, loss_cls: 1.8459, loss: 1.8459 2023-12-18 23:44:26,537 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 5:47:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9444, loss_cls: 1.8825, loss: 1.8825 2023-12-18 23:44:48,645 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 5:47:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.8352, loss: 1.8352 2023-12-18 23:45:10,847 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 5:46:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 1.8815, loss: 1.8815 2023-12-18 23:45:33,137 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 5:46:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9350, loss_cls: 1.8651, loss: 1.8651 2023-12-18 23:45:55,136 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 5:45:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9306, loss_cls: 1.9199, loss: 1.9199 2023-12-18 23:46:16,727 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 5:45:23, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9400, loss_cls: 1.8430, loss: 1.8430 2023-12-18 23:46:38,368 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 5:44:57, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9325, loss_cls: 1.8814, loss: 1.8814 2023-12-18 23:47:00,421 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 5:44:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9175, loss_cls: 2.0218, loss: 2.0218 2023-12-18 23:47:10,215 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-18 23:50:29,126 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 23:50:29,591 - pyskl - INFO - top1_acc 0.6645 top5_acc 0.9172 2023-12-18 23:50:29,608 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6645, top5_acc: 0.9172 2023-12-18 23:51:17,506 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 5:45:05, time: 0.479, data_time: 0.265, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.8820, loss: 1.8820 2023-12-18 23:51:39,443 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 5:44:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.7883, loss: 1.7883 2023-12-18 23:52:01,499 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 5:44:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9369, loss_cls: 1.7545, loss: 1.7545 2023-12-18 23:52:23,971 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 5:43:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.8106, loss: 1.8106 2023-12-18 23:52:46,563 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 5:43:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.8137, loss: 1.8137 2023-12-18 23:53:08,602 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 5:43:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 1.8086, loss: 1.8086 2023-12-18 23:53:30,944 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 5:42:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 1.9166, loss: 1.9166 2023-12-18 23:53:52,841 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 5:42:13, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.8548, loss: 1.8548 2023-12-18 23:54:14,696 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 5:41:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.8883, loss: 1.8883 2023-12-18 23:54:36,392 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 5:41:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9331, loss_cls: 1.8677, loss: 1.8677 2023-12-18 23:54:58,840 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 5:40:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 1.8077, loss: 1.8077 2023-12-18 23:55:21,411 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 5:40:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9313, loss_cls: 1.9080, loss: 1.9080 2023-12-18 23:55:44,068 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 5:40:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 1.7734, loss: 1.7734 2023-12-18 23:56:05,964 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 5:39:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.8651, loss: 1.8651 2023-12-18 23:56:27,825 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 5:39:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9306, loss_cls: 1.9067, loss: 1.9067 2023-12-18 23:56:49,475 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 5:38:54, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9456, loss_cls: 1.8511, loss: 1.8511 2023-12-18 23:57:11,256 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 5:38:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9369, loss_cls: 1.8491, loss: 1.8491 2023-12-18 23:57:33,540 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 5:38:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9263, loss_cls: 1.8730, loss: 1.8730 2023-12-18 23:57:55,917 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 5:37:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9325, loss_cls: 1.8423, loss: 1.8423 2023-12-18 23:58:18,524 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 5:37:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9231, loss_cls: 1.8965, loss: 1.8965 2023-12-18 23:58:40,750 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 5:36:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9250, loss_cls: 1.8703, loss: 1.8703 2023-12-18 23:59:02,837 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 5:36:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 1.7967, loss: 1.7967 2023-12-18 23:59:25,005 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 5:36:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 1.8454, loss: 1.8454 2023-12-18 23:59:47,432 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 5:35:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.8198, loss: 1.8198 2023-12-19 00:00:09,826 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 5:35:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9381, loss_cls: 1.8249, loss: 1.8249 2023-12-19 00:00:31,737 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 5:34:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9313, loss_cls: 1.9334, loss: 1.9334 2023-12-19 00:00:54,104 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 5:34:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 1.8809, loss: 1.8809 2023-12-19 00:01:16,673 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 5:34:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 1.8124, loss: 1.8124 2023-12-19 00:01:38,612 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 5:33:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 1.8521, loss: 1.8521 2023-12-19 00:02:00,900 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 5:33:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.8497, loss: 1.8497 2023-12-19 00:02:23,139 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 5:32:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 1.8779, loss: 1.8779 2023-12-19 00:02:44,949 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 5:32:24, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 1.8268, loss: 1.8268 2023-12-19 00:03:07,131 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 5:32:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9319, loss_cls: 1.9006, loss: 1.9006 2023-12-19 00:03:28,682 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 5:31:33, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.8990, loss: 1.8990 2023-12-19 00:03:50,307 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 5:31:07, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 1.8711, loss: 1.8711 2023-12-19 00:04:11,764 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 5:30:39, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 1.9028, loss: 1.9028 2023-12-19 00:04:33,472 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 5:30:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 1.8252, loss: 1.8252 2023-12-19 00:04:55,112 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 5:29:47, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9331, loss_cls: 1.8978, loss: 1.8978 2023-12-19 00:05:17,616 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 5:29:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 1.9090, loss: 1.9090 2023-12-19 00:05:27,200 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-19 00:08:42,880 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 00:08:43,347 - pyskl - INFO - top1_acc 0.6630 top5_acc 0.9122 2023-12-19 00:08:43,363 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6630, top5_acc: 0.9122 2023-12-19 00:09:33,956 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 5:30:04, time: 0.506, data_time: 0.281, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 1.8846, loss: 1.8846 2023-12-19 00:09:56,831 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 5:29:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9425, loss_cls: 1.8380, loss: 1.8380 2023-12-19 00:10:18,938 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 5:29:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 1.8644, loss: 1.8644 2023-12-19 00:10:41,011 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 5:28:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.8458, loss: 1.8458 2023-12-19 00:11:02,826 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 5:28:27, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.8508, loss: 1.8508 2023-12-19 00:11:25,013 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 5:28:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9300, loss_cls: 1.9168, loss: 1.9168 2023-12-19 00:11:47,514 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 5:27:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9275, loss_cls: 1.8953, loss: 1.8953 2023-12-19 00:12:09,499 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 5:27:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9356, loss_cls: 1.8494, loss: 1.8494 2023-12-19 00:12:31,337 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 5:26:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.7907, loss: 1.7907 2023-12-19 00:12:54,131 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 5:26:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 1.8227, loss: 1.8227 2023-12-19 00:13:15,710 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 5:25:59, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 1.8380, loss: 1.8380 2023-12-19 00:13:37,800 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 5:25:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9281, loss_cls: 1.8935, loss: 1.8935 2023-12-19 00:13:59,361 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 5:25:08, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.8579, loss: 1.8579 2023-12-19 00:14:20,894 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 5:24:41, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 1.7793, loss: 1.7793 2023-12-19 00:14:42,804 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 5:24:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 1.8730, loss: 1.8730 2023-12-19 00:15:04,945 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 5:23:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9263, loss_cls: 1.8751, loss: 1.8751 2023-12-19 00:15:27,769 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 5:23:29, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9394, loss_cls: 1.8762, loss: 1.8762 2023-12-19 00:15:50,045 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 5:23:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 1.8503, loss: 1.8503 2023-12-19 00:16:12,736 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 5:22:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 1.8656, loss: 1.8656 2023-12-19 00:16:34,910 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 5:22:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.8579, loss: 1.8579 2023-12-19 00:16:56,844 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 5:21:52, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 1.8958, loss: 1.8958 2023-12-19 00:17:18,457 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 5:21:26, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 1.8227, loss: 1.8227 2023-12-19 00:17:40,184 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 5:21:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 1.8415, loss: 1.8415 2023-12-19 00:18:01,855 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 5:20:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 1.8215, loss: 1.8215 2023-12-19 00:18:23,391 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 5:20:07, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 1.8295, loss: 1.8295 2023-12-19 00:18:45,354 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 5:19:42, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 1.8397, loss: 1.8397 2023-12-19 00:19:07,093 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 5:19:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9419, loss_cls: 1.8402, loss: 1.8402 2023-12-19 00:19:29,135 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 5:18:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9363, loss_cls: 1.8684, loss: 1.8684 2023-12-19 00:19:51,057 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 5:18:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 1.8952, loss: 1.8952 2023-12-19 00:20:13,385 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 5:18:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 1.8696, loss: 1.8696 2023-12-19 00:20:35,821 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 5:17:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9350, loss_cls: 1.8179, loss: 1.8179 2023-12-19 00:20:58,069 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 5:17:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9331, loss_cls: 1.9023, loss: 1.9023 2023-12-19 00:21:20,380 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 5:16:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 1.8257, loss: 1.8257 2023-12-19 00:21:42,357 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 5:16:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9331, loss_cls: 1.8576, loss: 1.8576 2023-12-19 00:22:03,794 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 5:15:58, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9331, loss_cls: 1.8588, loss: 1.8588 2023-12-19 00:22:25,656 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 5:15:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 1.8708, loss: 1.8708 2023-12-19 00:22:47,872 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 5:15:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.7842, loss: 1.7842 2023-12-19 00:23:09,714 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 5:14:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9394, loss_cls: 1.8550, loss: 1.8550 2023-12-19 00:23:31,754 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 5:14:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 1.9174, loss: 1.9174 2023-12-19 00:23:41,244 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-19 00:26:58,033 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 00:26:58,485 - pyskl - INFO - top1_acc 0.7074 top5_acc 0.9332 2023-12-19 00:26:58,489 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_26.pth was removed 2023-12-19 00:26:58,656 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2023-12-19 00:26:58,658 - pyskl - INFO - Best top1_acc is 0.7074 at 32 epoch. 2023-12-19 00:26:58,673 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7074, top5_acc: 0.9332 2023-12-19 00:27:46,670 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 5:14:46, time: 0.480, data_time: 0.267, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.8288, loss: 1.8288 2023-12-19 00:28:08,585 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 5:14:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.7548, loss: 1.7548 2023-12-19 00:28:31,469 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 5:13:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 1.8876, loss: 1.8876 2023-12-19 00:28:53,296 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 5:13:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9400, loss_cls: 1.7797, loss: 1.7797 2023-12-19 00:29:14,667 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 5:13:06, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 1.8403, loss: 1.8403 2023-12-19 00:29:36,407 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 5:12:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9375, loss_cls: 1.8661, loss: 1.8661 2023-12-19 00:29:58,374 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 5:12:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 1.8396, loss: 1.8396 2023-12-19 00:30:21,003 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 5:11:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9344, loss_cls: 1.8573, loss: 1.8573 2023-12-19 00:30:43,986 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 5:11:31, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9237, loss_cls: 1.8867, loss: 1.8867 2023-12-19 00:31:06,432 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 5:11:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 1.8318, loss: 1.8318 2023-12-19 00:31:28,828 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 5:10:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9263, loss_cls: 1.9378, loss: 1.9378 2023-12-19 00:31:51,149 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 5:10:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9300, loss_cls: 1.8349, loss: 1.8349 2023-12-19 00:32:13,448 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 5:09:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 1.8701, loss: 1.8701 2023-12-19 00:32:35,569 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 5:09:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 1.8625, loss: 1.8625 2023-12-19 00:32:57,336 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 5:09:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 1.8670, loss: 1.8670 2023-12-19 00:33:19,365 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 5:08:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 1.8471, loss: 1.8471 2023-12-19 00:33:41,436 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 5:08:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.8535, loss: 1.8535 2023-12-19 00:34:03,426 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 5:07:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 1.8356, loss: 1.8356 2023-12-19 00:34:26,223 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 5:07:29, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9331, loss_cls: 1.8469, loss: 1.8469 2023-12-19 00:34:47,940 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 5:07:03, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 1.8769, loss: 1.8769 2023-12-19 00:35:09,573 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 5:06:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.7838, loss: 1.7838 2023-12-19 00:35:31,095 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 5:06:10, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9294, loss_cls: 1.8635, loss: 1.8635 2023-12-19 00:35:53,227 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 5:05:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9313, loss_cls: 1.8755, loss: 1.8755 2023-12-19 00:36:15,792 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 5:05:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 1.8564, loss: 1.8564 2023-12-19 00:36:37,650 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 5:04:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 1.8765, loss: 1.8765 2023-12-19 00:36:59,832 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 5:04:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9406, loss_cls: 1.8763, loss: 1.8763 2023-12-19 00:37:22,280 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 5:04:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 1.8025, loss: 1.8025 2023-12-19 00:37:44,514 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 5:03:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 1.8656, loss: 1.8656 2023-12-19 00:38:06,810 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 5:03:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 1.8705, loss: 1.8705 2023-12-19 00:38:28,904 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 5:02:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 1.8735, loss: 1.8735 2023-12-19 00:38:51,178 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 5:02:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.8389, loss: 1.8389 2023-12-19 00:39:13,383 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 5:02:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 1.7972, loss: 1.7972 2023-12-19 00:39:35,623 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 5:01:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 1.8766, loss: 1.8766 2023-12-19 00:39:57,830 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 5:01:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9344, loss_cls: 1.8295, loss: 1.8295 2023-12-19 00:40:20,149 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 5:00:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9363, loss_cls: 1.8435, loss: 1.8435 2023-12-19 00:40:42,405 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 5:00:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9306, loss_cls: 1.8762, loss: 1.8762 2023-12-19 00:41:04,617 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 5:00:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 1.8979, loss: 1.8979 2023-12-19 00:41:27,028 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 4:59:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 1.8721, loss: 1.8721 2023-12-19 00:41:49,681 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 4:59:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 1.8586, loss: 1.8586 2023-12-19 00:41:59,508 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-19 00:45:15,098 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 00:45:15,552 - pyskl - INFO - top1_acc 0.6446 top5_acc 0.9181 2023-12-19 00:45:15,568 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6446, top5_acc: 0.9181 2023-12-19 00:46:02,581 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 4:59:45, time: 0.470, data_time: 0.249, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9325, loss_cls: 1.8986, loss: 1.8986 2023-12-19 00:46:25,008 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 4:59:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 1.8441, loss: 1.8441 2023-12-19 00:46:47,298 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 4:58:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9400, loss_cls: 1.8220, loss: 1.8220 2023-12-19 00:47:09,994 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 4:58:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 1.8746, loss: 1.8746 2023-12-19 00:47:32,251 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 4:58:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9356, loss_cls: 1.8515, loss: 1.8515 2023-12-19 00:47:54,611 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 4:57:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 1.8340, loss: 1.8340 2023-12-19 00:48:16,883 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 4:57:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9381, loss_cls: 1.8335, loss: 1.8335 2023-12-19 00:48:39,609 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 4:57:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9387, loss_cls: 1.8260, loss: 1.8260 2023-12-19 00:49:01,730 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 4:56:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9356, loss_cls: 1.7996, loss: 1.7996 2023-12-19 00:49:23,500 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 4:56:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 1.8670, loss: 1.8670 2023-12-19 00:49:45,337 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 4:55:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9381, loss_cls: 1.8504, loss: 1.8504 2023-12-19 00:50:07,664 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 4:55:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 1.9077, loss: 1.9077 2023-12-19 00:50:29,742 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 4:54:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 1.7286, loss: 1.7286 2023-12-19 00:50:51,892 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 4:54:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 1.7834, loss: 1.7834 2023-12-19 00:51:14,317 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 4:54:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 1.8427, loss: 1.8427 2023-12-19 00:51:36,826 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 4:53:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9300, loss_cls: 1.9145, loss: 1.9145 2023-12-19 00:51:59,668 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 4:53:24, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 1.8346, loss: 1.8346 2023-12-19 00:52:21,635 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 4:52:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9319, loss_cls: 1.9035, loss: 1.9035 2023-12-19 00:52:43,786 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 4:52:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 1.8354, loss: 1.8354 2023-12-19 00:53:06,387 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 4:52:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 1.8303, loss: 1.8303 2023-12-19 00:53:29,138 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 4:51:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9413, loss_cls: 1.7549, loss: 1.7549 2023-12-19 00:53:51,572 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 4:51:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.8378, loss: 1.8378 2023-12-19 00:54:13,483 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 4:51:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 1.8458, loss: 1.8458 2023-12-19 00:54:35,184 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 4:50:35, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.7750, loss: 1.7750 2023-12-19 00:54:57,661 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 4:50:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.8087, loss: 1.8087 2023-12-19 00:55:19,820 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 4:49:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.8159, loss: 1.8159 2023-12-19 00:55:42,109 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 4:49:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9337, loss_cls: 1.8855, loss: 1.8855 2023-12-19 00:56:04,672 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 4:49:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9369, loss_cls: 1.8787, loss: 1.8787 2023-12-19 00:56:27,436 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 4:48:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 1.8490, loss: 1.8490 2023-12-19 00:56:50,454 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 4:48:17, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9356, loss_cls: 1.8361, loss: 1.8361 2023-12-19 00:57:12,615 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 4:47:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9337, loss_cls: 1.8584, loss: 1.8584 2023-12-19 00:57:34,712 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 4:47:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 1.8180, loss: 1.8180 2023-12-19 00:57:57,055 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 4:47:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 1.8376, loss: 1.8376 2023-12-19 00:58:19,277 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 4:46:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9331, loss_cls: 1.8324, loss: 1.8324 2023-12-19 00:58:41,554 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 4:46:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 1.8705, loss: 1.8705 2023-12-19 00:59:03,693 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 4:45:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9337, loss_cls: 1.8577, loss: 1.8577 2023-12-19 00:59:25,869 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 4:45:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9406, loss_cls: 1.8314, loss: 1.8314 2023-12-19 00:59:48,326 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 4:45:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 1.8874, loss: 1.8874 2023-12-19 01:00:10,616 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 4:44:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 1.8617, loss: 1.8617 2023-12-19 01:00:20,236 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-19 01:03:35,462 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 01:03:35,920 - pyskl - INFO - top1_acc 0.6814 top5_acc 0.9280 2023-12-19 01:03:35,935 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.6814, top5_acc: 0.9280 2023-12-19 01:04:28,746 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 4:45:21, time: 0.528, data_time: 0.304, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 1.7988, loss: 1.7988 2023-12-19 01:04:50,285 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 4:44:55, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 1.7786, loss: 1.7786 2023-12-19 01:05:12,737 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 4:44:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 1.8583, loss: 1.8583 2023-12-19 01:05:34,987 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 4:44:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 1.8677, loss: 1.8677 2023-12-19 01:05:56,630 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 4:43:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.8380, loss: 1.8380 2023-12-19 01:06:18,996 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 4:43:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9406, loss_cls: 1.7983, loss: 1.7983 2023-12-19 01:06:41,958 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 4:42:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 1.8216, loss: 1.8216 2023-12-19 01:07:04,550 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 4:42:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 1.8248, loss: 1.8248 2023-12-19 01:07:26,953 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 4:42:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.7706, loss: 1.7706 2023-12-19 01:07:49,449 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 4:41:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 1.8180, loss: 1.8180 2023-12-19 01:08:11,549 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 4:41:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 1.8097, loss: 1.8097 2023-12-19 01:08:34,025 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 4:40:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9344, loss_cls: 1.9087, loss: 1.9087 2023-12-19 01:08:56,140 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 4:40:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9406, loss_cls: 1.8565, loss: 1.8565 2023-12-19 01:09:18,241 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 4:40:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.8467, loss: 1.8467 2023-12-19 01:09:40,036 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 4:39:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9375, loss_cls: 1.8333, loss: 1.8333 2023-12-19 01:10:02,673 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 4:39:21, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9287, loss_cls: 1.8964, loss: 1.8964 2023-12-19 01:10:25,098 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 4:38:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 1.7861, loss: 1.7861 2023-12-19 01:10:46,787 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 4:38:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 1.8419, loss: 1.8419 2023-12-19 01:11:08,178 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 4:38:05, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.8253, loss: 1.8253 2023-12-19 01:11:30,350 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 4:37:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.8049, loss: 1.8049 2023-12-19 01:11:52,492 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 4:37:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9287, loss_cls: 1.9207, loss: 1.9207 2023-12-19 01:12:14,497 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 4:36:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 1.8939, loss: 1.8939 2023-12-19 01:12:36,709 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 4:36:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 1.7425, loss: 1.7425 2023-12-19 01:12:59,092 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 4:36:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 1.8256, loss: 1.8256 2023-12-19 01:13:21,016 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 4:35:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.8089, loss: 1.8089 2023-12-19 01:13:42,935 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 4:35:14, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 1.8360, loss: 1.8360 2023-12-19 01:14:04,465 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 4:34:48, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 1.8954, loss: 1.8954 2023-12-19 01:14:26,641 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 4:34:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9306, loss_cls: 1.8861, loss: 1.8861 2023-12-19 01:14:49,070 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 4:34:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9281, loss_cls: 1.8605, loss: 1.8605 2023-12-19 01:15:10,803 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 4:33:35, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9463, loss_cls: 1.7656, loss: 1.7656 2023-12-19 01:15:32,591 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 4:33:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 1.8069, loss: 1.8069 2023-12-19 01:15:54,611 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 4:32:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 1.7935, loss: 1.7935 2023-12-19 01:16:16,620 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 4:32:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 1.8306, loss: 1.8306 2023-12-19 01:16:38,781 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 4:31:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 1.8587, loss: 1.8587 2023-12-19 01:17:01,023 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 4:31:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9325, loss_cls: 1.8411, loss: 1.8411 2023-12-19 01:17:22,806 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 4:31:06, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.8522, loss: 1.8522 2023-12-19 01:17:44,379 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 4:30:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9231, loss_cls: 1.8911, loss: 1.8911 2023-12-19 01:18:06,108 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 4:30:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9375, loss_cls: 1.8795, loss: 1.8795 2023-12-19 01:18:28,612 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 4:29:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9325, loss_cls: 1.8732, loss: 1.8732 2023-12-19 01:18:38,432 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-19 01:21:54,300 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 01:21:54,756 - pyskl - INFO - top1_acc 0.6792 top5_acc 0.9280 2023-12-19 01:21:54,773 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6792, top5_acc: 0.9280 2023-12-19 01:22:44,892 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 4:30:20, time: 0.501, data_time: 0.278, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 1.7651, loss: 1.7651 2023-12-19 01:23:07,362 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 4:29:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 1.8028, loss: 1.8028 2023-12-19 01:23:30,134 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 4:29:34, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9363, loss_cls: 1.8307, loss: 1.8307 2023-12-19 01:23:52,359 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 4:29:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.8351, loss: 1.8351 2023-12-19 01:24:14,340 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 4:28:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9381, loss_cls: 1.8467, loss: 1.8467 2023-12-19 01:24:36,252 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 4:28:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 1.8389, loss: 1.8389 2023-12-19 01:24:58,062 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 4:27:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 1.8164, loss: 1.8164 2023-12-19 01:25:20,131 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 4:27:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 1.7854, loss: 1.7854 2023-12-19 01:25:41,814 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 4:27:05, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 1.8473, loss: 1.8473 2023-12-19 01:26:04,251 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 4:26:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.8614, loss: 1.8614 2023-12-19 01:26:25,993 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 4:26:16, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9431, loss_cls: 1.7505, loss: 1.7505 2023-12-19 01:26:47,940 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 4:25:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9337, loss_cls: 1.9138, loss: 1.9138 2023-12-19 01:27:10,425 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 4:25:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9325, loss_cls: 1.8817, loss: 1.8817 2023-12-19 01:27:32,494 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 4:25:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 1.8409, loss: 1.8409 2023-12-19 01:27:54,982 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 4:24:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9356, loss_cls: 1.8381, loss: 1.8381 2023-12-19 01:28:16,969 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 4:24:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.8733, loss: 1.8733 2023-12-19 01:28:38,952 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 4:23:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 1.8447, loss: 1.8447 2023-12-19 01:29:01,096 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 4:23:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9363, loss_cls: 1.8741, loss: 1.8741 2023-12-19 01:29:23,788 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 4:23:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 1.8517, loss: 1.8517 2023-12-19 01:29:45,602 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 4:22:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.8413, loss: 1.8413 2023-12-19 01:30:08,182 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 4:22:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 1.8015, loss: 1.8015 2023-12-19 01:30:30,600 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 4:21:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9381, loss_cls: 1.8641, loss: 1.8641 2023-12-19 01:30:52,909 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 4:21:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9313, loss_cls: 1.8830, loss: 1.8830 2023-12-19 01:31:15,388 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 4:21:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9444, loss_cls: 1.7697, loss: 1.7697 2023-12-19 01:31:37,942 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 4:20:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9331, loss_cls: 1.8632, loss: 1.8632 2023-12-19 01:32:00,883 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 4:20:20, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 1.8081, loss: 1.8081 2023-12-19 01:32:23,407 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 4:19:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9369, loss_cls: 1.8238, loss: 1.8238 2023-12-19 01:32:45,552 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 4:19:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9319, loss_cls: 1.8845, loss: 1.8845 2023-12-19 01:33:08,125 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 4:19:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9413, loss_cls: 1.8010, loss: 1.8010 2023-12-19 01:33:30,581 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 4:18:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 1.8087, loss: 1.8087 2023-12-19 01:33:52,329 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 4:18:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.8140, loss: 1.8140 2023-12-19 01:34:14,678 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 4:17:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9431, loss_cls: 1.8395, loss: 1.8395 2023-12-19 01:34:36,962 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 4:17:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9363, loss_cls: 1.8541, loss: 1.8541 2023-12-19 01:34:59,224 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 4:17:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9337, loss_cls: 1.8648, loss: 1.8648 2023-12-19 01:35:20,801 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 4:16:44, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 1.8517, loss: 1.8517 2023-12-19 01:35:42,335 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 4:16:18, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.8491, loss: 1.8491 2023-12-19 01:36:04,493 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 4:15:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9294, loss_cls: 1.9106, loss: 1.9106 2023-12-19 01:36:26,687 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 4:15:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 1.7865, loss: 1.7865 2023-12-19 01:36:48,409 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 4:15:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9363, loss_cls: 1.8533, loss: 1.8533 2023-12-19 01:36:57,914 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-19 01:40:12,454 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 01:40:12,923 - pyskl - INFO - top1_acc 0.6967 top5_acc 0.9306 2023-12-19 01:40:12,939 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6967, top5_acc: 0.9306 2023-12-19 01:41:02,204 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 4:15:28, time: 0.493, data_time: 0.276, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 1.8283, loss: 1.8283 2023-12-19 01:41:23,999 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 4:15:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 1.7990, loss: 1.7990 2023-12-19 01:41:45,578 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 4:14:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 1.8292, loss: 1.8292 2023-12-19 01:42:07,546 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 4:14:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.8376, loss: 1.8376 2023-12-19 01:42:29,325 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 4:13:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 1.7662, loss: 1.7662 2023-12-19 01:42:51,421 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 4:13:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.7757, loss: 1.7757 2023-12-19 01:43:13,673 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 4:12:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.8301, loss: 1.8301 2023-12-19 01:43:35,606 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 4:12:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.8282, loss: 1.8282 2023-12-19 01:43:57,713 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 4:12:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 1.8429, loss: 1.8429 2023-12-19 01:44:19,764 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 4:11:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 1.8626, loss: 1.8626 2023-12-19 01:44:41,551 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 4:11:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9406, loss_cls: 1.7986, loss: 1.7986 2023-12-19 01:45:03,660 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 4:10:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 1.8634, loss: 1.8634 2023-12-19 01:45:25,638 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 4:10:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 1.7848, loss: 1.7848 2023-12-19 01:45:47,181 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 4:10:04, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 1.8576, loss: 1.8576 2023-12-19 01:46:09,422 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 4:09:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 1.8014, loss: 1.8014 2023-12-19 01:46:31,954 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 4:09:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9394, loss_cls: 1.8259, loss: 1.8259 2023-12-19 01:46:53,276 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 4:08:50, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.7856, loss: 1.7856 2023-12-19 01:47:15,369 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 4:08:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9363, loss_cls: 1.8414, loss: 1.8414 2023-12-19 01:47:37,865 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 4:08:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9344, loss_cls: 1.8510, loss: 1.8510 2023-12-19 01:47:59,624 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 4:07:37, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9256, loss_cls: 1.9025, loss: 1.9025 2023-12-19 01:48:21,697 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 4:07:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 1.8474, loss: 1.8474 2023-12-19 01:48:43,685 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 4:06:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 1.7899, loss: 1.7899 2023-12-19 01:49:06,846 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 4:06:27, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9356, loss_cls: 1.8555, loss: 1.8555 2023-12-19 01:49:29,196 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 4:06:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 1.9075, loss: 1.9075 2023-12-19 01:49:51,428 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 4:05:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 1.8661, loss: 1.8661 2023-12-19 01:50:13,218 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 4:05:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9356, loss_cls: 1.8539, loss: 1.8539 2023-12-19 01:50:35,099 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 4:04:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9413, loss_cls: 1.8238, loss: 1.8238 2023-12-19 01:50:57,303 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 4:04:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 1.8387, loss: 1.8387 2023-12-19 01:51:19,444 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 4:04:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.8008, loss: 1.8008 2023-12-19 01:51:41,781 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 4:03:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9325, loss_cls: 1.8761, loss: 1.8761 2023-12-19 01:52:03,944 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 4:03:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 1.8034, loss: 1.8034 2023-12-19 01:52:26,016 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 4:02:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9325, loss_cls: 1.8629, loss: 1.8629 2023-12-19 01:52:48,056 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 4:02:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 1.8571, loss: 1.8571 2023-12-19 01:53:09,601 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 4:01:58, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9381, loss_cls: 1.8268, loss: 1.8268 2023-12-19 01:53:31,460 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 4:01:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9381, loss_cls: 1.8053, loss: 1.8053 2023-12-19 01:53:53,637 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 4:01:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 1.8331, loss: 1.8331 2023-12-19 01:54:15,589 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 4:00:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 1.8076, loss: 1.8076 2023-12-19 01:54:38,003 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 4:00:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.7972, loss: 1.7972 2023-12-19 01:55:00,465 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 3:59:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.8525, loss: 1.8525 2023-12-19 01:55:09,967 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-19 01:58:23,999 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 01:58:24,468 - pyskl - INFO - top1_acc 0.6972 top5_acc 0.9292 2023-12-19 01:58:24,484 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6972, top5_acc: 0.9292 2023-12-19 01:59:13,124 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 4:00:18, time: 0.486, data_time: 0.274, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.7793, loss: 1.7793 2023-12-19 01:59:35,592 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 3:59:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9419, loss_cls: 1.7973, loss: 1.7973 2023-12-19 01:59:58,426 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 3:59:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.7763, loss: 1.7763 2023-12-19 02:00:20,627 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 3:59:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 1.7955, loss: 1.7955 2023-12-19 02:00:43,315 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 3:58:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.7902, loss: 1.7902 2023-12-19 02:01:05,480 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 3:58:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 1.8009, loss: 1.8009 2023-12-19 02:01:27,209 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 3:57:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 1.7930, loss: 1.7930 2023-12-19 02:01:49,106 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 3:57:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9369, loss_cls: 1.8507, loss: 1.8507 2023-12-19 02:02:11,140 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 3:57:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9287, loss_cls: 1.8497, loss: 1.8497 2023-12-19 02:02:33,165 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 3:56:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9325, loss_cls: 1.8914, loss: 1.8914 2023-12-19 02:02:55,336 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 3:56:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9356, loss_cls: 1.8434, loss: 1.8434 2023-12-19 02:03:17,420 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 3:55:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 1.8137, loss: 1.8137 2023-12-19 02:03:39,314 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 3:55:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9363, loss_cls: 1.9029, loss: 1.9029 2023-12-19 02:04:01,703 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 3:55:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8126, loss: 1.8126 2023-12-19 02:04:23,546 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 3:54:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 1.8503, loss: 1.8503 2023-12-19 02:04:45,022 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 3:54:15, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.8000, loss: 1.8000 2023-12-19 02:05:07,106 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 3:53:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9356, loss_cls: 1.8532, loss: 1.8532 2023-12-19 02:05:29,409 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 3:53:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9375, loss_cls: 1.8304, loss: 1.8304 2023-12-19 02:05:51,168 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 3:53:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9400, loss_cls: 1.8138, loss: 1.8138 2023-12-19 02:06:13,912 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 3:52:39, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9406, loss_cls: 1.7801, loss: 1.7801 2023-12-19 02:06:35,876 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 3:52:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 1.8132, loss: 1.8132 2023-12-19 02:06:58,360 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 3:51:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.8330, loss: 1.8330 2023-12-19 02:07:20,605 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 3:51:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9419, loss_cls: 1.7894, loss: 1.7894 2023-12-19 02:07:43,111 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 3:51:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 1.7985, loss: 1.7985 2023-12-19 02:08:05,420 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 3:50:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 1.7817, loss: 1.7817 2023-12-19 02:08:27,016 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 3:50:15, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 1.8245, loss: 1.8245 2023-12-19 02:08:49,015 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 3:49:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 1.8224, loss: 1.8224 2023-12-19 02:09:11,439 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 3:49:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 1.8388, loss: 1.8388 2023-12-19 02:09:33,650 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 3:49:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.8079, loss: 1.8079 2023-12-19 02:09:55,433 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 3:48:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.7931, loss: 1.7931 2023-12-19 02:10:17,264 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 3:48:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 1.7965, loss: 1.7965 2023-12-19 02:10:38,677 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 3:47:47, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9313, loss_cls: 1.8924, loss: 1.8924 2023-12-19 02:11:00,713 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 3:47:22, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9381, loss_cls: 1.8342, loss: 1.8342 2023-12-19 02:11:22,410 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 3:46:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 1.8498, loss: 1.8498 2023-12-19 02:11:44,384 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 3:46:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9350, loss_cls: 1.8404, loss: 1.8404 2023-12-19 02:12:06,617 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 3:46:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.8471, loss: 1.8471 2023-12-19 02:12:29,284 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 3:45:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 1.7692, loss: 1.7692 2023-12-19 02:12:51,409 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 3:45:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 1.8813, loss: 1.8813 2023-12-19 02:13:13,463 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 3:44:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9231, loss_cls: 1.8913, loss: 1.8913 2023-12-19 02:13:22,853 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-19 02:16:35,610 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 02:16:36,102 - pyskl - INFO - top1_acc 0.7021 top5_acc 0.9396 2023-12-19 02:16:36,119 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7021, top5_acc: 0.9396 2023-12-19 02:17:26,258 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 3:45:20, time: 0.501, data_time: 0.282, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9569, loss_cls: 1.7480, loss: 1.7480 2023-12-19 02:17:48,475 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 3:44:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.7504, loss: 1.7504 2023-12-19 02:18:10,575 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 3:44:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 1.8279, loss: 1.8279 2023-12-19 02:18:32,831 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 3:44:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 1.8248, loss: 1.8248 2023-12-19 02:18:55,002 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 3:43:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.8079, loss: 1.8079 2023-12-19 02:19:16,957 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 3:43:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 1.8045, loss: 1.8045 2023-12-19 02:19:38,525 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 3:42:53, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9356, loss_cls: 1.8384, loss: 1.8384 2023-12-19 02:20:00,496 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 3:42:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9431, loss_cls: 1.7845, loss: 1.7845 2023-12-19 02:20:22,759 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 3:42:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 1.7893, loss: 1.7893 2023-12-19 02:20:44,331 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 3:41:39, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 1.8530, loss: 1.8530 2023-12-19 02:21:06,529 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 3:41:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9331, loss_cls: 1.8885, loss: 1.8885 2023-12-19 02:21:28,250 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 3:40:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.8266, loss: 1.8266 2023-12-19 02:21:50,890 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 3:40:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9394, loss_cls: 1.8275, loss: 1.8275 2023-12-19 02:22:12,854 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 3:40:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9356, loss_cls: 1.8321, loss: 1.8321 2023-12-19 02:22:34,352 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 3:39:37, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 1.7736, loss: 1.7736 2023-12-19 02:22:56,316 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 3:39:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 1.7898, loss: 1.7898 2023-12-19 02:23:18,393 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 3:38:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 1.8286, loss: 1.8286 2023-12-19 02:23:40,016 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 3:38:22, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 1.7559, loss: 1.7559 2023-12-19 02:24:02,332 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 3:37:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 1.8080, loss: 1.8080 2023-12-19 02:24:24,487 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 3:37:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.8406, loss: 1.8406 2023-12-19 02:24:46,555 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 3:37:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9356, loss_cls: 1.8839, loss: 1.8839 2023-12-19 02:25:08,362 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 3:36:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 1.7813, loss: 1.7813 2023-12-19 02:25:30,904 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 3:36:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 1.8189, loss: 1.8189 2023-12-19 02:25:52,745 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 3:35:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 1.7843, loss: 1.7843 2023-12-19 02:26:14,860 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 3:35:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.8007, loss: 1.8007 2023-12-19 02:26:37,008 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 3:35:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 1.7867, loss: 1.7867 2023-12-19 02:26:58,909 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 3:34:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 1.7527, loss: 1.7527 2023-12-19 02:27:20,972 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 3:34:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8116, loss: 1.8116 2023-12-19 02:27:42,883 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 3:33:55, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9344, loss_cls: 1.9153, loss: 1.9153 2023-12-19 02:28:04,836 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 3:33:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.8317, loss: 1.8317 2023-12-19 02:28:26,532 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 3:33:05, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.8257, loss: 1.8257 2023-12-19 02:28:48,405 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 3:32:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 1.8442, loss: 1.8442 2023-12-19 02:29:10,581 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 3:32:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.8488, loss: 1.8488 2023-12-19 02:29:32,641 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 3:31:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 1.8016, loss: 1.8016 2023-12-19 02:29:54,839 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 3:31:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9369, loss_cls: 1.8246, loss: 1.8246 2023-12-19 02:30:17,281 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 3:31:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 1.8330, loss: 1.8330 2023-12-19 02:30:39,647 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 3:30:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 1.8547, loss: 1.8547 2023-12-19 02:31:01,824 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 3:30:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 1.8270, loss: 1.8270 2023-12-19 02:31:23,430 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 3:29:52, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9344, loss_cls: 1.8307, loss: 1.8307 2023-12-19 02:31:33,221 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-19 02:34:47,596 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 02:34:48,079 - pyskl - INFO - top1_acc 0.7096 top5_acc 0.9268 2023-12-19 02:34:48,084 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_32.pth was removed 2023-12-19 02:34:48,241 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. 2023-12-19 02:34:48,243 - pyskl - INFO - Best top1_acc is 0.7096 at 39 epoch. 2023-12-19 02:34:48,258 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7096, top5_acc: 0.9268 2023-12-19 02:35:35,596 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 3:30:05, time: 0.473, data_time: 0.252, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.7972, loss: 1.7972 2023-12-19 02:35:57,633 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 3:29:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 1.7480, loss: 1.7480 2023-12-19 02:36:19,795 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 3:29:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 1.8034, loss: 1.8034 2023-12-19 02:36:42,581 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 3:28:54, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9394, loss_cls: 1.8222, loss: 1.8222 2023-12-19 02:37:04,744 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 3:28:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.7943, loss: 1.7943 2023-12-19 02:37:26,709 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 3:28:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.8338, loss: 1.8338 2023-12-19 02:37:48,879 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 3:27:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 1.8578, loss: 1.8578 2023-12-19 02:38:10,812 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 3:27:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9431, loss_cls: 1.8078, loss: 1.8078 2023-12-19 02:38:32,954 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 3:26:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 1.8812, loss: 1.8812 2023-12-19 02:38:54,869 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 3:26:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.8098, loss: 1.8098 2023-12-19 02:39:17,235 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 3:26:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9394, loss_cls: 1.7974, loss: 1.7974 2023-12-19 02:39:39,500 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 3:25:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 1.7921, loss: 1.7921 2023-12-19 02:40:02,068 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 3:25:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 1.8363, loss: 1.8363 2023-12-19 02:40:24,281 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 3:24:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 1.7936, loss: 1.7936 2023-12-19 02:40:46,676 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 3:24:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.7647, loss: 1.7647 2023-12-19 02:41:08,554 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 3:24:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 1.7978, loss: 1.7978 2023-12-19 02:41:30,497 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 3:23:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9525, loss_cls: 1.8240, loss: 1.8240 2023-12-19 02:41:52,686 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 3:23:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9363, loss_cls: 1.8414, loss: 1.8414 2023-12-19 02:42:15,273 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 3:22:55, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 1.7809, loss: 1.7809 2023-12-19 02:42:37,238 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 3:22:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9344, loss_cls: 1.8846, loss: 1.8846 2023-12-19 02:43:00,118 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 3:22:09, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9481, loss_cls: 1.7998, loss: 1.7998 2023-12-19 02:43:22,533 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 3:21:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 1.7595, loss: 1.7595 2023-12-19 02:43:45,115 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 3:21:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.8125, loss: 1.8125 2023-12-19 02:44:07,418 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 3:20:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.8625, loss: 1.8625 2023-12-19 02:44:29,382 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 3:20:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 1.8006, loss: 1.8006 2023-12-19 02:44:51,168 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 3:20:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.8032, loss: 1.8032 2023-12-19 02:45:12,562 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 3:19:44, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9413, loss_cls: 1.7747, loss: 1.7747 2023-12-19 02:45:34,997 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 3:19:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 1.8829, loss: 1.8829 2023-12-19 02:45:57,195 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 3:18:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 1.8449, loss: 1.8449 2023-12-19 02:46:19,300 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 3:18:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 1.7533, loss: 1.7533 2023-12-19 02:46:41,596 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 3:18:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9294, loss_cls: 1.8615, loss: 1.8615 2023-12-19 02:47:03,773 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 3:17:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 1.8352, loss: 1.8352 2023-12-19 02:47:25,937 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 3:17:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 1.7852, loss: 1.7852 2023-12-19 02:47:47,675 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 3:16:56, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9337, loss_cls: 1.8259, loss: 1.8259 2023-12-19 02:48:09,601 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 3:16:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 1.8089, loss: 1.8089 2023-12-19 02:48:31,880 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 3:16:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 1.8102, loss: 1.8102 2023-12-19 02:48:54,085 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 3:15:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9344, loss_cls: 1.8654, loss: 1.8654 2023-12-19 02:49:16,229 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 3:15:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9369, loss_cls: 1.8112, loss: 1.8112 2023-12-19 02:49:38,377 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 3:14:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 1.8328, loss: 1.8328 2023-12-19 02:49:47,966 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-19 02:53:02,154 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 02:53:02,630 - pyskl - INFO - top1_acc 0.6906 top5_acc 0.9238 2023-12-19 02:53:02,646 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6906, top5_acc: 0.9238 2023-12-19 02:53:53,473 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 3:15:17, time: 0.508, data_time: 0.290, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9331, loss_cls: 1.8601, loss: 1.8601 2023-12-19 02:54:15,573 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 3:14:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.7869, loss: 1.7869 2023-12-19 02:54:38,079 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 3:14:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 1.7359, loss: 1.7359 2023-12-19 02:55:00,292 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 3:14:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9344, loss_cls: 1.8208, loss: 1.8208 2023-12-19 02:55:21,773 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 3:13:40, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.7586, loss: 1.7586 2023-12-19 02:55:43,757 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 3:13:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 1.7209, loss: 1.7209 2023-12-19 02:56:05,934 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 3:12:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 1.8118, loss: 1.8118 2023-12-19 02:56:28,149 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 3:12:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.8069, loss: 1.8069 2023-12-19 02:56:49,794 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 3:12:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9456, loss_cls: 1.7449, loss: 1.7449 2023-12-19 02:57:11,826 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 3:11:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 1.8112, loss: 1.8112 2023-12-19 02:57:34,267 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 3:11:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9419, loss_cls: 1.7827, loss: 1.7827 2023-12-19 02:57:56,385 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 3:10:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9475, loss_cls: 1.8267, loss: 1.8267 2023-12-19 02:58:18,184 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 3:10:26, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 1.8302, loss: 1.8302 2023-12-19 02:58:40,641 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 3:10:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.7895, loss: 1.7895 2023-12-19 02:59:02,619 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 3:09:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 1.7542, loss: 1.7542 2023-12-19 02:59:24,657 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 3:09:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 1.8237, loss: 1.8237 2023-12-19 02:59:46,197 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 3:08:49, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 1.7490, loss: 1.7490 2023-12-19 03:00:08,073 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 3:08:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 1.8148, loss: 1.8148 2023-12-19 03:00:30,466 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 3:08:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9406, loss_cls: 1.8103, loss: 1.8103 2023-12-19 03:00:52,161 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 3:07:35, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 1.7558, loss: 1.7558 2023-12-19 03:01:14,050 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 3:07:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9444, loss_cls: 1.8815, loss: 1.8815 2023-12-19 03:01:36,293 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 3:06:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9413, loss_cls: 1.7775, loss: 1.7775 2023-12-19 03:01:58,733 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 3:06:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9394, loss_cls: 1.8037, loss: 1.8037 2023-12-19 03:02:21,345 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 3:06:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.7780, loss: 1.7780 2023-12-19 03:02:43,605 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 3:05:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 1.8314, loss: 1.8314 2023-12-19 03:03:06,076 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 3:05:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 1.8387, loss: 1.8387 2023-12-19 03:03:28,375 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 3:04:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.7549, loss: 1.7549 2023-12-19 03:03:50,983 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 3:04:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.7686, loss: 1.7686 2023-12-19 03:04:13,448 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 3:04:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 1.8093, loss: 1.8093 2023-12-19 03:04:35,535 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 3:03:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.7689, loss: 1.7689 2023-12-19 03:04:57,697 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 3:03:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 1.7746, loss: 1.7746 2023-12-19 03:05:19,911 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 3:02:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.8382, loss: 1.8382 2023-12-19 03:05:41,869 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 3:02:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9300, loss_cls: 1.8637, loss: 1.8637 2023-12-19 03:06:04,186 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 3:02:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9469, loss_cls: 1.7464, loss: 1.7464 2023-12-19 03:06:26,274 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 3:01:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 1.7665, loss: 1.7665 2023-12-19 03:06:48,208 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 3:01:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9344, loss_cls: 1.8381, loss: 1.8381 2023-12-19 03:07:10,622 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 3:00:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9331, loss_cls: 1.8463, loss: 1.8463 2023-12-19 03:07:32,976 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 3:00:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9369, loss_cls: 1.8073, loss: 1.8073 2023-12-19 03:07:54,442 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 3:00:04, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9337, loss_cls: 1.8853, loss: 1.8853 2023-12-19 03:08:04,311 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-19 03:11:21,014 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 03:11:21,464 - pyskl - INFO - top1_acc 0.6907 top5_acc 0.9257 2023-12-19 03:11:21,480 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6907, top5_acc: 0.9257 2023-12-19 03:12:13,263 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 3:00:26, time: 0.518, data_time: 0.291, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 1.7667, loss: 1.7667 2023-12-19 03:12:35,856 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 3:00:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 1.7911, loss: 1.7911 2023-12-19 03:12:58,087 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 2:59:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.7915, loss: 1.7915 2023-12-19 03:13:20,461 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 2:59:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 1.8032, loss: 1.8032 2023-12-19 03:13:42,733 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 2:58:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 1.8046, loss: 1.8046 2023-12-19 03:14:05,281 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 2:58:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.7893, loss: 1.7893 2023-12-19 03:14:27,673 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 2:58:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 1.7443, loss: 1.7443 2023-12-19 03:14:49,859 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 2:57:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9381, loss_cls: 1.8421, loss: 1.8421 2023-12-19 03:15:11,723 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 2:57:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 1.8037, loss: 1.8037 2023-12-19 03:15:33,452 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 2:56:53, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.8053, loss: 1.8053 2023-12-19 03:15:55,942 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 2:56:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 1.8332, loss: 1.8332 2023-12-19 03:16:17,708 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 2:56:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9325, loss_cls: 1.8431, loss: 1.8431 2023-12-19 03:16:39,757 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 2:55:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 1.7773, loss: 1.7773 2023-12-19 03:17:02,269 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 2:55:18, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 1.7739, loss: 1.7739 2023-12-19 03:17:24,535 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 2:54:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9444, loss_cls: 1.7842, loss: 1.7842 2023-12-19 03:17:46,762 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 2:54:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 1.7811, loss: 1.7811 2023-12-19 03:18:08,937 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 2:54:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 1.7554, loss: 1.7554 2023-12-19 03:18:30,806 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 2:53:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9431, loss_cls: 1.7722, loss: 1.7722 2023-12-19 03:18:53,119 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 2:53:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.7081, loss: 1.7081 2023-12-19 03:19:15,039 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 2:52:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 1.8104, loss: 1.8104 2023-12-19 03:19:37,010 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 2:52:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9344, loss_cls: 1.8803, loss: 1.8803 2023-12-19 03:19:59,307 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 2:52:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 1.7617, loss: 1.7617 2023-12-19 03:20:21,826 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 2:51:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 1.7906, loss: 1.7906 2023-12-19 03:20:44,178 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 2:51:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.7866, loss: 1.7866 2023-12-19 03:21:06,281 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 2:50:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9450, loss_cls: 1.7431, loss: 1.7431 2023-12-19 03:21:27,892 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 2:50:30, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 1.8452, loss: 1.8452 2023-12-19 03:21:49,993 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 2:50:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 1.8377, loss: 1.8377 2023-12-19 03:22:11,788 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 2:49:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 1.8507, loss: 1.8507 2023-12-19 03:22:34,009 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 2:49:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.8045, loss: 1.8045 2023-12-19 03:22:56,512 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 2:48:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9375, loss_cls: 1.8268, loss: 1.8268 2023-12-19 03:23:18,905 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 2:48:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9387, loss_cls: 1.8296, loss: 1.8296 2023-12-19 03:23:41,182 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 2:48:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9337, loss_cls: 1.8299, loss: 1.8299 2023-12-19 03:24:03,305 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 2:47:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 1.7777, loss: 1.7777 2023-12-19 03:24:25,309 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 2:47:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 1.8723, loss: 1.8723 2023-12-19 03:24:47,601 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 2:46:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 1.8566, loss: 1.8566 2023-12-19 03:25:09,788 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 2:46:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.7621, loss: 1.7621 2023-12-19 03:25:31,544 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 2:46:07, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.8887, loss: 1.8887 2023-12-19 03:25:53,005 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 2:45:42, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.8474, loss: 1.8474 2023-12-19 03:26:15,632 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 2:45:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 1.7733, loss: 1.7733 2023-12-19 03:26:25,524 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-19 03:29:41,825 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 03:29:42,270 - pyskl - INFO - top1_acc 0.6922 top5_acc 0.9315 2023-12-19 03:29:42,286 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6922, top5_acc: 0.9315 2023-12-19 03:30:32,701 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 2:45:35, time: 0.504, data_time: 0.286, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.7594, loss: 1.7594 2023-12-19 03:30:54,082 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 2:45:09, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.8340, loss: 1.8340 2023-12-19 03:31:16,186 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 2:44:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.7534, loss: 1.7534 2023-12-19 03:31:38,147 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 2:44:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9431, loss_cls: 1.7320, loss: 1.7320 2023-12-19 03:32:00,404 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 2:43:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 1.7420, loss: 1.7420 2023-12-19 03:32:22,545 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 2:43:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9381, loss_cls: 1.7947, loss: 1.7947 2023-12-19 03:32:44,775 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 2:43:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9475, loss_cls: 1.8209, loss: 1.8209 2023-12-19 03:33:07,140 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 2:42:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.7938, loss: 1.7938 2023-12-19 03:33:29,968 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 2:42:24, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.8079, loss: 1.8079 2023-12-19 03:33:52,359 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 2:42:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.8218, loss: 1.8218 2023-12-19 03:34:13,924 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 2:41:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 1.7030, loss: 1.7030 2023-12-19 03:34:35,402 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 2:41:10, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9394, loss_cls: 1.8053, loss: 1.8053 2023-12-19 03:34:57,323 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 2:40:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9319, loss_cls: 1.8873, loss: 1.8873 2023-12-19 03:35:19,211 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 2:40:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 1.7405, loss: 1.7405 2023-12-19 03:35:41,103 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 2:39:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.7879, loss: 1.7879 2023-12-19 03:36:03,184 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 2:39:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.8433, loss: 1.8433 2023-12-19 03:36:25,366 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 2:39:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9400, loss_cls: 1.7850, loss: 1.7850 2023-12-19 03:36:47,471 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 2:38:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 1.7729, loss: 1.7729 2023-12-19 03:37:09,460 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 2:38:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 1.8074, loss: 1.8074 2023-12-19 03:37:31,713 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 2:37:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9356, loss_cls: 1.8750, loss: 1.8750 2023-12-19 03:37:54,481 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 2:37:34, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 1.7753, loss: 1.7753 2023-12-19 03:38:16,723 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 2:37:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9450, loss_cls: 1.7748, loss: 1.7748 2023-12-19 03:38:38,390 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 2:36:46, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 1.8305, loss: 1.8305 2023-12-19 03:39:00,188 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 2:36:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9400, loss_cls: 1.7864, loss: 1.7864 2023-12-19 03:39:22,464 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 2:35:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 1.7558, loss: 1.7558 2023-12-19 03:39:45,030 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 2:35:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9363, loss_cls: 1.7987, loss: 1.7987 2023-12-19 03:40:07,289 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 2:35:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9475, loss_cls: 1.7490, loss: 1.7490 2023-12-19 03:40:29,736 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 2:34:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9450, loss_cls: 1.7406, loss: 1.7406 2023-12-19 03:40:52,213 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 2:34:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9487, loss_cls: 1.7433, loss: 1.7433 2023-12-19 03:41:14,188 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 2:34:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 1.8037, loss: 1.8037 2023-12-19 03:41:35,725 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 2:33:35, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9413, loss_cls: 1.7904, loss: 1.7904 2023-12-19 03:41:57,183 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 2:33:09, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.8097, loss: 1.8097 2023-12-19 03:42:19,167 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 2:32:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9375, loss_cls: 1.8098, loss: 1.8098 2023-12-19 03:42:41,314 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 2:32:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.8092, loss: 1.8092 2023-12-19 03:43:02,899 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 2:31:56, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.7276, loss: 1.7276 2023-12-19 03:43:24,882 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 2:31:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 1.8431, loss: 1.8431 2023-12-19 03:43:46,798 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 2:31:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9369, loss_cls: 1.8292, loss: 1.8292 2023-12-19 03:44:08,789 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 2:30:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.7989, loss: 1.7989 2023-12-19 03:44:31,165 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 2:30:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 1.7228, loss: 1.7228 2023-12-19 03:44:41,108 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-19 03:47:57,162 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 03:47:57,820 - pyskl - INFO - top1_acc 0.6817 top5_acc 0.9244 2023-12-19 03:47:57,836 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.6817, top5_acc: 0.9244 2023-12-19 03:48:48,244 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 2:30:35, time: 0.504, data_time: 0.285, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 1.8038, loss: 1.8038 2023-12-19 03:49:10,332 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 2:30:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.7697, loss: 1.7697 2023-12-19 03:49:32,689 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 2:29:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.7670, loss: 1.7670 2023-12-19 03:49:54,297 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 2:29:22, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.8344, loss: 1.8344 2023-12-19 03:50:16,545 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 2:28:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9487, loss_cls: 1.7344, loss: 1.7344 2023-12-19 03:50:38,476 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 2:28:34, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9400, loss_cls: 1.7987, loss: 1.7987 2023-12-19 03:51:00,394 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 2:28:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9437, loss_cls: 1.7617, loss: 1.7617 2023-12-19 03:51:22,700 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 2:27:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 1.7762, loss: 1.7762 2023-12-19 03:51:45,384 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 2:27:24, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 1.8088, loss: 1.8088 2023-12-19 03:52:07,551 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 2:27:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.7900, loss: 1.7900 2023-12-19 03:52:29,571 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 2:26:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9394, loss_cls: 1.8158, loss: 1.8158 2023-12-19 03:52:51,648 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 2:26:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9306, loss_cls: 1.9119, loss: 1.9119 2023-12-19 03:53:13,919 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 2:25:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 1.7407, loss: 1.7407 2023-12-19 03:53:36,323 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 2:25:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.8048, loss: 1.8048 2023-12-19 03:53:57,810 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 2:24:59, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.7768, loss: 1.7768 2023-12-19 03:54:19,253 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 2:24:34, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 1.7163, loss: 1.7163 2023-12-19 03:54:41,407 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 2:24:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9494, loss_cls: 1.7040, loss: 1.7040 2023-12-19 03:55:03,059 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 2:23:45, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 1.7950, loss: 1.7950 2023-12-19 03:55:25,720 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 2:23:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 1.8131, loss: 1.8131 2023-12-19 03:55:48,486 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 2:23:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 1.7252, loss: 1.7252 2023-12-19 03:56:10,724 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 2:22:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 1.7876, loss: 1.7876 2023-12-19 03:56:33,026 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 2:22:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.8113, loss: 1.8113 2023-12-19 03:56:55,114 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 2:21:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.8447, loss: 1.8447 2023-12-19 03:57:17,818 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 2:21:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 1.7890, loss: 1.7890 2023-12-19 03:57:40,634 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 2:21:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 1.8146, loss: 1.8146 2023-12-19 03:58:02,560 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 2:20:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 1.8064, loss: 1.8064 2023-12-19 03:58:24,222 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 2:20:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.7811, loss: 1.7811 2023-12-19 03:58:46,573 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 2:19:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 1.8159, loss: 1.8159 2023-12-19 03:59:08,766 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 2:19:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 1.7980, loss: 1.7980 2023-12-19 03:59:30,609 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 2:19:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9431, loss_cls: 1.7657, loss: 1.7657 2023-12-19 03:59:52,637 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 2:18:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 1.7619, loss: 1.7619 2023-12-19 04:00:14,884 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 2:18:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9400, loss_cls: 1.7768, loss: 1.7768 2023-12-19 04:00:36,964 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 2:17:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.7100, loss: 1.7100 2023-12-19 04:00:59,112 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 2:17:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 1.7681, loss: 1.7681 2023-12-19 04:01:22,058 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 2:17:06, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 1.8010, loss: 1.8010 2023-12-19 04:01:44,748 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 2:16:43, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 1.7583, loss: 1.7583 2023-12-19 04:02:07,145 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 2:16:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.8310, loss: 1.8310 2023-12-19 04:02:29,464 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 2:15:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9337, loss_cls: 1.8285, loss: 1.8285 2023-12-19 04:02:51,111 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 2:15:32, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9350, loss_cls: 1.8365, loss: 1.8365 2023-12-19 04:03:01,167 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-19 04:06:15,999 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 04:06:16,653 - pyskl - INFO - top1_acc 0.6055 top5_acc 0.8729 2023-12-19 04:06:16,670 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.6055, top5_acc: 0.8729 2023-12-19 04:07:08,842 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 2:15:49, time: 0.522, data_time: 0.308, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 1.8335, loss: 1.8335 2023-12-19 04:07:30,939 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 2:15:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.7372, loss: 1.7372 2023-12-19 04:07:52,356 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 2:15:00, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9363, loss_cls: 1.7887, loss: 1.7887 2023-12-19 04:08:14,302 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 2:14:36, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9400, loss_cls: 1.7979, loss: 1.7979 2023-12-19 04:08:36,684 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 2:14:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 1.7655, loss: 1.7655 2023-12-19 04:08:58,554 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 2:13:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.7825, loss: 1.7825 2023-12-19 04:09:20,296 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 2:13:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.7736, loss: 1.7736 2023-12-19 04:09:42,609 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 2:13:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 1.8209, loss: 1.8209 2023-12-19 04:10:04,899 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 2:12:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 1.7938, loss: 1.7938 2023-12-19 04:10:27,051 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 2:12:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9387, loss_cls: 1.8013, loss: 1.8013 2023-12-19 04:10:49,328 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 2:11:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 1.7464, loss: 1.7464 2023-12-19 04:11:10,916 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 2:11:24, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.7920, loss: 1.7920 2023-12-19 04:11:33,151 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 2:11:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.7524, loss: 1.7524 2023-12-19 04:11:55,267 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 2:10:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 1.7159, loss: 1.7159 2023-12-19 04:12:16,712 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 2:10:11, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.7987, loss: 1.7987 2023-12-19 04:12:38,282 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 2:09:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 1.7485, loss: 1.7485 2023-12-19 04:13:00,082 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 2:09:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 1.7247, loss: 1.7247 2023-12-19 04:13:22,280 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 2:08:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9387, loss_cls: 1.7948, loss: 1.7948 2023-12-19 04:13:44,049 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 2:08:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9444, loss_cls: 1.7606, loss: 1.7606 2023-12-19 04:14:06,262 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 2:08:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9325, loss_cls: 1.8460, loss: 1.8460 2023-12-19 04:14:28,132 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 2:07:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9369, loss_cls: 1.8157, loss: 1.8157 2023-12-19 04:14:49,728 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 2:07:19, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.7847, loss: 1.7847 2023-12-19 04:15:11,422 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 2:06:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.8266, loss: 1.8266 2023-12-19 04:15:33,267 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 2:06:30, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9450, loss_cls: 1.7669, loss: 1.7669 2023-12-19 04:15:55,729 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 2:06:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.7596, loss: 1.7596 2023-12-19 04:16:17,463 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 2:05:42, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 1.8515, loss: 1.8515 2023-12-19 04:16:39,370 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 2:05:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 1.7985, loss: 1.7985 2023-12-19 04:17:01,452 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 2:04:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 1.7623, loss: 1.7623 2023-12-19 04:17:23,662 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 2:04:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 1.8376, loss: 1.8376 2023-12-19 04:17:45,639 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 2:04:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 1.7161, loss: 1.7161 2023-12-19 04:18:06,782 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 2:03:40, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 1.7347, loss: 1.7347 2023-12-19 04:18:28,521 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 2:03:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 1.7137, loss: 1.7137 2023-12-19 04:18:49,992 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 2:02:50, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.7295, loss: 1.7295 2023-12-19 04:19:11,466 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 2:02:24, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 1.8749, loss: 1.8749 2023-12-19 04:19:33,773 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 2:02:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.8122, loss: 1.8122 2023-12-19 04:19:55,554 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 2:01:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9419, loss_cls: 1.8019, loss: 1.8019 2023-12-19 04:20:17,422 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 2:01:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 1.7670, loss: 1.7670 2023-12-19 04:20:39,101 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 2:00:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 1.7525, loss: 1.7525 2023-12-19 04:21:00,548 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 2:00:22, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 1.8074, loss: 1.8074 2023-12-19 04:21:09,771 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-19 04:24:24,254 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 04:24:24,746 - pyskl - INFO - top1_acc 0.6850 top5_acc 0.9194 2023-12-19 04:24:24,762 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.6850, top5_acc: 0.9194 2023-12-19 04:25:16,749 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 2:00:37, time: 0.520, data_time: 0.299, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.7447, loss: 1.7447 2023-12-19 04:25:38,447 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 2:00:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 1.7593, loss: 1.7593 2023-12-19 04:26:00,600 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 1:59:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 1.7397, loss: 1.7397 2023-12-19 04:26:22,949 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 1:59:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 1.7671, loss: 1.7671 2023-12-19 04:26:45,119 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 1:59:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.7203, loss: 1.7203 2023-12-19 04:27:07,674 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 1:58:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.7457, loss: 1.7457 2023-12-19 04:27:30,406 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 1:58:16, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 1.6850, loss: 1.6850 2023-12-19 04:27:52,676 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 1:57:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.7794, loss: 1.7794 2023-12-19 04:28:14,506 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 1:57:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9394, loss_cls: 1.7696, loss: 1.7696 2023-12-19 04:28:36,998 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 1:57:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.7747, loss: 1.7747 2023-12-19 04:28:59,447 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 1:56:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 1.7778, loss: 1.7778 2023-12-19 04:29:21,792 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 1:56:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 1.8131, loss: 1.8131 2023-12-19 04:29:43,682 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 1:55:55, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.8074, loss: 1.8074 2023-12-19 04:30:05,859 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 1:55:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.7687, loss: 1.7687 2023-12-19 04:30:28,147 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 1:55:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.7228, loss: 1.7228 2023-12-19 04:30:49,984 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 1:54:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 1.7173, loss: 1.7173 2023-12-19 04:31:12,121 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 1:54:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 1.7612, loss: 1.7612 2023-12-19 04:31:34,131 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 1:53:55, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 1.7750, loss: 1.7750 2023-12-19 04:31:56,232 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 1:53:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 1.8510, loss: 1.8510 2023-12-19 04:32:18,533 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 1:53:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 1.7202, loss: 1.7202 2023-12-19 04:32:40,853 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 1:52:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 1.7919, loss: 1.7919 2023-12-19 04:33:02,588 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 1:52:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.8200, loss: 1.8200 2023-12-19 04:33:24,434 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 1:51:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 1.7724, loss: 1.7724 2023-12-19 04:33:45,920 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 1:51:30, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 1.7189, loss: 1.7189 2023-12-19 04:34:08,030 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 1:51:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9375, loss_cls: 1.8175, loss: 1.8175 2023-12-19 04:34:30,238 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 1:50:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9469, loss_cls: 1.7527, loss: 1.7527 2023-12-19 04:34:52,255 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 1:50:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9375, loss_cls: 1.7747, loss: 1.7747 2023-12-19 04:35:14,707 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 1:49:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.7332, loss: 1.7332 2023-12-19 04:35:36,826 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 1:49:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9456, loss_cls: 1.7518, loss: 1.7518 2023-12-19 04:35:58,928 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 1:49:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 1.7325, loss: 1.7325 2023-12-19 04:36:20,909 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 1:48:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 1.8152, loss: 1.8152 2023-12-19 04:36:42,698 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 1:48:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9369, loss_cls: 1.8200, loss: 1.8200 2023-12-19 04:37:04,299 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 1:47:54, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9394, loss_cls: 1.7921, loss: 1.7921 2023-12-19 04:37:26,253 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 1:47:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 1.8103, loss: 1.8103 2023-12-19 04:37:48,583 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 1:47:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 1.7549, loss: 1.7549 2023-12-19 04:38:10,912 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 1:46:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.7680, loss: 1.7680 2023-12-19 04:38:32,701 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 1:46:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9463, loss_cls: 1.7985, loss: 1.7985 2023-12-19 04:38:54,520 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 1:45:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.8249, loss: 1.8249 2023-12-19 04:39:16,476 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 1:45:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 1.8023, loss: 1.8023 2023-12-19 04:39:26,332 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-19 04:42:39,866 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 04:42:40,343 - pyskl - INFO - top1_acc 0.7176 top5_acc 0.9408 2023-12-19 04:42:40,348 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_39.pth was removed 2023-12-19 04:42:40,518 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2023-12-19 04:42:40,520 - pyskl - INFO - Best top1_acc is 0.7176 at 46 epoch. 2023-12-19 04:42:40,536 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7176, top5_acc: 0.9408 2023-12-19 04:43:31,454 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 1:45:42, time: 0.509, data_time: 0.288, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 1.8293, loss: 1.8293 2023-12-19 04:43:53,658 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 1:45:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9487, loss_cls: 1.7098, loss: 1.7098 2023-12-19 04:44:15,937 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 1:44:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.7418, loss: 1.7418 2023-12-19 04:44:38,239 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 1:44:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 1.7394, loss: 1.7394 2023-12-19 04:45:00,208 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 1:44:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.7200, loss: 1.7200 2023-12-19 04:45:22,454 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 1:43:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 1.7999, loss: 1.7999 2023-12-19 04:45:44,447 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 1:43:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9456, loss_cls: 1.7827, loss: 1.7827 2023-12-19 04:46:06,537 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 1:42:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9487, loss_cls: 1.7378, loss: 1.7378 2023-12-19 04:46:28,602 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 1:42:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 1.7581, loss: 1.7581 2023-12-19 04:46:50,619 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 1:42:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 1.7209, loss: 1.7209 2023-12-19 04:47:12,528 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 1:41:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9425, loss_cls: 1.7722, loss: 1.7722 2023-12-19 04:47:34,551 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 1:41:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.7406, loss: 1.7406 2023-12-19 04:47:56,688 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 1:40:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.7333, loss: 1.7333 2023-12-19 04:48:18,294 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 1:40:31, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 1.8524, loss: 1.8524 2023-12-19 04:48:39,850 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 1:40:06, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 1.8289, loss: 1.8289 2023-12-19 04:49:02,079 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 1:39:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9494, loss_cls: 1.7654, loss: 1.7654 2023-12-19 04:49:24,310 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 1:39:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 1.7445, loss: 1.7445 2023-12-19 04:49:46,798 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 1:38:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 1.7467, loss: 1.7467 2023-12-19 04:50:08,935 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 1:38:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 1.7179, loss: 1.7179 2023-12-19 04:50:31,147 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 1:38:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.7921, loss: 1.7921 2023-12-19 04:50:53,694 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 1:37:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9456, loss_cls: 1.7410, loss: 1.7410 2023-12-19 04:51:15,936 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 1:37:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 1.7808, loss: 1.7808 2023-12-19 04:51:37,955 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 1:36:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9375, loss_cls: 1.7861, loss: 1.7861 2023-12-19 04:52:00,187 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 1:36:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9419, loss_cls: 1.7493, loss: 1.7493 2023-12-19 04:52:22,508 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 1:36:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 1.7215, loss: 1.7215 2023-12-19 04:52:44,170 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 1:35:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9394, loss_cls: 1.8096, loss: 1.8096 2023-12-19 04:53:05,896 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 1:35:22, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 1.7600, loss: 1.7600 2023-12-19 04:53:27,702 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 1:34:58, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 1.6813, loss: 1.6813 2023-12-19 04:53:49,574 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 1:34:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.8078, loss: 1.8078 2023-12-19 04:54:11,412 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 1:34:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 1.7664, loss: 1.7664 2023-12-19 04:54:33,134 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 1:33:44, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 1.7881, loss: 1.7881 2023-12-19 04:54:55,338 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 1:33:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9350, loss_cls: 1.8465, loss: 1.8465 2023-12-19 04:55:17,779 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 1:32:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 1.7520, loss: 1.7520 2023-12-19 04:55:40,175 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 1:32:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 1.7853, loss: 1.7853 2023-12-19 04:56:02,248 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 1:32:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.7785, loss: 1.7785 2023-12-19 04:56:24,291 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 1:31:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 1.7499, loss: 1.7499 2023-12-19 04:56:46,475 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 1:31:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9444, loss_cls: 1.7751, loss: 1.7751 2023-12-19 04:57:08,805 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 1:31:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9425, loss_cls: 1.7941, loss: 1.7941 2023-12-19 04:57:31,064 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 1:30:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.8132, loss: 1.8132 2023-12-19 04:57:41,182 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-19 05:00:57,392 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 05:00:57,853 - pyskl - INFO - top1_acc 0.7132 top5_acc 0.9347 2023-12-19 05:00:57,869 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7132, top5_acc: 0.9347 2023-12-19 05:01:49,526 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 1:30:49, time: 0.517, data_time: 0.295, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 1.7588, loss: 1.7588 2023-12-19 05:02:11,803 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 1:30:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 1.7106, loss: 1.7106 2023-12-19 05:02:33,859 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 1:30:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9456, loss_cls: 1.7948, loss: 1.7948 2023-12-19 05:02:55,990 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 1:29:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9469, loss_cls: 1.7427, loss: 1.7427 2023-12-19 05:03:18,606 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 1:29:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 1.7402, loss: 1.7402 2023-12-19 05:03:41,347 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 1:28:52, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 1.7316, loss: 1.7316 2023-12-19 05:04:03,640 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 1:28:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9387, loss_cls: 1.7913, loss: 1.7913 2023-12-19 05:04:25,906 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 1:28:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.7739, loss: 1.7739 2023-12-19 05:04:48,134 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 1:27:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9450, loss_cls: 1.7356, loss: 1.7356 2023-12-19 05:05:10,339 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 1:27:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 1.8287, loss: 1.8287 2023-12-19 05:05:32,450 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 1:26:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9419, loss_cls: 1.7788, loss: 1.7788 2023-12-19 05:05:54,659 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 1:26:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 1.7509, loss: 1.7509 2023-12-19 05:06:16,869 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 1:26:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9425, loss_cls: 1.7805, loss: 1.7805 2023-12-19 05:06:38,884 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 1:25:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.7078, loss: 1.7078 2023-12-19 05:07:01,630 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 1:25:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.7540, loss: 1.7540 2023-12-19 05:07:23,935 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 1:24:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.8006, loss: 1.8006 2023-12-19 05:07:46,321 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 1:24:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 1.7607, loss: 1.7607 2023-12-19 05:08:08,072 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 1:24:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 1.7285, loss: 1.7285 2023-12-19 05:08:30,070 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 1:23:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 1.6550, loss: 1.6550 2023-12-19 05:08:51,789 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 1:23:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 1.7636, loss: 1.7636 2023-12-19 05:09:14,041 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 1:22:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 1.7912, loss: 1.7912 2023-12-19 05:09:35,599 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 1:22:33, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.7798, loss: 1.7798 2023-12-19 05:09:57,771 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 1:22:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9387, loss_cls: 1.7840, loss: 1.7840 2023-12-19 05:10:19,822 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 1:21:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.7235, loss: 1.7235 2023-12-19 05:10:41,583 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 1:21:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 1.7504, loss: 1.7504 2023-12-19 05:11:03,776 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 1:20:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.6896, loss: 1.6896 2023-12-19 05:11:25,855 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 1:20:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.7296, loss: 1.7296 2023-12-19 05:11:47,900 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 1:20:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.7771, loss: 1.7771 2023-12-19 05:12:09,549 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 1:19:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 1.7224, loss: 1.7224 2023-12-19 05:12:31,051 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 1:19:20, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 1.7819, loss: 1.7819 2023-12-19 05:12:52,868 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 1:18:56, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 1.7328, loss: 1.7328 2023-12-19 05:13:14,547 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 1:18:31, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9481, loss_cls: 1.7420, loss: 1.7420 2023-12-19 05:13:36,657 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 1:18:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 1.7944, loss: 1.7944 2023-12-19 05:13:59,228 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 1:17:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.7701, loss: 1.7701 2023-12-19 05:14:21,619 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 1:17:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 1.7657, loss: 1.7657 2023-12-19 05:14:43,838 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 1:16:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 1.8039, loss: 1.8039 2023-12-19 05:15:05,267 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 1:16:33, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9394, loss_cls: 1.8186, loss: 1.8186 2023-12-19 05:15:26,715 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 1:16:07, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.7346, loss: 1.7346 2023-12-19 05:15:48,123 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 1:15:42, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9406, loss_cls: 1.7617, loss: 1.7617 2023-12-19 05:15:57,942 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-19 05:19:14,002 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 05:19:14,618 - pyskl - INFO - top1_acc 0.6978 top5_acc 0.9265 2023-12-19 05:19:14,633 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.6978, top5_acc: 0.9265 2023-12-19 05:20:06,410 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 1:15:53, time: 0.518, data_time: 0.297, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.7589, loss: 1.7589 2023-12-19 05:20:28,333 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 1:15:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 1.7289, loss: 1.7289 2023-12-19 05:20:50,314 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 1:15:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 1.7600, loss: 1.7600 2023-12-19 05:21:12,520 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 1:14:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9481, loss_cls: 1.6925, loss: 1.6925 2023-12-19 05:21:34,677 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 1:14:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 1.7975, loss: 1.7975 2023-12-19 05:21:56,777 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 1:13:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9425, loss_cls: 1.7649, loss: 1.7649 2023-12-19 05:22:18,973 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 1:13:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 1.7389, loss: 1.7389 2023-12-19 05:22:41,115 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 1:13:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9437, loss_cls: 1.7506, loss: 1.7506 2023-12-19 05:23:03,172 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 1:12:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9481, loss_cls: 1.7179, loss: 1.7179 2023-12-19 05:23:25,106 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 1:12:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 1.7438, loss: 1.7438 2023-12-19 05:23:47,231 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 1:11:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9437, loss_cls: 1.7554, loss: 1.7554 2023-12-19 05:24:09,342 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 1:11:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9406, loss_cls: 1.8053, loss: 1.8053 2023-12-19 05:24:31,604 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 1:11:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 1.7564, loss: 1.7564 2023-12-19 05:24:53,478 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 1:10:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.7221, loss: 1.7221 2023-12-19 05:25:15,515 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 1:10:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 1.7487, loss: 1.7487 2023-12-19 05:25:37,568 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 1:09:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 1.7112, loss: 1.7112 2023-12-19 05:25:59,755 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 1:09:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9475, loss_cls: 1.7337, loss: 1.7337 2023-12-19 05:26:22,079 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 1:09:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 1.7674, loss: 1.7674 2023-12-19 05:26:43,995 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 1:08:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 1.7811, loss: 1.7811 2023-12-19 05:27:05,392 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 1:08:20, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9425, loss_cls: 1.7783, loss: 1.7783 2023-12-19 05:27:26,826 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 1:07:55, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.7972, loss: 1.7972 2023-12-19 05:27:48,777 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 1:07:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 1.6847, loss: 1.6847 2023-12-19 05:28:10,792 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 1:07:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 1.7707, loss: 1.7707 2023-12-19 05:28:33,055 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 1:06:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 1.7583, loss: 1.7583 2023-12-19 05:28:55,407 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 1:06:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9387, loss_cls: 1.7850, loss: 1.7850 2023-12-19 05:29:17,578 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 1:05:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 1.7402, loss: 1.7402 2023-12-19 05:29:39,590 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 1:05:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.7989, loss: 1.7989 2023-12-19 05:30:01,535 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 1:05:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9387, loss_cls: 1.7384, loss: 1.7384 2023-12-19 05:30:23,424 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 1:04:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 1.6771, loss: 1.6771 2023-12-19 05:30:45,147 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 1:04:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9450, loss_cls: 1.7504, loss: 1.7504 2023-12-19 05:31:07,227 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 1:03:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.7253, loss: 1.7253 2023-12-19 05:31:28,902 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 1:03:31, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.7686, loss: 1.7686 2023-12-19 05:31:50,563 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 1:03:07, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.7784, loss: 1.7784 2023-12-19 05:32:13,330 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 1:02:44, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 1.8389, loss: 1.8389 2023-12-19 05:32:34,882 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 1:02:20, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9419, loss_cls: 1.7675, loss: 1.7675 2023-12-19 05:32:56,194 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 1:01:54, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 1.7403, loss: 1.7403 2023-12-19 05:33:17,362 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 1:01:29, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 1.7588, loss: 1.7588 2023-12-19 05:33:39,763 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 1:01:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.7531, loss: 1.7531 2023-12-19 05:34:01,877 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 1:00:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9500, loss_cls: 1.7567, loss: 1.7567 2023-12-19 05:34:11,746 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-19 05:37:27,083 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 05:37:27,680 - pyskl - INFO - top1_acc 0.7243 top5_acc 0.9403 2023-12-19 05:37:27,687 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_46.pth was removed 2023-12-19 05:37:27,911 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2023-12-19 05:37:27,913 - pyskl - INFO - Best top1_acc is 0.7243 at 49 epoch. 2023-12-19 05:37:27,929 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7243, top5_acc: 0.9403 2023-12-19 05:38:18,717 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 1:00:50, time: 0.508, data_time: 0.291, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 1.7270, loss: 1.7270 2023-12-19 05:38:40,650 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 1:00:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.7307, loss: 1.7307 2023-12-19 05:39:02,943 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 1:00:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9475, loss_cls: 1.7445, loss: 1.7445 2023-12-19 05:39:25,616 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 0:59:40, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 1.7153, loss: 1.7153 2023-12-19 05:39:47,486 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 0:59:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.6775, loss: 1.6775 2023-12-19 05:40:09,183 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 0:58:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.6810, loss: 1.6810 2023-12-19 05:40:31,184 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 0:58:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9406, loss_cls: 1.7972, loss: 1.7972 2023-12-19 05:40:53,280 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 0:58:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.7192, loss: 1.7192 2023-12-19 05:41:15,692 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 0:57:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.7554, loss: 1.7554 2023-12-19 05:41:37,651 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 0:57:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 1.7334, loss: 1.7334 2023-12-19 05:41:59,335 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 0:56:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9450, loss_cls: 1.7512, loss: 1.7512 2023-12-19 05:42:21,599 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 0:56:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9431, loss_cls: 1.7433, loss: 1.7433 2023-12-19 05:42:43,824 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 0:56:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9494, loss_cls: 1.7184, loss: 1.7184 2023-12-19 05:43:06,024 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 0:55:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 1.7466, loss: 1.7466 2023-12-19 05:43:28,392 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 0:55:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9431, loss_cls: 1.7341, loss: 1.7341 2023-12-19 05:43:50,665 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 0:54:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9413, loss_cls: 1.7592, loss: 1.7592 2023-12-19 05:44:12,993 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 0:54:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 1.6945, loss: 1.6945 2023-12-19 05:44:34,879 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 0:54:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.7511, loss: 1.7511 2023-12-19 05:44:57,475 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 0:53:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9587, loss_cls: 1.7459, loss: 1.7459 2023-12-19 05:45:19,908 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 0:53:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 1.7949, loss: 1.7949 2023-12-19 05:45:42,165 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 0:52:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 1.6962, loss: 1.6962 2023-12-19 05:46:04,611 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 0:52:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 1.7456, loss: 1.7456 2023-12-19 05:46:26,711 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 0:52:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 1.7427, loss: 1.7427 2023-12-19 05:46:48,718 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 0:51:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 1.7545, loss: 1.7545 2023-12-19 05:47:11,136 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 0:51:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9469, loss_cls: 1.7487, loss: 1.7487 2023-12-19 05:47:33,242 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 0:51:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 1.7653, loss: 1.7653 2023-12-19 05:47:55,177 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 0:50:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 1.7549, loss: 1.7549 2023-12-19 05:48:16,802 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 0:50:12, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9413, loss_cls: 1.7659, loss: 1.7659 2023-12-19 05:48:38,865 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 0:49:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.7343, loss: 1.7343 2023-12-19 05:49:00,879 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 0:49:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9406, loss_cls: 1.7497, loss: 1.7497 2023-12-19 05:49:22,839 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 0:49:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.7731, loss: 1.7731 2023-12-19 05:49:44,343 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 0:48:36, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9394, loss_cls: 1.7740, loss: 1.7740 2023-12-19 05:50:06,313 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 0:48:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 1.7500, loss: 1.7500 2023-12-19 05:50:28,607 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 0:47:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.7176, loss: 1.7176 2023-12-19 05:50:50,561 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 0:47:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 1.7228, loss: 1.7228 2023-12-19 05:51:12,583 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 0:47:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9444, loss_cls: 1.7549, loss: 1.7549 2023-12-19 05:51:34,642 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 0:46:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.7263, loss: 1.7263 2023-12-19 05:51:56,500 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 0:46:13, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9375, loss_cls: 1.7836, loss: 1.7836 2023-12-19 05:52:18,499 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 0:45:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9419, loss_cls: 1.7900, loss: 1.7900 2023-12-19 05:52:28,352 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-19 05:55:42,194 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 05:55:42,827 - pyskl - INFO - top1_acc 0.6982 top5_acc 0.9252 2023-12-19 05:55:42,842 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.6982, top5_acc: 0.9252 2023-12-19 05:56:33,384 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 0:45:55, time: 0.505, data_time: 0.287, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.7049, loss: 1.7049 2023-12-19 05:56:55,517 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 0:45:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 1.7186, loss: 1.7186 2023-12-19 05:57:17,906 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 0:45:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.7269, loss: 1.7269 2023-12-19 05:57:40,581 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 0:44:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 1.6117, loss: 1.6117 2023-12-19 05:58:02,541 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 0:44:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.7194, loss: 1.7194 2023-12-19 05:58:24,760 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 0:43:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.7554, loss: 1.7554 2023-12-19 05:58:46,928 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 0:43:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 1.7483, loss: 1.7483 2023-12-19 05:59:09,068 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 0:43:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9381, loss_cls: 1.8118, loss: 1.8118 2023-12-19 05:59:30,962 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 0:42:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.7138, loss: 1.7138 2023-12-19 05:59:53,414 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 0:42:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 1.7562, loss: 1.7562 2023-12-19 06:00:15,482 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 0:42:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.7640, loss: 1.7640 2023-12-19 06:00:37,475 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 0:41:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9494, loss_cls: 1.7048, loss: 1.7048 2023-12-19 06:00:59,316 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 0:41:12, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 1.7275, loss: 1.7275 2023-12-19 06:01:21,360 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 0:40:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 1.7544, loss: 1.7544 2023-12-19 06:01:42,653 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 0:40:23, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9350, loss_cls: 1.8240, loss: 1.8240 2023-12-19 06:02:04,590 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 0:39:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.7600, loss: 1.7600 2023-12-19 06:02:26,586 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 0:39:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9525, loss_cls: 1.6863, loss: 1.6863 2023-12-19 06:02:48,697 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 0:39:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.6999, loss: 1.6999 2023-12-19 06:03:11,043 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 0:38:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9475, loss_cls: 1.7333, loss: 1.7333 2023-12-19 06:03:33,243 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 0:38:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 1.6958, loss: 1.6958 2023-12-19 06:03:55,244 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 0:38:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 1.7244, loss: 1.7244 2023-12-19 06:04:16,983 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 0:37:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 1.6841, loss: 1.6841 2023-12-19 06:04:39,208 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 0:37:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 1.7549, loss: 1.7549 2023-12-19 06:05:01,234 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 0:36:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 1.7621, loss: 1.7621 2023-12-19 06:05:23,647 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 0:36:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9519, loss_cls: 1.6809, loss: 1.6809 2023-12-19 06:05:45,751 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 0:36:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.7551, loss: 1.7551 2023-12-19 06:06:07,807 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 0:35:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.7413, loss: 1.7413 2023-12-19 06:06:29,839 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 0:35:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9344, loss_cls: 1.8530, loss: 1.8530 2023-12-19 06:06:51,669 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 0:34:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9419, loss_cls: 1.7660, loss: 1.7660 2023-12-19 06:07:13,738 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 0:34:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.7811, loss: 1.7811 2023-12-19 06:07:35,403 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 0:34:02, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 1.7759, loss: 1.7759 2023-12-19 06:07:57,115 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 0:33:38, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9363, loss_cls: 1.7917, loss: 1.7917 2023-12-19 06:08:19,717 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 0:33:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.7601, loss: 1.7601 2023-12-19 06:08:42,132 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 0:32:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9431, loss_cls: 1.7555, loss: 1.7555 2023-12-19 06:09:04,489 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 0:32:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.7832, loss: 1.7832 2023-12-19 06:09:26,868 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 0:32:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9356, loss_cls: 1.7938, loss: 1.7938 2023-12-19 06:09:49,043 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 0:31:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.7216, loss: 1.7216 2023-12-19 06:10:11,552 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 0:31:20, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.7738, loss: 1.7738 2023-12-19 06:10:33,984 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 0:30:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 1.7474, loss: 1.7474 2023-12-19 06:10:43,802 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-19 06:13:59,647 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 06:14:00,259 - pyskl - INFO - top1_acc 0.6933 top5_acc 0.9263 2023-12-19 06:14:00,279 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.6933, top5_acc: 0.9263 2023-12-19 06:14:49,589 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 0:30:59, time: 0.493, data_time: 0.271, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 1.7810, loss: 1.7810 2023-12-19 06:15:11,780 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 0:30:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.7411, loss: 1.7411 2023-12-19 06:15:33,637 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 0:30:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.6884, loss: 1.6884 2023-12-19 06:15:54,783 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 0:29:46, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9400, loss_cls: 1.7879, loss: 1.7879 2023-12-19 06:16:16,919 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 0:29:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 1.6816, loss: 1.6816 2023-12-19 06:16:38,969 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 0:28:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 1.7610, loss: 1.7610 2023-12-19 06:17:01,226 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 0:28:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 1.7457, loss: 1.7457 2023-12-19 06:17:23,451 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 0:28:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 1.6951, loss: 1.6951 2023-12-19 06:17:45,489 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 0:27:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 1.7437, loss: 1.7437 2023-12-19 06:18:07,209 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 0:27:24, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 1.7650, loss: 1.7650 2023-12-19 06:18:29,315 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 0:27:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9463, loss_cls: 1.7304, loss: 1.7304 2023-12-19 06:18:51,473 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 0:26:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 1.7389, loss: 1.7389 2023-12-19 06:19:13,413 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 0:26:13, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.7090, loss: 1.7090 2023-12-19 06:19:35,387 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 0:25:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.7449, loss: 1.7449 2023-12-19 06:19:57,439 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 0:25:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 1.6871, loss: 1.6871 2023-12-19 06:20:19,719 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 0:25:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.6961, loss: 1.6961 2023-12-19 06:20:41,840 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 0:24:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.7206, loss: 1.7206 2023-12-19 06:21:04,093 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 0:24:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.7522, loss: 1.7522 2023-12-19 06:21:26,357 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 0:23:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 1.7509, loss: 1.7509 2023-12-19 06:21:48,692 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 0:23:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9450, loss_cls: 1.7885, loss: 1.7885 2023-12-19 06:22:10,800 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 0:23:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9381, loss_cls: 1.8033, loss: 1.8033 2023-12-19 06:22:32,684 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 0:22:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.6901, loss: 1.6901 2023-12-19 06:22:54,645 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 0:22:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 1.8094, loss: 1.8094 2023-12-19 06:23:16,081 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 0:21:52, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.7317, loss: 1.7317 2023-12-19 06:23:37,756 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 0:21:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.7278, loss: 1.7278 2023-12-19 06:24:00,000 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 0:21:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 1.7661, loss: 1.7661 2023-12-19 06:24:22,114 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 0:20:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 1.7863, loss: 1.7863 2023-12-19 06:24:44,225 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 0:20:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.7028, loss: 1.7028 2023-12-19 06:25:06,411 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 0:19:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 1.7383, loss: 1.7383 2023-12-19 06:25:28,498 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 0:19:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 1.7513, loss: 1.7513 2023-12-19 06:25:50,387 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 0:19:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 1.7231, loss: 1.7231 2023-12-19 06:26:12,256 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 0:18:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9394, loss_cls: 1.7767, loss: 1.7767 2023-12-19 06:26:34,024 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 0:18:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 1.7455, loss: 1.7455 2023-12-19 06:26:56,217 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 0:17:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 1.7195, loss: 1.7195 2023-12-19 06:27:18,500 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 0:17:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9475, loss_cls: 1.7283, loss: 1.7283 2023-12-19 06:27:40,939 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 0:17:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9400, loss_cls: 1.7732, loss: 1.7732 2023-12-19 06:28:03,215 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 0:16:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.7130, loss: 1.7130 2023-12-19 06:28:25,386 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 0:16:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 1.7220, loss: 1.7220 2023-12-19 06:28:47,551 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 0:15:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 1.7064, loss: 1.7064 2023-12-19 06:28:57,270 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-19 06:32:12,391 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 06:32:12,866 - pyskl - INFO - top1_acc 0.7253 top5_acc 0.9415 2023-12-19 06:32:12,870 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_49.pth was removed 2023-12-19 06:32:13,041 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2023-12-19 06:32:13,042 - pyskl - INFO - Best top1_acc is 0.7253 at 52 epoch. 2023-12-19 06:32:13,059 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7253, top5_acc: 0.9415 2023-12-19 06:33:05,173 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 0:16:04, time: 0.521, data_time: 0.298, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 1.7011, loss: 1.7011 2023-12-19 06:33:27,264 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 0:15:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 1.7225, loss: 1.7225 2023-12-19 06:33:49,182 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 0:15:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9413, loss_cls: 1.7742, loss: 1.7742 2023-12-19 06:34:10,935 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 0:14:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9550, loss_cls: 1.6727, loss: 1.6727 2023-12-19 06:34:32,626 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 0:14:28, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 1.7339, loss: 1.7339 2023-12-19 06:34:54,546 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 0:14:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 1.7245, loss: 1.7245 2023-12-19 06:35:16,619 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 0:13:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 1.6935, loss: 1.6935 2023-12-19 06:35:38,336 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 0:13:16, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 1.6659, loss: 1.6659 2023-12-19 06:36:00,278 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 0:12:52, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9463, loss_cls: 1.7745, loss: 1.7745 2023-12-19 06:36:22,315 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 0:12:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 1.7179, loss: 1.7179 2023-12-19 06:36:44,395 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 0:12:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9525, loss_cls: 1.6940, loss: 1.6940 2023-12-19 06:37:06,508 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 0:11:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.7175, loss: 1.7175 2023-12-19 06:37:28,503 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 0:11:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 1.7280, loss: 1.7280 2023-12-19 06:37:50,343 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 0:10:53, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 1.6977, loss: 1.6977 2023-12-19 06:38:12,578 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 0:10:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 1.7666, loss: 1.7666 2023-12-19 06:38:34,735 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 0:10:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.7135, loss: 1.7135 2023-12-19 06:38:56,839 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 0:09:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 1.6861, loss: 1.6861 2023-12-19 06:39:18,991 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 0:09:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.7629, loss: 1.7629 2023-12-19 06:39:41,322 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 0:08:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 1.7241, loss: 1.7241 2023-12-19 06:40:03,454 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 0:08:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9450, loss_cls: 1.7281, loss: 1.7281 2023-12-19 06:40:25,556 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 0:08:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9513, loss_cls: 1.7055, loss: 1.7055 2023-12-19 06:40:47,860 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 0:07:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9400, loss_cls: 1.7565, loss: 1.7565 2023-12-19 06:41:10,089 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 0:07:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.6689, loss: 1.6689 2023-12-19 06:41:32,348 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 0:06:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 1.7204, loss: 1.7204 2023-12-19 06:41:54,473 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 0:06:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.6901, loss: 1.6901 2023-12-19 06:42:16,422 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 0:06:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 1.6920, loss: 1.6920 2023-12-19 06:42:37,785 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 0:05:47, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.7572, loss: 1.7572 2023-12-19 06:42:59,226 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 0:05:22, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9413, loss_cls: 1.7841, loss: 1.7841 2023-12-19 06:43:20,673 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 0:04:57, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.7083, loss: 1.7083 2023-12-19 06:43:42,065 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 0:04:32, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.7731, loss: 1.7731 2023-12-19 06:44:03,502 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 0:04:07, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 1.6788, loss: 1.6788 2023-12-19 06:44:25,183 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 0:03:43, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9381, loss_cls: 1.7826, loss: 1.7826 2023-12-19 06:44:47,399 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 0:03:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 1.7049, loss: 1.7049 2023-12-19 06:45:09,491 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 0:02:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 1.7179, loss: 1.7179 2023-12-19 06:45:31,679 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 0:02:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9500, loss_cls: 1.7124, loss: 1.7124 2023-12-19 06:45:54,104 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 0:02:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9381, loss_cls: 1.7887, loss: 1.7887 2023-12-19 06:46:16,727 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 0:01:47, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.7378, loss: 1.7378 2023-12-19 06:46:39,003 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 0:01:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.7638, loss: 1.7638 2023-12-19 06:47:01,143 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 0:01:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9394, loss_cls: 1.8070, loss: 1.8070 2023-12-19 06:47:10,747 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-19 06:50:25,523 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 06:50:26,009 - pyskl - INFO - top1_acc 0.7049 top5_acc 0.9310 2023-12-19 06:50:26,025 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.7049, top5_acc: 0.9310 2023-12-19 06:51:18,563 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 0:01:07, time: 0.525, data_time: 0.303, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.7027, loss: 1.7027 2023-12-19 06:51:40,119 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 0:00:42, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.6948, loss: 1.6948 2023-12-19 06:52:01,607 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 0:00:17, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.6363, loss: 1.6363 2023-12-19 06:52:23,482 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 23:59:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 1.7459, loss: 1.7459 2023-12-19 06:52:45,339 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 23:59:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9525, loss_cls: 1.6574, loss: 1.6574 2023-12-19 06:53:06,811 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 23:59:05, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 1.7039, loss: 1.7039 2023-12-19 06:53:28,394 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 23:58:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9481, loss_cls: 1.6932, loss: 1.6932 2023-12-19 06:53:50,709 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 23:58:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9513, loss_cls: 1.6937, loss: 1.6937 2023-12-19 06:54:13,049 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 23:57:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 1.7273, loss: 1.7273 2023-12-19 06:54:35,270 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 23:57:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.7616, loss: 1.7616 2023-12-19 06:54:56,792 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 23:57:06, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 1.7610, loss: 1.7610 2023-12-19 06:55:18,221 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 23:56:41, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.7389, loss: 1.7389 2023-12-19 06:55:39,827 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 23:56:16, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.7741, loss: 1.7741 2023-12-19 06:56:01,705 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 23:55:52, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 1.7058, loss: 1.7058 2023-12-19 06:56:23,917 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 23:55:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.6823, loss: 1.6823 2023-12-19 06:56:45,658 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 23:55:05, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 1.7176, loss: 1.7176 2023-12-19 06:57:07,806 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 23:54:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.7459, loss: 1.7459 2023-12-19 06:57:29,098 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 23:54:16, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 1.7412, loss: 1.7412 2023-12-19 06:57:50,781 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 23:53:52, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 1.7445, loss: 1.7445 2023-12-19 06:58:12,913 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 23:53:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.7195, loss: 1.7195 2023-12-19 06:58:34,255 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 23:53:03, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9469, loss_cls: 1.7052, loss: 1.7052 2023-12-19 06:58:56,230 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 23:52:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9475, loss_cls: 1.7521, loss: 1.7521 2023-12-19 06:59:18,369 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 23:52:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 1.7905, loss: 1.7905 2023-12-19 06:59:40,320 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 23:51:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.6981, loss: 1.6981 2023-12-19 07:00:02,400 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 23:51:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9463, loss_cls: 1.7267, loss: 1.7267 2023-12-19 07:00:24,350 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 23:51:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9444, loss_cls: 1.7478, loss: 1.7478 2023-12-19 07:00:45,865 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 23:50:40, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 1.7816, loss: 1.7816 2023-12-19 07:01:07,647 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 23:50:16, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.6833, loss: 1.6833 2023-12-19 07:01:29,605 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 23:49:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9431, loss_cls: 1.7731, loss: 1.7731 2023-12-19 07:01:51,606 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 23:49:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.7797, loss: 1.7797 2023-12-19 07:02:13,556 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 23:49:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 1.7016, loss: 1.7016 2023-12-19 07:02:35,358 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 23:48:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.7150, loss: 1.7150 2023-12-19 07:02:57,481 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 23:48:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.7528, loss: 1.7528 2023-12-19 07:03:19,246 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 23:47:53, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 1.7261, loss: 1.7261 2023-12-19 07:03:40,993 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 23:47:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 1.7357, loss: 1.7357 2023-12-19 07:04:03,352 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 23:47:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 1.7641, loss: 1.7641 2023-12-19 07:04:25,276 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 23:46:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 1.6879, loss: 1.6879 2023-12-19 07:04:47,257 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 23:46:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9437, loss_cls: 1.7372, loss: 1.7372 2023-12-19 07:05:09,775 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 23:45:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 1.7735, loss: 1.7735 2023-12-19 07:05:19,441 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-19 07:08:37,088 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 07:08:37,554 - pyskl - INFO - top1_acc 0.7222 top5_acc 0.9340 2023-12-19 07:08:37,570 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7222, top5_acc: 0.9340 2023-12-19 07:09:30,160 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 23:46:01, time: 0.526, data_time: 0.303, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9463, loss_cls: 1.7188, loss: 1.7188 2023-12-19 07:09:52,060 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 23:45:37, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 1.6623, loss: 1.6623 2023-12-19 07:10:13,909 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 23:45:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 1.7134, loss: 1.7134 2023-12-19 07:10:35,839 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 23:44:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9456, loss_cls: 1.7438, loss: 1.7438 2023-12-19 07:10:57,519 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 23:44:25, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 1.7787, loss: 1.7787 2023-12-19 07:11:19,757 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 23:44:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.6617, loss: 1.6617 2023-12-19 07:11:41,507 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 23:43:37, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 1.6739, loss: 1.6739 2023-12-19 07:12:03,693 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 23:43:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 1.6981, loss: 1.6981 2023-12-19 07:12:25,626 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 23:42:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9531, loss_cls: 1.6955, loss: 1.6955 2023-12-19 07:12:47,300 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 23:42:26, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9494, loss_cls: 1.7302, loss: 1.7302 2023-12-19 07:13:09,199 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 23:42:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 1.7263, loss: 1.7263 2023-12-19 07:13:30,838 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 23:41:38, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.7101, loss: 1.7101 2023-12-19 07:13:52,341 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 23:41:13, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 1.6828, loss: 1.6828 2023-12-19 07:14:13,804 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 23:40:48, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 1.7256, loss: 1.7256 2023-12-19 07:14:35,809 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 23:40:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 1.6912, loss: 1.6912 2023-12-19 07:14:58,412 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 23:40:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9487, loss_cls: 1.7051, loss: 1.7051 2023-12-19 07:15:20,755 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 23:39:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9525, loss_cls: 1.6755, loss: 1.6755 2023-12-19 07:15:42,725 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 23:39:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9469, loss_cls: 1.6433, loss: 1.6433 2023-12-19 07:16:05,136 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 23:38:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.7167, loss: 1.7167 2023-12-19 07:16:26,631 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 23:38:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 1.7292, loss: 1.7292 2023-12-19 07:16:48,075 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 23:38:03, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 1.6881, loss: 1.6881 2023-12-19 07:17:09,986 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 23:37:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 1.7156, loss: 1.7156 2023-12-19 07:17:32,112 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 23:37:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 1.7023, loss: 1.7023 2023-12-19 07:17:54,368 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 23:36:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 1.7030, loss: 1.7030 2023-12-19 07:18:16,623 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 23:36:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 1.7679, loss: 1.7679 2023-12-19 07:18:38,788 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 23:36:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.7774, loss: 1.7774 2023-12-19 07:19:01,067 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 23:35:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 1.7796, loss: 1.7796 2023-12-19 07:19:22,584 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 23:35:18, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 1.8336, loss: 1.8336 2023-12-19 07:19:44,218 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 23:34:53, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 1.7578, loss: 1.7578 2023-12-19 07:20:06,480 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 23:34:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9494, loss_cls: 1.6987, loss: 1.6987 2023-12-19 07:20:28,647 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 23:34:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 1.7405, loss: 1.7405 2023-12-19 07:20:50,719 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 23:33:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.7961, loss: 1.7961 2023-12-19 07:21:13,407 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 23:33:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 1.7179, loss: 1.7179 2023-12-19 07:21:35,677 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 23:32:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9437, loss_cls: 1.7657, loss: 1.7657 2023-12-19 07:21:57,654 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 23:32:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 1.6661, loss: 1.6661 2023-12-19 07:22:20,108 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 23:32:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 1.7201, loss: 1.7201 2023-12-19 07:22:42,453 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 23:31:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 1.7531, loss: 1.7531 2023-12-19 07:23:04,595 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 23:31:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 1.7257, loss: 1.7257 2023-12-19 07:23:26,626 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 23:31:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.6787, loss: 1.6787 2023-12-19 07:23:36,115 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-19 07:26:51,652 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 07:26:52,123 - pyskl - INFO - top1_acc 0.7284 top5_acc 0.9419 2023-12-19 07:26:52,129 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_52.pth was removed 2023-12-19 07:26:52,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. 2023-12-19 07:26:52,297 - pyskl - INFO - Best top1_acc is 0.7284 at 55 epoch. 2023-12-19 07:26:52,313 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7284, top5_acc: 0.9419 2023-12-19 07:27:43,483 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 23:31:03, time: 0.512, data_time: 0.291, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 1.6412, loss: 1.6412 2023-12-19 07:28:05,212 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 23:30:39, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 1.6420, loss: 1.6420 2023-12-19 07:28:27,271 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 23:30:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 1.7068, loss: 1.7068 2023-12-19 07:28:49,293 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 23:29:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9513, loss_cls: 1.6682, loss: 1.6682 2023-12-19 07:29:11,475 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 23:29:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 1.7303, loss: 1.7303 2023-12-19 07:29:33,422 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 23:29:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.6672, loss: 1.6672 2023-12-19 07:29:55,518 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 23:28:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 1.7596, loss: 1.7596 2023-12-19 07:30:18,609 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 23:28:19, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.7094, loss: 1.7094 2023-12-19 07:30:40,966 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 23:27:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 1.6629, loss: 1.6629 2023-12-19 07:31:03,041 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 23:27:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 1.7183, loss: 1.7183 2023-12-19 07:31:25,318 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 23:27:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 1.7236, loss: 1.7236 2023-12-19 07:31:47,588 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 23:26:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.7692, loss: 1.7692 2023-12-19 07:32:09,092 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 23:26:21, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 1.6963, loss: 1.6963 2023-12-19 07:32:31,038 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 23:25:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.6736, loss: 1.6736 2023-12-19 07:32:53,742 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 23:25:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.7373, loss: 1.7373 2023-12-19 07:33:16,879 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 23:25:13, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 1.7044, loss: 1.7044 2023-12-19 07:33:38,888 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 23:24:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 1.6591, loss: 1.6591 2023-12-19 07:34:00,476 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 23:24:25, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9487, loss_cls: 1.7330, loss: 1.7330 2023-12-19 07:34:23,246 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 23:24:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 1.7343, loss: 1.7343 2023-12-19 07:34:45,641 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 23:23:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9544, loss_cls: 1.6634, loss: 1.6634 2023-12-19 07:35:08,126 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 23:23:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 1.7500, loss: 1.7500 2023-12-19 07:35:30,128 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 23:22:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 1.7476, loss: 1.7476 2023-12-19 07:35:52,423 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 23:22:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 1.7297, loss: 1.7297 2023-12-19 07:36:14,408 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 23:22:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 1.6684, loss: 1.6684 2023-12-19 07:36:36,269 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 23:21:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 1.6971, loss: 1.6971 2023-12-19 07:36:58,072 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 23:21:18, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 1.7132, loss: 1.7132 2023-12-19 07:37:20,292 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 23:20:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.6873, loss: 1.6873 2023-12-19 07:37:42,475 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 23:20:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.6413, loss: 1.6413 2023-12-19 07:38:04,622 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 23:20:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.7081, loss: 1.7081 2023-12-19 07:38:26,848 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 23:19:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 1.6879, loss: 1.6879 2023-12-19 07:38:49,192 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 23:19:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.7502, loss: 1.7502 2023-12-19 07:39:11,576 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 23:18:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9469, loss_cls: 1.7001, loss: 1.7001 2023-12-19 07:39:33,673 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 23:18:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.7400, loss: 1.7400 2023-12-19 07:39:55,947 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 23:18:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.7120, loss: 1.7120 2023-12-19 07:40:18,625 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 23:17:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 1.7501, loss: 1.7501 2023-12-19 07:40:40,927 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 23:17:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.7390, loss: 1.7390 2023-12-19 07:41:03,228 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 23:17:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9450, loss_cls: 1.7422, loss: 1.7422 2023-12-19 07:41:25,592 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 23:16:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9437, loss_cls: 1.7485, loss: 1.7485 2023-12-19 07:41:47,900 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 23:16:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.7636, loss: 1.7636 2023-12-19 07:41:57,303 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-19 07:45:12,690 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 07:45:13,357 - pyskl - INFO - top1_acc 0.7458 top5_acc 0.9466 2023-12-19 07:45:13,363 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_55.pth was removed 2023-12-19 07:45:13,587 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. 2023-12-19 07:45:13,589 - pyskl - INFO - Best top1_acc is 0.7458 at 56 epoch. 2023-12-19 07:45:13,608 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7458, top5_acc: 0.9466 2023-12-19 07:46:06,324 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 23:16:21, time: 0.527, data_time: 0.306, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 1.6957, loss: 1.6957 2023-12-19 07:46:28,055 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 23:15:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 1.7101, loss: 1.7101 2023-12-19 07:46:50,301 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 23:15:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.6784, loss: 1.6784 2023-12-19 07:47:12,163 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 23:15:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9500, loss_cls: 1.6633, loss: 1.6633 2023-12-19 07:47:33,776 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 23:14:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 1.7019, loss: 1.7019 2023-12-19 07:47:55,892 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 23:14:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 1.7191, loss: 1.7191 2023-12-19 07:48:18,171 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 23:13:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 1.6914, loss: 1.6914 2023-12-19 07:48:40,220 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 23:13:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.6673, loss: 1.6673 2023-12-19 07:49:01,813 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 23:13:11, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.7023, loss: 1.7023 2023-12-19 07:49:23,279 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 23:12:46, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 1.6887, loss: 1.6887 2023-12-19 07:49:45,547 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 23:12:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.7583, loss: 1.7583 2023-12-19 07:50:07,482 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 23:11:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.6993, loss: 1.6993 2023-12-19 07:50:29,614 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 23:11:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 1.7188, loss: 1.7188 2023-12-19 07:50:51,171 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 23:11:11, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9450, loss_cls: 1.7668, loss: 1.7668 2023-12-19 07:51:13,040 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 23:10:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.7030, loss: 1.7030 2023-12-19 07:51:35,064 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 23:10:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9469, loss_cls: 1.7010, loss: 1.7010 2023-12-19 07:51:56,581 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 23:09:59, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9563, loss_cls: 1.6381, loss: 1.6381 2023-12-19 07:52:18,579 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 23:09:36, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 1.7090, loss: 1.7090 2023-12-19 07:52:40,334 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 23:09:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 1.6778, loss: 1.6778 2023-12-19 07:53:01,890 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 23:08:47, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 1.7079, loss: 1.7079 2023-12-19 07:53:23,841 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 23:08:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 1.7390, loss: 1.7390 2023-12-19 07:53:45,707 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 23:08:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9537, loss_cls: 1.6874, loss: 1.6874 2023-12-19 07:54:07,807 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 23:07:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 1.6881, loss: 1.6881 2023-12-19 07:54:29,928 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 23:07:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 1.6897, loss: 1.6897 2023-12-19 07:54:51,725 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 23:06:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 1.7361, loss: 1.7361 2023-12-19 07:55:13,731 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 23:06:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9469, loss_cls: 1.6990, loss: 1.6990 2023-12-19 07:55:35,448 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 23:06:01, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.7240, loss: 1.7240 2023-12-19 07:55:57,548 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 23:05:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 1.6967, loss: 1.6967 2023-12-19 07:56:19,817 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 23:05:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 1.6813, loss: 1.6813 2023-12-19 07:56:42,073 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 23:04:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.7324, loss: 1.7324 2023-12-19 07:57:04,380 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 23:04:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.7353, loss: 1.7353 2023-12-19 07:57:27,443 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 23:04:06, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9425, loss_cls: 1.7452, loss: 1.7452 2023-12-19 07:57:50,037 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 23:03:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.7294, loss: 1.7294 2023-12-19 07:58:12,339 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 23:03:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9419, loss_cls: 1.7359, loss: 1.7359 2023-12-19 07:58:34,567 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 23:02:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 1.7053, loss: 1.7053 2023-12-19 07:58:56,877 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 23:02:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 1.6922, loss: 1.6922 2023-12-19 07:59:19,333 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 23:02:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.7404, loss: 1.7404 2023-12-19 07:59:41,922 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 23:01:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 1.7335, loss: 1.7335 2023-12-19 08:00:04,344 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 23:01:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 1.6883, loss: 1.6883 2023-12-19 08:00:14,064 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-19 08:03:29,365 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 08:03:30,024 - pyskl - INFO - top1_acc 0.7309 top5_acc 0.9427 2023-12-19 08:03:30,042 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7309, top5_acc: 0.9427 2023-12-19 08:04:21,860 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 23:01:26, time: 0.518, data_time: 0.293, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.6968, loss: 1.6968 2023-12-19 08:04:43,931 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 23:01:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 1.7362, loss: 1.7362 2023-12-19 08:05:06,018 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 23:00:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9481, loss_cls: 1.7233, loss: 1.7233 2023-12-19 08:05:27,576 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 23:00:15, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.6536, loss: 1.6536 2023-12-19 08:05:49,418 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 22:59:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.6066, loss: 1.6066 2023-12-19 08:06:11,844 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 22:59:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 1.6217, loss: 1.6217 2023-12-19 08:06:33,590 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 22:59:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.6764, loss: 1.6764 2023-12-19 08:06:56,024 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 22:58:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 1.6898, loss: 1.6898 2023-12-19 08:07:18,022 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 22:58:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 1.7032, loss: 1.7032 2023-12-19 08:07:39,582 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 22:57:53, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 1.6698, loss: 1.6698 2023-12-19 08:08:01,267 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 22:57:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 1.7141, loss: 1.7141 2023-12-19 08:08:23,212 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 22:57:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.6615, loss: 1.6615 2023-12-19 08:08:44,906 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 22:56:41, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 1.6847, loss: 1.6847 2023-12-19 08:09:07,001 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 22:56:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9450, loss_cls: 1.7518, loss: 1.7518 2023-12-19 08:09:28,911 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 22:55:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 1.7034, loss: 1.7034 2023-12-19 08:09:50,329 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 22:55:29, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9463, loss_cls: 1.7079, loss: 1.7079 2023-12-19 08:10:11,645 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 22:55:05, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9487, loss_cls: 1.6945, loss: 1.6945 2023-12-19 08:10:33,338 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 22:54:41, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 1.7294, loss: 1.7294 2023-12-19 08:10:55,349 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 22:54:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.6955, loss: 1.6955 2023-12-19 08:11:17,345 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 22:53:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 1.7061, loss: 1.7061 2023-12-19 08:11:39,798 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 22:53:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 1.7053, loss: 1.7053 2023-12-19 08:12:02,211 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 22:53:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 1.6736, loss: 1.6736 2023-12-19 08:12:24,432 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 22:52:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.7215, loss: 1.7215 2023-12-19 08:12:46,403 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 22:52:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.6596, loss: 1.6596 2023-12-19 08:13:07,996 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 22:51:56, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9450, loss_cls: 1.7497, loss: 1.7497 2023-12-19 08:13:29,702 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 22:51:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.7432, loss: 1.7432 2023-12-19 08:13:51,524 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 22:51:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9406, loss_cls: 1.7656, loss: 1.7656 2023-12-19 08:14:13,441 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 22:50:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.6899, loss: 1.6899 2023-12-19 08:14:35,416 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 22:50:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 1.7024, loss: 1.7024 2023-12-19 08:14:57,389 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 22:49:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 1.7535, loss: 1.7535 2023-12-19 08:15:19,753 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 22:49:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.6866, loss: 1.6866 2023-12-19 08:15:41,467 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 22:49:10, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 1.7114, loss: 1.7114 2023-12-19 08:16:03,829 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 22:48:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 1.7176, loss: 1.7176 2023-12-19 08:16:26,364 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 22:48:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.7040, loss: 1.7040 2023-12-19 08:16:48,245 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 22:48:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 1.6841, loss: 1.6841 2023-12-19 08:17:10,277 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 22:47:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 1.7016, loss: 1.7016 2023-12-19 08:17:32,536 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 22:47:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 1.7761, loss: 1.7761 2023-12-19 08:17:54,597 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 22:46:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 1.7265, loss: 1.7265 2023-12-19 08:18:16,399 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 22:46:26, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.7464, loss: 1.7464 2023-12-19 08:18:25,701 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-19 08:21:41,626 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 08:21:42,096 - pyskl - INFO - top1_acc 0.7123 top5_acc 0.9390 2023-12-19 08:21:42,112 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7123, top5_acc: 0.9390 2023-12-19 08:22:32,628 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 22:46:25, time: 0.505, data_time: 0.287, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.6786, loss: 1.6786 2023-12-19 08:22:54,803 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 22:46:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 1.6524, loss: 1.6524 2023-12-19 08:23:16,650 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 22:45:37, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 1.6501, loss: 1.6501 2023-12-19 08:23:38,238 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 22:45:13, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.6828, loss: 1.6828 2023-12-19 08:24:00,103 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 22:44:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 1.6881, loss: 1.6881 2023-12-19 08:24:22,038 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 22:44:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 1.6587, loss: 1.6587 2023-12-19 08:24:43,831 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 22:44:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 1.7035, loss: 1.7035 2023-12-19 08:25:05,451 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 22:43:38, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 1.6642, loss: 1.6642 2023-12-19 08:25:26,903 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 22:43:13, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9506, loss_cls: 1.6927, loss: 1.6927 2023-12-19 08:25:48,957 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 22:42:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.6577, loss: 1.6577 2023-12-19 08:26:11,037 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 22:42:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 1.7124, loss: 1.7124 2023-12-19 08:26:33,063 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 22:42:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9500, loss_cls: 1.6523, loss: 1.6523 2023-12-19 08:26:54,339 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 22:41:38, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 1.6957, loss: 1.6957 2023-12-19 08:27:16,619 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 22:41:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 1.7809, loss: 1.7809 2023-12-19 08:27:38,545 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 22:40:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.7343, loss: 1.7343 2023-12-19 08:28:00,833 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 22:40:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.7285, loss: 1.7285 2023-12-19 08:28:22,969 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 22:40:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.6825, loss: 1.6825 2023-12-19 08:28:45,222 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 22:39:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 1.6769, loss: 1.6769 2023-12-19 08:29:06,845 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 22:39:17, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 1.6959, loss: 1.6959 2023-12-19 08:29:29,360 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 22:38:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.6868, loss: 1.6868 2023-12-19 08:29:51,568 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 22:38:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 1.6920, loss: 1.6920 2023-12-19 08:30:13,743 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 22:38:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 1.7435, loss: 1.7435 2023-12-19 08:30:35,833 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 22:37:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 1.7394, loss: 1.7394 2023-12-19 08:30:57,700 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 22:37:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.6571, loss: 1.6571 2023-12-19 08:31:19,598 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 22:36:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 1.7048, loss: 1.7048 2023-12-19 08:31:41,817 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 22:36:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.6904, loss: 1.6904 2023-12-19 08:32:03,482 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 22:36:09, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 1.7241, loss: 1.7241 2023-12-19 08:32:25,043 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 22:35:45, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 1.6472, loss: 1.6472 2023-12-19 08:32:47,123 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 22:35:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 1.7243, loss: 1.7243 2023-12-19 08:33:08,983 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 22:34:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 1.6506, loss: 1.6506 2023-12-19 08:33:30,977 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 22:34:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 1.6895, loss: 1.6895 2023-12-19 08:33:53,492 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 22:34:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9494, loss_cls: 1.6978, loss: 1.6978 2023-12-19 08:34:15,497 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 22:33:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.6926, loss: 1.6926 2023-12-19 08:34:37,692 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 22:33:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9456, loss_cls: 1.7308, loss: 1.7308 2023-12-19 08:35:00,021 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 22:33:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 1.6983, loss: 1.6983 2023-12-19 08:35:21,911 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 22:32:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 1.6845, loss: 1.6845 2023-12-19 08:35:44,240 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 22:32:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 1.6786, loss: 1.6786 2023-12-19 08:36:05,875 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 22:31:51, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.6453, loss: 1.6453 2023-12-19 08:36:27,535 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 22:31:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9487, loss_cls: 1.6893, loss: 1.6893 2023-12-19 08:36:37,478 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-19 08:39:50,984 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 08:39:51,443 - pyskl - INFO - top1_acc 0.7100 top5_acc 0.9369 2023-12-19 08:39:51,459 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7100, top5_acc: 0.9369 2023-12-19 08:40:42,202 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 22:31:24, time: 0.507, data_time: 0.291, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 1.6722, loss: 1.6722 2023-12-19 08:41:04,460 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 22:31:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.7414, loss: 1.7414 2023-12-19 08:41:26,867 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 22:30:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 1.6733, loss: 1.6733 2023-12-19 08:41:49,388 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 22:30:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.6590, loss: 1.6590 2023-12-19 08:42:11,100 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 22:29:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.6772, loss: 1.6772 2023-12-19 08:42:32,997 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 22:29:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 1.6655, loss: 1.6655 2023-12-19 08:42:55,642 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 22:29:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.6939, loss: 1.6939 2023-12-19 08:43:17,250 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 22:28:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 1.7049, loss: 1.7049 2023-12-19 08:43:39,104 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 22:28:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 1.6623, loss: 1.6623 2023-12-19 08:44:00,872 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 22:27:53, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.7274, loss: 1.7274 2023-12-19 08:44:22,726 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 22:27:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 1.6626, loss: 1.6626 2023-12-19 08:44:44,320 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 22:27:05, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 1.7349, loss: 1.7349 2023-12-19 08:45:05,880 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 22:26:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.7255, loss: 1.7255 2023-12-19 08:45:27,688 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 22:26:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 1.6694, loss: 1.6694 2023-12-19 08:45:49,629 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 22:25:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 1.6678, loss: 1.6678 2023-12-19 08:46:11,704 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 22:25:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 1.6971, loss: 1.6971 2023-12-19 08:46:33,762 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 22:25:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.6648, loss: 1.6648 2023-12-19 08:46:55,658 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 22:24:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 1.6700, loss: 1.6700 2023-12-19 08:47:17,513 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 22:24:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9513, loss_cls: 1.6780, loss: 1.6780 2023-12-19 08:47:39,081 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 22:23:55, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 1.7098, loss: 1.7098 2023-12-19 08:48:00,537 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 22:23:31, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.6863, loss: 1.6863 2023-12-19 08:48:22,357 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 22:23:07, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 1.6555, loss: 1.6555 2023-12-19 08:48:44,524 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 22:22:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 1.6667, loss: 1.6667 2023-12-19 08:49:06,712 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 22:22:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.6692, loss: 1.6692 2023-12-19 08:49:28,255 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 22:21:56, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9519, loss_cls: 1.6917, loss: 1.6917 2023-12-19 08:49:49,792 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 22:21:32, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.6613, loss: 1.6613 2023-12-19 08:50:11,683 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 22:21:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 1.6427, loss: 1.6427 2023-12-19 08:50:33,464 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 22:20:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 1.6943, loss: 1.6943 2023-12-19 08:50:55,242 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 22:20:20, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 1.6369, loss: 1.6369 2023-12-19 08:51:17,339 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 22:19:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 1.7095, loss: 1.7095 2023-12-19 08:51:39,779 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 22:19:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 1.7121, loss: 1.7121 2023-12-19 08:52:01,968 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 22:19:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9500, loss_cls: 1.7047, loss: 1.7047 2023-12-19 08:52:24,273 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 22:18:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 1.7332, loss: 1.7332 2023-12-19 08:52:46,525 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 22:18:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 1.7130, loss: 1.7130 2023-12-19 08:53:08,419 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 22:18:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.7084, loss: 1.7084 2023-12-19 08:53:30,789 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 22:17:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.6697, loss: 1.6697 2023-12-19 08:53:53,097 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 22:17:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 1.7149, loss: 1.7149 2023-12-19 08:54:15,228 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 22:16:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 1.6442, loss: 1.6442 2023-12-19 08:54:37,502 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 22:16:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 1.7056, loss: 1.7056 2023-12-19 08:54:47,181 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-19 08:58:01,900 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 08:58:02,372 - pyskl - INFO - top1_acc 0.7503 top5_acc 0.9520 2023-12-19 08:58:02,377 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_56.pth was removed 2023-12-19 08:58:02,542 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2023-12-19 08:58:02,544 - pyskl - INFO - Best top1_acc is 0.7503 at 60 epoch. 2023-12-19 08:58:02,559 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7503, top5_acc: 0.9520 2023-12-19 08:58:52,577 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 22:16:24, time: 0.500, data_time: 0.287, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 1.6554, loss: 1.6554 2023-12-19 08:59:14,635 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 22:16:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 1.6540, loss: 1.6540 2023-12-19 08:59:37,232 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 22:15:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 1.6540, loss: 1.6540 2023-12-19 08:59:59,364 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 22:15:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 1.6828, loss: 1.6828 2023-12-19 09:00:20,829 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 22:14:50, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.6733, loss: 1.6733 2023-12-19 09:00:43,406 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 22:14:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9487, loss_cls: 1.6904, loss: 1.6904 2023-12-19 09:01:04,807 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 22:14:03, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 1.6024, loss: 1.6024 2023-12-19 09:01:26,813 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 22:13:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 1.6884, loss: 1.6884 2023-12-19 09:01:49,208 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 22:13:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 1.6463, loss: 1.6463 2023-12-19 09:02:12,437 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 22:12:55, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9550, loss_cls: 1.6395, loss: 1.6395 2023-12-19 09:02:34,336 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 22:12:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 1.7079, loss: 1.7079 2023-12-19 09:02:57,129 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 22:12:09, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 1.6645, loss: 1.6645 2023-12-19 09:03:19,793 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 22:11:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 1.6529, loss: 1.6529 2023-12-19 09:03:42,222 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 22:11:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9531, loss_cls: 1.6642, loss: 1.6642 2023-12-19 09:04:04,061 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 22:11:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 1.6726, loss: 1.6726 2023-12-19 09:04:26,534 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 22:10:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9563, loss_cls: 1.6467, loss: 1.6467 2023-12-19 09:04:48,518 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 22:10:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 1.6575, loss: 1.6575 2023-12-19 09:05:09,995 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 22:09:49, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 1.6538, loss: 1.6538 2023-12-19 09:05:32,078 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 22:09:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 1.6351, loss: 1.6351 2023-12-19 09:05:54,411 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 22:09:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.7008, loss: 1.7008 2023-12-19 09:06:16,312 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 22:08:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 1.6901, loss: 1.6901 2023-12-19 09:06:38,625 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 22:08:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 1.6217, loss: 1.6217 2023-12-19 09:07:00,894 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 22:07:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 1.6803, loss: 1.6803 2023-12-19 09:07:22,665 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 22:07:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 1.6438, loss: 1.6438 2023-12-19 09:07:44,437 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 22:07:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 1.6856, loss: 1.6856 2023-12-19 09:08:06,268 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 22:06:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 1.6825, loss: 1.6825 2023-12-19 09:08:28,388 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 22:06:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 1.6974, loss: 1.6974 2023-12-19 09:08:50,251 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 22:05:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9575, loss_cls: 1.6523, loss: 1.6523 2023-12-19 09:09:12,464 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 22:05:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 1.6668, loss: 1.6668 2023-12-19 09:09:35,204 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 22:05:09, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9481, loss_cls: 1.7238, loss: 1.7238 2023-12-19 09:09:57,580 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 22:04:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 1.6126, loss: 1.6126 2023-12-19 09:10:19,820 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 22:04:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 1.7018, loss: 1.7018 2023-12-19 09:10:42,067 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 22:03:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9406, loss_cls: 1.7229, loss: 1.7229 2023-12-19 09:11:04,237 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 22:03:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.6689, loss: 1.6689 2023-12-19 09:11:26,605 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 22:03:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 1.7682, loss: 1.7682 2023-12-19 09:11:48,745 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 22:02:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9387, loss_cls: 1.7545, loss: 1.7545 2023-12-19 09:12:11,042 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 22:02:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 1.6915, loss: 1.6915 2023-12-19 09:12:33,514 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 22:02:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9431, loss_cls: 1.7239, loss: 1.7239 2023-12-19 09:12:55,801 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 22:01:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.6758, loss: 1.6758 2023-12-19 09:13:05,408 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-19 09:16:19,961 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 09:16:20,417 - pyskl - INFO - top1_acc 0.7407 top5_acc 0.9436 2023-12-19 09:16:20,433 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7407, top5_acc: 0.9436 2023-12-19 09:17:11,547 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 22:01:37, time: 0.511, data_time: 0.292, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 1.6645, loss: 1.6645 2023-12-19 09:17:33,565 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 22:01:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9481, loss_cls: 1.7083, loss: 1.7083 2023-12-19 09:17:55,837 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 22:00:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 1.6771, loss: 1.6771 2023-12-19 09:18:17,987 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 22:00:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 1.6574, loss: 1.6574 2023-12-19 09:18:39,822 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 22:00:04, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9550, loss_cls: 1.6533, loss: 1.6533 2023-12-19 09:19:02,074 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 21:59:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 1.7092, loss: 1.7092 2023-12-19 09:19:24,026 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 21:59:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 1.6564, loss: 1.6564 2023-12-19 09:19:45,478 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 21:58:53, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 1.6409, loss: 1.6409 2023-12-19 09:20:07,057 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 21:58:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 1.7144, loss: 1.7144 2023-12-19 09:20:28,838 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 21:58:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 1.6367, loss: 1.6367 2023-12-19 09:20:50,367 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 21:57:41, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.7169, loss: 1.7169 2023-12-19 09:21:12,816 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 21:57:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 1.6962, loss: 1.6962 2023-12-19 09:21:35,206 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 21:56:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 1.5914, loss: 1.5914 2023-12-19 09:21:56,892 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 21:56:31, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.6267, loss: 1.6267 2023-12-19 09:22:18,593 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 21:56:07, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9587, loss_cls: 1.6220, loss: 1.6220 2023-12-19 09:22:40,709 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 21:55:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.6430, loss: 1.6430 2023-12-19 09:23:02,989 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 21:55:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9494, loss_cls: 1.6706, loss: 1.6706 2023-12-19 09:23:24,842 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 21:54:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.6910, loss: 1.6910 2023-12-19 09:23:46,487 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 21:54:33, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9487, loss_cls: 1.7263, loss: 1.7263 2023-12-19 09:24:08,506 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 21:54:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 1.6594, loss: 1.6594 2023-12-19 09:24:30,555 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 21:53:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 1.6024, loss: 1.6024 2023-12-19 09:24:53,061 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 21:53:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.6174, loss: 1.6174 2023-12-19 09:25:15,254 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 21:53:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 1.7213, loss: 1.7213 2023-12-19 09:25:37,463 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 21:52:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.6421, loss: 1.6421 2023-12-19 09:25:59,193 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 21:52:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 1.6677, loss: 1.6677 2023-12-19 09:26:20,944 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 21:51:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 1.6582, loss: 1.6582 2023-12-19 09:26:42,500 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 21:51:25, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9444, loss_cls: 1.7352, loss: 1.7352 2023-12-19 09:27:04,338 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 21:51:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9500, loss_cls: 1.7427, loss: 1.7427 2023-12-19 09:27:26,417 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 21:50:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.6808, loss: 1.6808 2023-12-19 09:27:48,845 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 21:50:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 1.7248, loss: 1.7248 2023-12-19 09:28:11,017 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 21:49:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.6688, loss: 1.6688 2023-12-19 09:28:32,963 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 21:49:28, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 1.6447, loss: 1.6447 2023-12-19 09:28:54,641 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 21:49:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 1.7145, loss: 1.7145 2023-12-19 09:29:16,733 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 21:48:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 1.6704, loss: 1.6704 2023-12-19 09:29:38,956 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 21:48:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 1.7189, loss: 1.7189 2023-12-19 09:30:00,641 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 21:47:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.7476, loss: 1.7476 2023-12-19 09:30:22,536 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 21:47:30, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 1.7116, loss: 1.7116 2023-12-19 09:30:44,716 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 21:47:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.6516, loss: 1.6516 2023-12-19 09:31:06,658 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 21:46:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 1.7444, loss: 1.7444 2023-12-19 09:31:16,436 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-19 09:34:29,677 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 09:34:30,143 - pyskl - INFO - top1_acc 0.7349 top5_acc 0.9489 2023-12-19 09:34:30,158 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7349, top5_acc: 0.9489 2023-12-19 09:35:20,431 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 21:46:38, time: 0.503, data_time: 0.282, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 1.6056, loss: 1.6056 2023-12-19 09:35:42,388 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 21:46:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.6255, loss: 1.6255 2023-12-19 09:36:04,500 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 21:45:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9506, loss_cls: 1.6992, loss: 1.6992 2023-12-19 09:36:27,014 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 21:45:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 1.6813, loss: 1.6813 2023-12-19 09:36:50,071 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 21:45:06, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 1.7025, loss: 1.7025 2023-12-19 09:37:11,992 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 21:44:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 1.6128, loss: 1.6128 2023-12-19 09:37:34,521 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 21:44:20, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.6458, loss: 1.6458 2023-12-19 09:37:57,124 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 21:43:57, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 1.6784, loss: 1.6784 2023-12-19 09:38:18,571 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 21:43:33, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9406, loss_cls: 1.7058, loss: 1.7058 2023-12-19 09:38:40,113 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 21:43:09, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.7041, loss: 1.7041 2023-12-19 09:39:02,256 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 21:42:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.6794, loss: 1.6794 2023-12-19 09:39:24,550 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 21:42:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 1.6494, loss: 1.6494 2023-12-19 09:39:46,441 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 21:41:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 1.6348, loss: 1.6348 2023-12-19 09:40:08,380 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 21:41:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 1.6388, loss: 1.6388 2023-12-19 09:40:30,961 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 21:41:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9475, loss_cls: 1.6760, loss: 1.6760 2023-12-19 09:40:53,039 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 21:40:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 1.6877, loss: 1.6877 2023-12-19 09:41:15,137 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 21:40:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 1.6219, loss: 1.6219 2023-12-19 09:41:37,194 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 21:40:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 1.7139, loss: 1.7139 2023-12-19 09:41:59,224 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 21:39:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 1.6522, loss: 1.6522 2023-12-19 09:42:20,740 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 21:39:15, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 1.6450, loss: 1.6450 2023-12-19 09:42:42,467 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 21:38:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 1.7290, loss: 1.7290 2023-12-19 09:43:04,565 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 21:38:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 1.6680, loss: 1.6680 2023-12-19 09:43:26,896 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 21:38:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 1.6373, loss: 1.6373 2023-12-19 09:43:48,532 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 21:37:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 1.6361, loss: 1.6361 2023-12-19 09:44:10,730 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 21:37:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9513, loss_cls: 1.6881, loss: 1.6881 2023-12-19 09:44:33,276 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 21:36:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9500, loss_cls: 1.7088, loss: 1.7088 2023-12-19 09:44:55,580 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 21:36:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.6791, loss: 1.6791 2023-12-19 09:45:17,742 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 21:36:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.7071, loss: 1.7071 2023-12-19 09:45:39,778 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 21:35:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.6313, loss: 1.6313 2023-12-19 09:46:01,517 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 21:35:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9469, loss_cls: 1.7213, loss: 1.7213 2023-12-19 09:46:23,840 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 21:34:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.6749, loss: 1.6749 2023-12-19 09:46:46,521 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 21:34:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.7017, loss: 1.7017 2023-12-19 09:47:09,064 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 21:34:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.6498, loss: 1.6498 2023-12-19 09:47:31,117 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 21:33:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 1.7723, loss: 1.7723 2023-12-19 09:47:53,363 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 21:33:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 1.6931, loss: 1.6931 2023-12-19 09:48:15,723 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 21:33:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.6796, loss: 1.6796 2023-12-19 09:48:38,386 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 21:32:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 1.6559, loss: 1.6559 2023-12-19 09:49:01,119 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 21:32:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.6323, loss: 1.6323 2023-12-19 09:49:23,126 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 21:31:55, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 1.6908, loss: 1.6908 2023-12-19 09:49:32,932 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-19 09:52:47,759 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 09:52:48,240 - pyskl - INFO - top1_acc 0.7686 top5_acc 0.9548 2023-12-19 09:52:48,245 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_60.pth was removed 2023-12-19 09:52:48,410 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. 2023-12-19 09:52:48,412 - pyskl - INFO - Best top1_acc is 0.7686 at 63 epoch. 2023-12-19 09:52:48,429 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7686, top5_acc: 0.9548 2023-12-19 09:53:38,620 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 21:31:49, time: 0.502, data_time: 0.282, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.6278, loss: 1.6278 2023-12-19 09:54:00,047 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 21:31:25, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 1.6107, loss: 1.6107 2023-12-19 09:54:22,376 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 21:31:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 1.6058, loss: 1.6058 2023-12-19 09:54:45,238 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 21:30:39, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 1.6206, loss: 1.6206 2023-12-19 09:55:07,582 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 21:30:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.6478, loss: 1.6478 2023-12-19 09:55:29,513 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 21:29:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 1.6895, loss: 1.6895 2023-12-19 09:55:51,199 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 21:29:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 1.7448, loss: 1.7448 2023-12-19 09:56:13,558 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 21:29:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 1.6054, loss: 1.6054 2023-12-19 09:56:36,039 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 21:28:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 1.6534, loss: 1.6534 2023-12-19 09:56:58,342 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 21:28:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 1.6341, loss: 1.6341 2023-12-19 09:57:20,696 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 21:27:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 1.6925, loss: 1.6925 2023-12-19 09:57:42,570 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 21:27:34, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.6917, loss: 1.6917 2023-12-19 09:58:04,216 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 21:27:10, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.6261, loss: 1.6261 2023-12-19 09:58:26,286 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 21:26:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 1.6597, loss: 1.6597 2023-12-19 09:58:48,676 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 21:26:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9487, loss_cls: 1.7229, loss: 1.7229 2023-12-19 09:59:10,478 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 21:26:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 1.6559, loss: 1.6559 2023-12-19 09:59:32,833 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 21:25:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.6250, loss: 1.6250 2023-12-19 09:59:55,582 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 21:25:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 1.6339, loss: 1.6339 2023-12-19 10:00:17,164 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 21:24:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9556, loss_cls: 1.6455, loss: 1.6455 2023-12-19 10:00:39,668 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 21:24:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.5955, loss: 1.5955 2023-12-19 10:01:02,526 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 21:24:05, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9481, loss_cls: 1.7106, loss: 1.7106 2023-12-19 10:01:25,125 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 21:23:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 1.6516, loss: 1.6516 2023-12-19 10:01:47,515 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 21:23:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 1.6579, loss: 1.6579 2023-12-19 10:02:09,730 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 21:22:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 1.7069, loss: 1.7069 2023-12-19 10:02:32,092 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 21:22:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9487, loss_cls: 1.6725, loss: 1.6725 2023-12-19 10:02:54,345 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 21:22:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 1.6806, loss: 1.6806 2023-12-19 10:03:16,467 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 21:21:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 1.6449, loss: 1.6449 2023-12-19 10:03:38,493 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 21:21:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 1.6853, loss: 1.6853 2023-12-19 10:04:00,238 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 21:21:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9519, loss_cls: 1.6759, loss: 1.6759 2023-12-19 10:04:22,611 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 21:20:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 1.6981, loss: 1.6981 2023-12-19 10:04:44,943 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 21:20:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.6563, loss: 1.6563 2023-12-19 10:05:07,095 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 21:19:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 1.7182, loss: 1.7182 2023-12-19 10:05:29,286 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 21:19:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 1.7565, loss: 1.7565 2023-12-19 10:05:51,286 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 21:19:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 1.6768, loss: 1.6768 2023-12-19 10:06:13,709 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 21:18:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 1.6571, loss: 1.6571 2023-12-19 10:06:35,982 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 21:18:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.6357, loss: 1.6357 2023-12-19 10:06:58,434 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 21:17:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 1.6770, loss: 1.6770 2023-12-19 10:07:20,609 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 21:17:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.6836, loss: 1.6836 2023-12-19 10:07:42,884 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 21:17:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 1.6868, loss: 1.6868 2023-12-19 10:07:52,108 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-19 10:11:06,158 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 10:11:06,628 - pyskl - INFO - top1_acc 0.7595 top5_acc 0.9526 2023-12-19 10:11:06,645 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7595, top5_acc: 0.9526 2023-12-19 10:11:55,321 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 21:17:00, time: 0.487, data_time: 0.266, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 1.6382, loss: 1.6382 2023-12-19 10:12:17,679 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 21:16:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 1.5772, loss: 1.5772 2023-12-19 10:12:40,080 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 21:16:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 1.5706, loss: 1.5706 2023-12-19 10:13:02,877 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 21:15:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 1.6410, loss: 1.6410 2023-12-19 10:13:25,220 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 21:15:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 1.5591, loss: 1.5591 2023-12-19 10:13:47,307 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 21:15:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 1.6430, loss: 1.6430 2023-12-19 10:14:09,043 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 21:14:42, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 1.6037, loss: 1.6037 2023-12-19 10:14:30,888 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 21:14:18, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.5993, loss: 1.5993 2023-12-19 10:14:52,628 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 21:13:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 1.6546, loss: 1.6546 2023-12-19 10:15:14,937 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 21:13:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.6311, loss: 1.6311 2023-12-19 10:15:37,172 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 21:13:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 1.6593, loss: 1.6593 2023-12-19 10:15:59,318 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 21:12:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 1.6628, loss: 1.6628 2023-12-19 10:16:21,066 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 21:12:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9525, loss_cls: 1.6556, loss: 1.6556 2023-12-19 10:16:43,098 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 21:11:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 1.7033, loss: 1.7033 2023-12-19 10:17:05,064 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 21:11:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 1.6597, loss: 1.6597 2023-12-19 10:17:26,815 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 21:11:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9500, loss_cls: 1.6567, loss: 1.6567 2023-12-19 10:17:48,674 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 21:10:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 1.6622, loss: 1.6622 2023-12-19 10:18:10,382 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 21:10:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 1.6483, loss: 1.6483 2023-12-19 10:18:32,714 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 21:10:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 1.6440, loss: 1.6440 2023-12-19 10:18:54,762 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 21:09:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 1.7318, loss: 1.7318 2023-12-19 10:19:17,179 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 21:09:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 1.6369, loss: 1.6369 2023-12-19 10:19:39,437 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 21:08:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 1.7426, loss: 1.7426 2023-12-19 10:20:01,049 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 21:08:27, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.6921, loss: 1.6921 2023-12-19 10:20:22,560 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 21:08:03, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 1.6221, loss: 1.6221 2023-12-19 10:20:44,553 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 21:07:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 1.6179, loss: 1.6179 2023-12-19 10:21:06,593 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 21:07:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9550, loss_cls: 1.6499, loss: 1.6499 2023-12-19 10:21:29,044 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 21:06:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 1.6321, loss: 1.6321 2023-12-19 10:21:51,292 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 21:06:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 1.6968, loss: 1.6968 2023-12-19 10:22:13,529 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 21:06:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 1.6356, loss: 1.6356 2023-12-19 10:22:35,789 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 21:05:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9519, loss_cls: 1.6469, loss: 1.6469 2023-12-19 10:22:57,776 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 21:05:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9519, loss_cls: 1.6683, loss: 1.6683 2023-12-19 10:23:20,064 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 21:04:57, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.6431, loss: 1.6431 2023-12-19 10:23:42,377 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 21:04:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9513, loss_cls: 1.6322, loss: 1.6322 2023-12-19 10:24:04,653 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 21:04:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9463, loss_cls: 1.7194, loss: 1.7194 2023-12-19 10:24:26,449 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 21:03:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 1.6919, loss: 1.6919 2023-12-19 10:24:48,756 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 21:03:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 1.7110, loss: 1.7110 2023-12-19 10:25:11,096 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 21:03:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 1.7338, loss: 1.7338 2023-12-19 10:25:32,883 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 21:02:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9506, loss_cls: 1.6907, loss: 1.6907 2023-12-19 10:25:55,069 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 21:02:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9519, loss_cls: 1.6693, loss: 1.6693 2023-12-19 10:26:04,948 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-19 10:29:20,657 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 10:29:21,125 - pyskl - INFO - top1_acc 0.7230 top5_acc 0.9355 2023-12-19 10:29:21,141 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7230, top5_acc: 0.9355 2023-12-19 10:30:10,476 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 21:02:06, time: 0.493, data_time: 0.274, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 1.7249, loss: 1.7249 2023-12-19 10:30:32,526 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 21:01:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.5976, loss: 1.5976 2023-12-19 10:30:54,479 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 21:01:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 1.6318, loss: 1.6318 2023-12-19 10:31:16,501 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 21:00:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 1.6136, loss: 1.6136 2023-12-19 10:31:38,740 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 21:00:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 1.6029, loss: 1.6029 2023-12-19 10:32:00,852 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 21:00:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.5915, loss: 1.5915 2023-12-19 10:32:22,857 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 20:59:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 1.6064, loss: 1.6064 2023-12-19 10:32:44,792 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 20:59:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.6379, loss: 1.6379 2023-12-19 10:33:06,496 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 20:58:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 1.6493, loss: 1.6493 2023-12-19 10:33:28,475 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 20:58:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 1.5914, loss: 1.5914 2023-12-19 10:33:50,667 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 20:58:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 1.6517, loss: 1.6517 2023-12-19 10:34:12,832 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 20:57:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 1.6093, loss: 1.6093 2023-12-19 10:34:34,829 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 20:57:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 1.6115, loss: 1.6115 2023-12-19 10:34:56,988 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 20:57:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.7147, loss: 1.7147 2023-12-19 10:35:18,747 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 20:56:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.6363, loss: 1.6363 2023-12-19 10:35:40,705 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 20:56:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9506, loss_cls: 1.6904, loss: 1.6904 2023-12-19 10:36:02,917 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 20:55:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 1.6300, loss: 1.6300 2023-12-19 10:36:25,017 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 20:55:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 1.6421, loss: 1.6421 2023-12-19 10:36:47,293 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 20:55:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9506, loss_cls: 1.6905, loss: 1.6905 2023-12-19 10:37:08,834 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 20:54:42, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 1.6542, loss: 1.6542 2023-12-19 10:37:31,185 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 20:54:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.6264, loss: 1.6264 2023-12-19 10:37:53,325 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 20:53:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 1.6931, loss: 1.6931 2023-12-19 10:38:15,414 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 20:53:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 1.7279, loss: 1.7279 2023-12-19 10:38:37,633 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 20:53:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.6689, loss: 1.6689 2023-12-19 10:38:59,531 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 20:52:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 1.6053, loss: 1.6053 2023-12-19 10:39:21,575 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 20:52:22, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 1.6116, loss: 1.6116 2023-12-19 10:39:44,056 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 20:51:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9463, loss_cls: 1.6621, loss: 1.6621 2023-12-19 10:40:06,478 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 20:51:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 1.6402, loss: 1.6402 2023-12-19 10:40:29,023 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 20:51:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 1.6090, loss: 1.6090 2023-12-19 10:40:51,094 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 20:50:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.6909, loss: 1.6909 2023-12-19 10:41:13,071 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 20:50:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 1.6790, loss: 1.6790 2023-12-19 10:41:34,895 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 20:50:04, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9537, loss_cls: 1.6204, loss: 1.6204 2023-12-19 10:41:57,220 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 20:49:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 1.6417, loss: 1.6417 2023-12-19 10:42:19,407 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 20:49:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 1.6067, loss: 1.6067 2023-12-19 10:42:41,816 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 20:48:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 1.7108, loss: 1.7108 2023-12-19 10:43:04,183 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 20:48:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9581, loss_cls: 1.6205, loss: 1.6205 2023-12-19 10:43:26,396 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 20:48:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.6502, loss: 1.6502 2023-12-19 10:43:48,310 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 20:47:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9506, loss_cls: 1.6493, loss: 1.6493 2023-12-19 10:44:10,166 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 20:47:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 1.7463, loss: 1.7463 2023-12-19 10:44:20,073 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-19 10:47:36,969 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 10:47:37,429 - pyskl - INFO - top1_acc 0.7647 top5_acc 0.9490 2023-12-19 10:47:37,445 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7647, top5_acc: 0.9490 2023-12-19 10:48:26,119 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 20:47:11, time: 0.487, data_time: 0.268, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9625, loss_cls: 1.6165, loss: 1.6165 2023-12-19 10:48:47,942 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 20:46:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 1.6152, loss: 1.6152 2023-12-19 10:49:09,990 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 20:46:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9519, loss_cls: 1.6663, loss: 1.6663 2023-12-19 10:49:32,164 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 20:46:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.6525, loss: 1.6525 2023-12-19 10:49:54,259 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 20:45:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9556, loss_cls: 1.6223, loss: 1.6223 2023-12-19 10:50:15,826 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 20:45:14, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9525, loss_cls: 1.6267, loss: 1.6267 2023-12-19 10:50:37,993 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 20:44:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 1.6279, loss: 1.6279 2023-12-19 10:50:59,680 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 20:44:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.6273, loss: 1.6273 2023-12-19 10:51:21,559 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 20:44:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 1.6509, loss: 1.6509 2023-12-19 10:51:43,249 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 20:43:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 1.6501, loss: 1.6501 2023-12-19 10:52:05,396 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 20:43:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 1.6148, loss: 1.6148 2023-12-19 10:52:27,453 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 20:42:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9569, loss_cls: 1.6336, loss: 1.6336 2023-12-19 10:52:50,312 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 20:42:31, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 1.6452, loss: 1.6452 2023-12-19 10:53:12,049 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 20:42:07, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 1.6399, loss: 1.6399 2023-12-19 10:53:34,599 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 20:41:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 1.6642, loss: 1.6642 2023-12-19 10:53:56,885 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 20:41:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 1.6638, loss: 1.6638 2023-12-19 10:54:18,958 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 20:40:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.6408, loss: 1.6408 2023-12-19 10:54:40,892 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 20:40:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 1.6146, loss: 1.6146 2023-12-19 10:55:02,625 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 20:40:11, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.6459, loss: 1.6459 2023-12-19 10:55:25,454 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 20:39:49, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9456, loss_cls: 1.6911, loss: 1.6911 2023-12-19 10:55:47,243 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 20:39:25, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.6498, loss: 1.6498 2023-12-19 10:56:09,281 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 20:39:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 1.6458, loss: 1.6458 2023-12-19 10:56:31,564 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 20:38:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 1.6378, loss: 1.6378 2023-12-19 10:56:53,729 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 20:38:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9563, loss_cls: 1.5993, loss: 1.5993 2023-12-19 10:57:16,103 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 20:37:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.6417, loss: 1.6417 2023-12-19 10:57:37,936 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 20:37:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 1.6583, loss: 1.6583 2023-12-19 10:58:00,237 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 20:37:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 1.6390, loss: 1.6390 2023-12-19 10:58:22,546 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 20:36:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9500, loss_cls: 1.6558, loss: 1.6558 2023-12-19 10:58:45,285 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 20:36:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 1.6249, loss: 1.6249 2023-12-19 10:59:07,824 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 20:35:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9525, loss_cls: 1.6361, loss: 1.6361 2023-12-19 10:59:30,134 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 20:35:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 1.6708, loss: 1.6708 2023-12-19 10:59:52,586 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 20:35:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.6639, loss: 1.6639 2023-12-19 11:00:14,660 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 20:34:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 1.6191, loss: 1.6191 2023-12-19 11:00:37,127 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 20:34:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 1.6185, loss: 1.6185 2023-12-19 11:00:59,542 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 20:34:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 1.6222, loss: 1.6222 2023-12-19 11:01:21,652 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 20:33:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 1.7003, loss: 1.7003 2023-12-19 11:01:43,805 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 20:33:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 1.6457, loss: 1.6457 2023-12-19 11:02:06,226 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 20:32:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9506, loss_cls: 1.6728, loss: 1.6728 2023-12-19 11:02:28,630 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 20:32:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 1.7284, loss: 1.7284 2023-12-19 11:02:38,157 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-19 11:05:54,654 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 11:05:55,124 - pyskl - INFO - top1_acc 0.7410 top5_acc 0.9439 2023-12-19 11:05:55,140 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7410, top5_acc: 0.9439 2023-12-19 11:06:44,055 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 20:32:21, time: 0.489, data_time: 0.271, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.6403, loss: 1.6403 2023-12-19 11:07:06,096 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 20:31:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 1.6022, loss: 1.6022 2023-12-19 11:07:28,241 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 20:31:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.6292, loss: 1.6292 2023-12-19 11:07:50,533 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 20:31:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 1.6172, loss: 1.6172 2023-12-19 11:08:13,152 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 20:30:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.6194, loss: 1.6194 2023-12-19 11:08:35,698 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 20:30:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.6208, loss: 1.6208 2023-12-19 11:08:57,876 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 20:30:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9563, loss_cls: 1.6051, loss: 1.6051 2023-12-19 11:09:20,102 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 20:29:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 1.6275, loss: 1.6275 2023-12-19 11:09:42,098 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 20:29:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.5878, loss: 1.5878 2023-12-19 11:10:04,289 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 20:28:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.5814, loss: 1.5814 2023-12-19 11:10:26,894 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 20:28:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 1.5879, loss: 1.5879 2023-12-19 11:10:49,213 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 20:28:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.6234, loss: 1.6234 2023-12-19 11:11:11,713 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 20:27:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 1.6761, loss: 1.6761 2023-12-19 11:11:34,183 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 20:27:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.6187, loss: 1.6187 2023-12-19 11:11:55,940 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 20:26:58, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 1.6831, loss: 1.6831 2023-12-19 11:12:18,012 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 20:26:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9506, loss_cls: 1.6770, loss: 1.6770 2023-12-19 11:12:40,921 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 20:26:13, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 1.6208, loss: 1.6208 2023-12-19 11:13:03,037 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 20:25:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 1.6597, loss: 1.6597 2023-12-19 11:13:25,315 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 20:25:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.6491, loss: 1.6491 2023-12-19 11:13:48,549 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 20:25:04, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9550, loss_cls: 1.6588, loss: 1.6588 2023-12-19 11:14:10,297 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 20:24:41, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 1.5693, loss: 1.5693 2023-12-19 11:14:32,318 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 20:24:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9581, loss_cls: 1.5748, loss: 1.5748 2023-12-19 11:14:54,386 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 20:23:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.6086, loss: 1.6086 2023-12-19 11:15:16,467 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 20:23:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.6560, loss: 1.6560 2023-12-19 11:15:38,881 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 20:23:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.5942, loss: 1.5942 2023-12-19 11:16:00,978 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 20:22:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.6677, loss: 1.6677 2023-12-19 11:16:23,315 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 20:22:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 1.5988, loss: 1.5988 2023-12-19 11:16:45,497 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 20:21:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9594, loss_cls: 1.5988, loss: 1.5988 2023-12-19 11:17:08,094 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 20:21:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.6405, loss: 1.6405 2023-12-19 11:17:30,419 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 20:21:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 1.6292, loss: 1.6292 2023-12-19 11:17:52,234 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 20:20:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9563, loss_cls: 1.6200, loss: 1.6200 2023-12-19 11:18:14,145 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 20:20:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 1.6346, loss: 1.6346 2023-12-19 11:18:36,271 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 20:20:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.6776, loss: 1.6776 2023-12-19 11:18:58,898 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 20:19:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9581, loss_cls: 1.6168, loss: 1.6168 2023-12-19 11:19:20,804 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 20:19:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.6395, loss: 1.6395 2023-12-19 11:19:43,617 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 20:18:54, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9513, loss_cls: 1.6891, loss: 1.6891 2023-12-19 11:20:05,877 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 20:18:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.6738, loss: 1.6738 2023-12-19 11:20:28,485 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 20:18:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 1.6694, loss: 1.6694 2023-12-19 11:20:50,732 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 20:17:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 1.6609, loss: 1.6609 2023-12-19 11:21:00,385 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-19 11:24:15,988 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 11:24:16,454 - pyskl - INFO - top1_acc 0.7439 top5_acc 0.9438 2023-12-19 11:24:16,470 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7439, top5_acc: 0.9438 2023-12-19 11:25:07,388 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 20:17:37, time: 0.509, data_time: 0.289, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.5776, loss: 1.5776 2023-12-19 11:25:29,066 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 20:17:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9544, loss_cls: 1.6158, loss: 1.6158 2023-12-19 11:25:51,204 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 20:16:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.5811, loss: 1.5811 2023-12-19 11:26:13,152 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 20:16:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6097, loss: 1.6097 2023-12-19 11:26:35,534 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 20:16:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9581, loss_cls: 1.5984, loss: 1.5984 2023-12-19 11:26:57,586 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 20:15:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 1.6408, loss: 1.6408 2023-12-19 11:27:19,738 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 20:15:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 1.6168, loss: 1.6168 2023-12-19 11:27:41,917 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 20:14:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9525, loss_cls: 1.6351, loss: 1.6351 2023-12-19 11:28:03,812 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 20:14:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.6333, loss: 1.6333 2023-12-19 11:28:26,484 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 20:14:08, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 1.6029, loss: 1.6029 2023-12-19 11:28:48,692 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 20:13:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 1.6284, loss: 1.6284 2023-12-19 11:29:10,794 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 20:13:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 1.6382, loss: 1.6382 2023-12-19 11:29:32,806 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 20:12:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 1.6434, loss: 1.6434 2023-12-19 11:29:54,261 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 20:12:35, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9569, loss_cls: 1.5860, loss: 1.5860 2023-12-19 11:30:15,789 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 20:12:11, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 1.6580, loss: 1.6580 2023-12-19 11:30:37,394 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 20:11:47, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.5983, loss: 1.5983 2023-12-19 11:30:59,554 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 20:11:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 1.6712, loss: 1.6712 2023-12-19 11:31:21,804 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 20:11:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 1.6502, loss: 1.6502 2023-12-19 11:31:44,356 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 20:10:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 1.5664, loss: 1.5664 2023-12-19 11:32:06,737 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 20:10:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9587, loss_cls: 1.5945, loss: 1.5945 2023-12-19 11:32:29,068 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 20:09:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 1.6326, loss: 1.6326 2023-12-19 11:32:50,867 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 20:09:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9569, loss_cls: 1.6212, loss: 1.6212 2023-12-19 11:33:12,487 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 20:09:05, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 1.6197, loss: 1.6197 2023-12-19 11:33:34,792 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 20:08:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 1.6211, loss: 1.6211 2023-12-19 11:33:56,967 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 20:08:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.5849, loss: 1.5849 2023-12-19 11:34:19,355 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 20:07:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9569, loss_cls: 1.6781, loss: 1.6781 2023-12-19 11:34:41,572 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 20:07:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 1.6172, loss: 1.6172 2023-12-19 11:35:03,997 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 20:07:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 1.5906, loss: 1.5906 2023-12-19 11:35:26,476 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 20:06:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 1.6406, loss: 1.6406 2023-12-19 11:35:48,727 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 20:06:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9500, loss_cls: 1.6662, loss: 1.6662 2023-12-19 11:36:10,905 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 20:06:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 1.7062, loss: 1.7062 2023-12-19 11:36:33,506 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 20:05:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9544, loss_cls: 1.6498, loss: 1.6498 2023-12-19 11:36:56,030 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 20:05:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.6931, loss: 1.6931 2023-12-19 11:37:18,468 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 20:04:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.5713, loss: 1.5713 2023-12-19 11:37:40,809 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 20:04:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 1.6764, loss: 1.6764 2023-12-19 11:38:03,133 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 20:04:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 1.6492, loss: 1.6492 2023-12-19 11:38:25,241 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 20:03:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 1.6374, loss: 1.6374 2023-12-19 11:38:47,198 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 20:03:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 1.6162, loss: 1.6162 2023-12-19 11:39:09,306 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 20:02:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 1.6741, loss: 1.6741 2023-12-19 11:39:18,559 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-19 11:42:33,485 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 11:42:34,170 - pyskl - INFO - top1_acc 0.7416 top5_acc 0.9426 2023-12-19 11:42:34,188 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7416, top5_acc: 0.9426 2023-12-19 11:43:23,030 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 20:02:45, time: 0.488, data_time: 0.269, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 1.6305, loss: 1.6305 2023-12-19 11:43:44,354 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 20:02:21, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 1.6004, loss: 1.6004 2023-12-19 11:44:05,809 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 20:01:57, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9550, loss_cls: 1.6470, loss: 1.6470 2023-12-19 11:44:27,551 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 20:01:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 1.5464, loss: 1.5464 2023-12-19 11:44:49,966 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 20:01:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 1.6160, loss: 1.6160 2023-12-19 11:45:12,037 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 20:00:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9525, loss_cls: 1.6289, loss: 1.6289 2023-12-19 11:45:33,942 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 20:00:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 1.6110, loss: 1.6110 2023-12-19 11:45:55,953 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 20:00:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9531, loss_cls: 1.6372, loss: 1.6372 2023-12-19 11:46:17,927 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 19:59:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 1.6350, loss: 1.6350 2023-12-19 11:46:39,726 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 19:59:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.6095, loss: 1.6095 2023-12-19 11:47:01,146 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 19:58:50, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 1.6420, loss: 1.6420 2023-12-19 11:47:22,746 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 19:58:26, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 1.5878, loss: 1.5878 2023-12-19 11:47:44,394 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 19:58:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 1.5887, loss: 1.5887 2023-12-19 11:48:06,348 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 19:57:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.6376, loss: 1.6376 2023-12-19 11:48:28,783 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 19:57:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 1.5526, loss: 1.5526 2023-12-19 11:48:50,957 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 19:56:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 1.6702, loss: 1.6702 2023-12-19 11:49:13,233 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 19:56:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9587, loss_cls: 1.6081, loss: 1.6081 2023-12-19 11:49:35,594 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 19:56:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.5809, loss: 1.5809 2023-12-19 11:49:58,062 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 19:55:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 1.6016, loss: 1.6016 2023-12-19 11:50:20,984 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 19:55:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 1.6320, loss: 1.6320 2023-12-19 11:50:43,509 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 19:54:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 1.6193, loss: 1.6193 2023-12-19 11:51:05,920 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 19:54:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 1.6442, loss: 1.6442 2023-12-19 11:51:28,321 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 19:54:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.6512, loss: 1.6512 2023-12-19 11:51:50,675 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 19:53:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 1.6250, loss: 1.6250 2023-12-19 11:52:12,613 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 19:53:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.6095, loss: 1.6095 2023-12-19 11:52:34,657 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 19:53:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9637, loss_cls: 1.5638, loss: 1.5638 2023-12-19 11:52:56,921 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 19:52:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9575, loss_cls: 1.6106, loss: 1.6106 2023-12-19 11:53:19,532 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 19:52:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 1.6173, loss: 1.6173 2023-12-19 11:53:41,637 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 19:51:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.5784, loss: 1.5784 2023-12-19 11:54:04,129 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 19:51:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9556, loss_cls: 1.6156, loss: 1.6156 2023-12-19 11:54:27,036 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 19:51:10, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.6393, loss: 1.6393 2023-12-19 11:54:49,194 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 19:50:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9487, loss_cls: 1.6401, loss: 1.6401 2023-12-19 11:55:11,141 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 19:50:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 1.5950, loss: 1.5950 2023-12-19 11:55:32,992 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 19:50:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.6529, loss: 1.6529 2023-12-19 11:55:55,333 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 19:49:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 1.5731, loss: 1.5731 2023-12-19 11:56:17,311 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 19:49:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 1.6191, loss: 1.6191 2023-12-19 11:56:39,953 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 19:48:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.5805, loss: 1.5805 2023-12-19 11:57:02,252 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 19:48:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9500, loss_cls: 1.6449, loss: 1.6449 2023-12-19 11:57:24,842 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 19:48:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 1.6552, loss: 1.6552 2023-12-19 11:57:34,358 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-19 12:00:51,847 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 12:00:52,315 - pyskl - INFO - top1_acc 0.7505 top5_acc 0.9498 2023-12-19 12:00:52,331 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7505, top5_acc: 0.9498 2023-12-19 12:01:42,103 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 19:47:55, time: 0.498, data_time: 0.281, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.6111, loss: 1.6111 2023-12-19 12:02:03,816 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 19:47:31, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 1.6033, loss: 1.6033 2023-12-19 12:02:25,714 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 19:47:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 1.5360, loss: 1.5360 2023-12-19 12:02:48,015 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 19:46:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 1.5357, loss: 1.5357 2023-12-19 12:03:10,196 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 19:46:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 1.5841, loss: 1.5841 2023-12-19 12:03:31,998 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 19:45:58, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.6101, loss: 1.6101 2023-12-19 12:03:53,748 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 19:45:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 1.5766, loss: 1.5766 2023-12-19 12:04:16,193 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 19:45:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 1.6157, loss: 1.6157 2023-12-19 12:04:39,094 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 19:44:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.6155, loss: 1.6155 2023-12-19 12:05:01,897 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 19:44:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.6095, loss: 1.6095 2023-12-19 12:05:24,415 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 19:44:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.6420, loss: 1.6420 2023-12-19 12:05:46,315 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 19:43:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9544, loss_cls: 1.6246, loss: 1.6246 2023-12-19 12:06:08,724 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 19:43:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 1.6098, loss: 1.6098 2023-12-19 12:06:30,419 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 19:42:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 1.6107, loss: 1.6107 2023-12-19 12:06:52,543 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 19:42:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 1.5831, loss: 1.5831 2023-12-19 12:07:14,372 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 19:42:07, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 1.6283, loss: 1.6283 2023-12-19 12:07:36,501 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 19:41:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9575, loss_cls: 1.5938, loss: 1.5938 2023-12-19 12:07:58,403 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 19:41:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 1.6485, loss: 1.6485 2023-12-19 12:08:21,242 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 19:40:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9456, loss_cls: 1.6937, loss: 1.6937 2023-12-19 12:08:43,488 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 19:40:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 1.6134, loss: 1.6134 2023-12-19 12:09:05,633 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 19:40:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 1.6647, loss: 1.6647 2023-12-19 12:09:27,946 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 19:39:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 1.6190, loss: 1.6190 2023-12-19 12:09:49,951 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 19:39:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 1.6097, loss: 1.6097 2023-12-19 12:10:12,006 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 19:39:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 1.5829, loss: 1.5829 2023-12-19 12:10:34,377 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 19:38:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 1.6353, loss: 1.6353 2023-12-19 12:10:56,156 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 19:38:16, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 1.5649, loss: 1.5649 2023-12-19 12:11:18,341 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 19:37:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.6070, loss: 1.6070 2023-12-19 12:11:40,507 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 19:37:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.5621, loss: 1.5621 2023-12-19 12:12:02,789 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 19:37:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 1.6141, loss: 1.6141 2023-12-19 12:12:24,891 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 19:36:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 1.6861, loss: 1.6861 2023-12-19 12:12:46,345 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 19:36:20, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.6261, loss: 1.6261 2023-12-19 12:13:08,261 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 19:35:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9487, loss_cls: 1.6693, loss: 1.6693 2023-12-19 12:13:30,543 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 19:35:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.6844, loss: 1.6844 2023-12-19 12:13:52,388 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 19:35:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 1.6041, loss: 1.6041 2023-12-19 12:14:14,672 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 19:34:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 1.5549, loss: 1.5549 2023-12-19 12:14:37,054 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 19:34:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9481, loss_cls: 1.7053, loss: 1.7053 2023-12-19 12:14:59,457 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 19:34:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 1.6044, loss: 1.6044 2023-12-19 12:15:21,692 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 19:33:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.6773, loss: 1.6773 2023-12-19 12:15:43,735 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 19:33:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 1.6060, loss: 1.6060 2023-12-19 12:15:53,573 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-19 12:19:10,368 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 12:19:10,845 - pyskl - INFO - top1_acc 0.7387 top5_acc 0.9447 2023-12-19 12:19:10,862 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7387, top5_acc: 0.9447 2023-12-19 12:20:03,321 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 19:33:06, time: 0.525, data_time: 0.302, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 1.6037, loss: 1.6037 2023-12-19 12:20:25,122 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 19:32:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.6335, loss: 1.6335 2023-12-19 12:20:47,201 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 19:32:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 1.5165, loss: 1.5165 2023-12-19 12:21:09,276 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 19:31:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9537, loss_cls: 1.6142, loss: 1.6142 2023-12-19 12:21:31,347 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 19:31:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9606, loss_cls: 1.5420, loss: 1.5420 2023-12-19 12:21:53,761 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 19:31:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9606, loss_cls: 1.6241, loss: 1.6241 2023-12-19 12:22:16,014 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 19:30:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 1.6050, loss: 1.6050 2023-12-19 12:22:38,325 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 19:30:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 1.5004, loss: 1.5004 2023-12-19 12:23:00,070 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 19:30:01, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 1.5520, loss: 1.5520 2023-12-19 12:23:22,627 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 19:29:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 1.6184, loss: 1.6184 2023-12-19 12:23:44,882 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 19:29:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 1.6508, loss: 1.6508 2023-12-19 12:24:07,052 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 19:28:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.5557, loss: 1.5557 2023-12-19 12:24:29,281 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 19:28:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 1.5928, loss: 1.5928 2023-12-19 12:24:51,666 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 19:28:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 1.5297, loss: 1.5297 2023-12-19 12:25:13,610 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 19:27:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 1.6266, loss: 1.6266 2023-12-19 12:25:35,808 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 19:27:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 1.6648, loss: 1.6648 2023-12-19 12:25:58,194 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 19:26:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 1.5401, loss: 1.5401 2023-12-19 12:26:20,564 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 19:26:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 1.6169, loss: 1.6169 2023-12-19 12:26:42,501 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 19:26:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 1.5915, loss: 1.5915 2023-12-19 12:27:04,635 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 19:25:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9537, loss_cls: 1.6767, loss: 1.6767 2023-12-19 12:27:27,146 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 19:25:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9581, loss_cls: 1.6279, loss: 1.6279 2023-12-19 12:27:48,935 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 19:25:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 1.6257, loss: 1.6257 2023-12-19 12:28:11,305 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 19:24:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 1.6168, loss: 1.6168 2023-12-19 12:28:33,709 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 19:24:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.5422, loss: 1.5422 2023-12-19 12:28:56,056 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 19:23:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 1.5838, loss: 1.5838 2023-12-19 12:29:18,349 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 19:23:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 1.6236, loss: 1.6236 2023-12-19 12:29:41,013 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 19:23:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.6098, loss: 1.6098 2023-12-19 12:30:03,356 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 19:22:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 1.5505, loss: 1.5505 2023-12-19 12:30:25,741 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 19:22:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 1.6542, loss: 1.6542 2023-12-19 12:30:48,185 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 19:21:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9556, loss_cls: 1.6232, loss: 1.6232 2023-12-19 12:31:10,020 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 19:21:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 1.5790, loss: 1.5790 2023-12-19 12:31:32,123 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 19:21:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9531, loss_cls: 1.6467, loss: 1.6467 2023-12-19 12:31:54,428 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 19:20:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 1.6354, loss: 1.6354 2023-12-19 12:32:17,138 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 19:20:26, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 1.6237, loss: 1.6237 2023-12-19 12:32:39,529 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 19:20:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 1.5806, loss: 1.5806 2023-12-19 12:33:01,620 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 19:19:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 1.5864, loss: 1.5864 2023-12-19 12:33:24,090 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 19:19:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 1.6148, loss: 1.6148 2023-12-19 12:33:46,282 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 19:18:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 1.6275, loss: 1.6275 2023-12-19 12:34:08,918 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 19:18:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 1.6307, loss: 1.6307 2023-12-19 12:34:18,627 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-19 12:37:36,915 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 12:37:37,393 - pyskl - INFO - top1_acc 0.7422 top5_acc 0.9422 2023-12-19 12:37:37,409 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7422, top5_acc: 0.9422 2023-12-19 12:38:28,107 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 19:18:21, time: 0.507, data_time: 0.287, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 1.5746, loss: 1.5746 2023-12-19 12:38:50,269 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 19:17:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 1.5379, loss: 1.5379 2023-12-19 12:39:12,809 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 19:17:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.5644, loss: 1.5644 2023-12-19 12:39:35,437 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 19:17:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 1.6204, loss: 1.6204 2023-12-19 12:39:57,856 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 19:16:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 1.6139, loss: 1.6139 2023-12-19 12:40:20,269 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 19:16:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 1.5831, loss: 1.5831 2023-12-19 12:40:42,006 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 19:16:03, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9575, loss_cls: 1.6232, loss: 1.6232 2023-12-19 12:41:03,992 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 19:15:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9537, loss_cls: 1.6362, loss: 1.6362 2023-12-19 12:41:25,943 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 19:15:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 1.5823, loss: 1.5823 2023-12-19 12:41:47,854 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 19:14:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9556, loss_cls: 1.5798, loss: 1.5798 2023-12-19 12:42:09,807 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 19:14:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9625, loss_cls: 1.5596, loss: 1.5596 2023-12-19 12:42:31,959 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 19:14:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9569, loss_cls: 1.6098, loss: 1.6098 2023-12-19 12:42:53,922 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 19:13:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 1.5562, loss: 1.5562 2023-12-19 12:43:15,957 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 19:13:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.6092, loss: 1.6092 2023-12-19 12:43:38,040 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 19:12:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.6195, loss: 1.6195 2023-12-19 12:44:00,128 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 19:12:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 1.5926, loss: 1.5926 2023-12-19 12:44:22,298 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 19:12:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 1.5702, loss: 1.5702 2023-12-19 12:44:44,649 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 19:11:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.5758, loss: 1.5758 2023-12-19 12:45:06,837 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 19:11:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 1.5904, loss: 1.5904 2023-12-19 12:45:29,042 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 19:11:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 1.5653, loss: 1.5653 2023-12-19 12:45:51,087 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 19:10:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.5823, loss: 1.5823 2023-12-19 12:46:12,817 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 19:10:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 1.5774, loss: 1.5774 2023-12-19 12:46:34,645 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 19:09:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 1.5850, loss: 1.5850 2023-12-19 12:46:56,894 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 19:09:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9594, loss_cls: 1.5923, loss: 1.5923 2023-12-19 12:47:18,973 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 19:09:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 1.6051, loss: 1.6051 2023-12-19 12:47:41,247 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 19:08:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 1.6411, loss: 1.6411 2023-12-19 12:48:03,583 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 19:08:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 1.6319, loss: 1.6319 2023-12-19 12:48:25,726 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 19:07:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 1.6204, loss: 1.6204 2023-12-19 12:48:48,632 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 19:07:33, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.6238, loss: 1.6238 2023-12-19 12:49:10,475 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 19:07:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 1.5872, loss: 1.5872 2023-12-19 12:49:31,985 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 19:06:46, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.5825, loss: 1.5825 2023-12-19 12:49:54,201 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 19:06:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.5526, loss: 1.5526 2023-12-19 12:50:16,884 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 19:06:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 1.6371, loss: 1.6371 2023-12-19 12:50:38,997 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 19:05:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9525, loss_cls: 1.6229, loss: 1.6229 2023-12-19 12:51:01,506 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 19:05:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 1.6235, loss: 1.6235 2023-12-19 12:51:23,755 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 19:04:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 1.6014, loss: 1.6014 2023-12-19 12:51:45,735 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 19:04:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 1.6934, loss: 1.6934 2023-12-19 12:52:07,893 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 19:04:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9569, loss_cls: 1.6536, loss: 1.6536 2023-12-19 12:52:30,189 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 19:03:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9600, loss_cls: 1.6364, loss: 1.6364 2023-12-19 12:52:39,739 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-19 12:55:53,987 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 12:55:54,456 - pyskl - INFO - top1_acc 0.7664 top5_acc 0.9547 2023-12-19 12:55:54,472 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7664, top5_acc: 0.9547 2023-12-19 12:56:45,379 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 19:03:31, time: 0.509, data_time: 0.291, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 1.5682, loss: 1.5682 2023-12-19 12:57:07,104 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 19:03:07, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 1.5685, loss: 1.5685 2023-12-19 12:57:28,869 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 19:02:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 1.6232, loss: 1.6232 2023-12-19 12:57:51,505 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 19:02:21, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 1.5547, loss: 1.5547 2023-12-19 12:58:13,815 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 19:01:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 1.6331, loss: 1.6331 2023-12-19 12:58:35,859 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 19:01:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 1.5805, loss: 1.5805 2023-12-19 12:58:57,903 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 19:01:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 1.6270, loss: 1.6270 2023-12-19 12:59:20,089 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 19:00:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 1.5403, loss: 1.5403 2023-12-19 12:59:43,173 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 19:00:27, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9606, loss_cls: 1.5942, loss: 1.5942 2023-12-19 13:00:05,508 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 19:00:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.5797, loss: 1.5797 2023-12-19 13:00:27,769 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 18:59:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 1.6341, loss: 1.6341 2023-12-19 13:00:50,676 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 18:59:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 1.6292, loss: 1.6292 2023-12-19 13:01:13,093 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 18:58:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.5844, loss: 1.5844 2023-12-19 13:01:35,273 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 18:58:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 1.6054, loss: 1.6054 2023-12-19 13:01:57,480 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 18:58:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.5699, loss: 1.5699 2023-12-19 13:02:19,671 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 18:57:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 1.6498, loss: 1.6498 2023-12-19 13:02:42,161 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 18:57:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 1.5375, loss: 1.5375 2023-12-19 13:03:04,393 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 18:57:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 1.6428, loss: 1.6428 2023-12-19 13:03:26,569 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 18:56:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9575, loss_cls: 1.6064, loss: 1.6064 2023-12-19 13:03:48,613 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 18:56:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.5490, loss: 1.5490 2023-12-19 13:04:10,508 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 18:55:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 1.6364, loss: 1.6364 2023-12-19 13:04:32,763 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 18:55:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 1.6257, loss: 1.6257 2023-12-19 13:04:54,804 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 18:55:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 1.6089, loss: 1.6089 2023-12-19 13:05:16,837 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 18:54:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 1.5428, loss: 1.5428 2023-12-19 13:05:38,715 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 18:54:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 1.6083, loss: 1.6083 2023-12-19 13:06:01,202 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 18:53:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 1.6073, loss: 1.6073 2023-12-19 13:06:23,519 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 18:53:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9550, loss_cls: 1.5996, loss: 1.5996 2023-12-19 13:06:46,151 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 18:53:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6159, loss: 1.6159 2023-12-19 13:07:08,869 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 18:52:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 1.5909, loss: 1.5909 2023-12-19 13:07:31,481 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 18:52:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9606, loss_cls: 1.6111, loss: 1.6111 2023-12-19 13:07:53,137 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 18:52:01, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 1.5906, loss: 1.5906 2023-12-19 13:08:15,590 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 18:51:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 1.6428, loss: 1.6428 2023-12-19 13:08:37,896 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 18:51:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 1.5874, loss: 1.5874 2023-12-19 13:08:59,677 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 18:50:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 1.6427, loss: 1.6427 2023-12-19 13:09:21,213 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 18:50:28, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.5953, loss: 1.5953 2023-12-19 13:09:42,844 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 18:50:04, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9575, loss_cls: 1.5574, loss: 1.5574 2023-12-19 13:10:05,208 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 18:49:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 1.5833, loss: 1.5833 2023-12-19 13:10:27,214 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 18:49:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 1.5306, loss: 1.5306 2023-12-19 13:10:49,293 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 18:48:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.5688, loss: 1.5688 2023-12-19 13:10:59,221 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-19 13:14:16,695 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 13:14:17,354 - pyskl - INFO - top1_acc 0.7624 top5_acc 0.9512 2023-12-19 13:14:17,374 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7624, top5_acc: 0.9512 2023-12-19 13:15:06,115 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 18:48:41, time: 0.487, data_time: 0.267, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9631, loss_cls: 1.5670, loss: 1.5670 2023-12-19 13:15:28,099 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 18:48:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 1.5174, loss: 1.5174 2023-12-19 13:15:49,997 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 18:47:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 1.6205, loss: 1.6205 2023-12-19 13:16:11,801 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 18:47:31, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 1.5312, loss: 1.5312 2023-12-19 13:16:33,717 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 18:47:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 1.5945, loss: 1.5945 2023-12-19 13:16:55,597 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 18:46:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 1.6223, loss: 1.6223 2023-12-19 13:17:18,262 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 18:46:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 1.5346, loss: 1.5346 2023-12-19 13:17:41,172 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 18:45:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 1.5616, loss: 1.5616 2023-12-19 13:18:02,626 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 18:45:35, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 1.5583, loss: 1.5583 2023-12-19 13:18:24,983 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 18:45:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.5850, loss: 1.5850 2023-12-19 13:18:46,819 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 18:44:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 1.6161, loss: 1.6161 2023-12-19 13:19:08,816 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 18:44:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9563, loss_cls: 1.6357, loss: 1.6357 2023-12-19 13:19:31,015 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 18:44:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 1.5651, loss: 1.5651 2023-12-19 13:19:53,445 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 18:43:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 1.5595, loss: 1.5595 2023-12-19 13:20:14,830 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 18:43:16, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.5517, loss: 1.5517 2023-12-19 13:20:36,459 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 18:42:52, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 1.6006, loss: 1.6006 2023-12-19 13:20:59,083 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 18:42:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 1.5606, loss: 1.5606 2023-12-19 13:21:21,257 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 18:42:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9575, loss_cls: 1.5805, loss: 1.5805 2023-12-19 13:21:43,675 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 18:41:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.5374, loss: 1.5374 2023-12-19 13:22:05,983 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 18:41:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9569, loss_cls: 1.5590, loss: 1.5590 2023-12-19 13:22:28,405 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 18:40:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 1.6289, loss: 1.6289 2023-12-19 13:22:50,808 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 18:40:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.5814, loss: 1.5814 2023-12-19 13:23:12,703 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 18:40:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 1.6237, loss: 1.6237 2023-12-19 13:23:34,997 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 18:39:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 1.5895, loss: 1.5895 2023-12-19 13:23:57,405 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 18:39:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9600, loss_cls: 1.5943, loss: 1.5943 2023-12-19 13:24:19,180 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 18:39:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.5621, loss: 1.5621 2023-12-19 13:24:41,689 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 18:38:40, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.5471, loss: 1.5471 2023-12-19 13:25:03,873 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 18:38:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 1.5460, loss: 1.5460 2023-12-19 13:25:26,041 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 18:37:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.6318, loss: 1.6318 2023-12-19 13:25:48,185 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 18:37:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.5757, loss: 1.5757 2023-12-19 13:26:10,175 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 18:37:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9606, loss_cls: 1.5782, loss: 1.5782 2023-12-19 13:26:31,985 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 18:36:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 1.6622, loss: 1.6622 2023-12-19 13:26:54,138 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 18:36:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9587, loss_cls: 1.5922, loss: 1.5922 2023-12-19 13:27:16,446 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 18:35:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9581, loss_cls: 1.6068, loss: 1.6068 2023-12-19 13:27:38,079 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 18:35:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 1.6008, loss: 1.6008 2023-12-19 13:27:59,756 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 18:35:11, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.5895, loss: 1.5895 2023-12-19 13:28:21,990 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 18:34:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 1.6088, loss: 1.6088 2023-12-19 13:28:43,392 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 18:34:24, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 1.5966, loss: 1.5966 2023-12-19 13:29:05,032 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 18:34:00, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 1.6195, loss: 1.6195 2023-12-19 13:29:14,641 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-19 13:32:27,871 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 13:32:28,333 - pyskl - INFO - top1_acc 0.7652 top5_acc 0.9558 2023-12-19 13:32:28,348 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7652, top5_acc: 0.9558 2023-12-19 13:33:18,286 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 18:33:47, time: 0.499, data_time: 0.283, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 1.5219, loss: 1.5219 2023-12-19 13:33:40,242 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 18:33:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.5675, loss: 1.5675 2023-12-19 13:34:02,352 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 18:33:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 1.5461, loss: 1.5461 2023-12-19 13:34:24,565 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 18:32:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6171, loss: 1.6171 2023-12-19 13:34:46,623 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 18:32:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 1.5562, loss: 1.5562 2023-12-19 13:35:08,949 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 18:31:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 1.5450, loss: 1.5450 2023-12-19 13:35:31,172 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 18:31:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9644, loss_cls: 1.5279, loss: 1.5279 2023-12-19 13:35:53,760 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 18:31:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 1.5434, loss: 1.5434 2023-12-19 13:36:15,911 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 18:30:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9581, loss_cls: 1.6277, loss: 1.6277 2023-12-19 13:36:37,715 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 18:30:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 1.6070, loss: 1.6070 2023-12-19 13:37:00,160 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 18:29:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 1.5723, loss: 1.5723 2023-12-19 13:37:22,683 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 18:29:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9606, loss_cls: 1.5720, loss: 1.5720 2023-12-19 13:37:45,167 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 18:29:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 1.5882, loss: 1.5882 2023-12-19 13:38:07,174 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 18:28:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 1.5953, loss: 1.5953 2023-12-19 13:38:29,255 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 18:28:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 1.5841, loss: 1.5841 2023-12-19 13:38:51,255 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 18:28:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 1.5904, loss: 1.5904 2023-12-19 13:39:13,734 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 18:27:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 1.5306, loss: 1.5306 2023-12-19 13:39:36,259 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 18:27:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 1.5511, loss: 1.5511 2023-12-19 13:39:58,599 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 18:26:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9575, loss_cls: 1.5822, loss: 1.5822 2023-12-19 13:40:20,991 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 18:26:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.5991, loss: 1.5991 2023-12-19 13:40:43,261 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 18:26:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 1.5899, loss: 1.5899 2023-12-19 13:41:05,621 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 18:25:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 1.5749, loss: 1.5749 2023-12-19 13:41:28,011 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 18:25:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 1.5928, loss: 1.5928 2023-12-19 13:41:50,297 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 18:24:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 1.5412, loss: 1.5412 2023-12-19 13:42:12,804 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 18:24:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 1.5878, loss: 1.5878 2023-12-19 13:42:35,132 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 18:24:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 1.5593, loss: 1.5593 2023-12-19 13:42:56,803 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 18:23:49, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.6335, loss: 1.6335 2023-12-19 13:43:18,266 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 18:23:26, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.5665, loss: 1.5665 2023-12-19 13:43:39,871 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 18:23:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9569, loss_cls: 1.5916, loss: 1.5916 2023-12-19 13:44:02,024 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 18:22:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9569, loss_cls: 1.5820, loss: 1.5820 2023-12-19 13:44:23,997 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 18:22:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 1.5739, loss: 1.5739 2023-12-19 13:44:46,059 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 18:21:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.5986, loss: 1.5986 2023-12-19 13:45:08,233 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 18:21:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.5644, loss: 1.5644 2023-12-19 13:45:30,609 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 18:21:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9581, loss_cls: 1.5925, loss: 1.5925 2023-12-19 13:45:53,662 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 18:20:44, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 1.5823, loss: 1.5823 2023-12-19 13:46:16,599 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 18:20:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 1.5841, loss: 1.5841 2023-12-19 13:46:38,624 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 18:19:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 1.6243, loss: 1.6243 2023-12-19 13:47:01,447 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 18:19:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 1.5363, loss: 1.5363 2023-12-19 13:47:25,686 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 18:19:15, time: 0.242, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9525, loss_cls: 1.5960, loss: 1.5960 2023-12-19 13:47:35,942 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-19 13:50:53,428 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 13:50:53,887 - pyskl - INFO - top1_acc 0.7448 top5_acc 0.9463 2023-12-19 13:50:53,903 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7448, top5_acc: 0.9463 2023-12-19 13:51:44,829 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 18:19:02, time: 0.509, data_time: 0.287, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 1.6135, loss: 1.6135 2023-12-19 13:52:06,860 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 18:18:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 1.5308, loss: 1.5308 2023-12-19 13:52:29,189 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 18:18:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 1.5391, loss: 1.5391 2023-12-19 13:52:51,909 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 18:17:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 1.5453, loss: 1.5453 2023-12-19 13:53:14,928 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 18:17:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9637, loss_cls: 1.5280, loss: 1.5280 2023-12-19 13:53:37,295 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 18:17:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 1.5248, loss: 1.5248 2023-12-19 13:53:59,343 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 18:16:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9619, loss_cls: 1.5466, loss: 1.5466 2023-12-19 13:54:20,904 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 18:16:22, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 1.5312, loss: 1.5312 2023-12-19 13:54:42,544 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 18:15:58, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 1.5949, loss: 1.5949 2023-12-19 13:55:04,457 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 18:15:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 1.6227, loss: 1.6227 2023-12-19 13:55:25,862 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 18:15:11, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 1.6044, loss: 1.6044 2023-12-19 13:55:48,033 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 18:14:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 1.5183, loss: 1.5183 2023-12-19 13:56:10,040 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 18:14:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 1.5847, loss: 1.5847 2023-12-19 13:56:31,497 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 18:14:01, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.6062, loss: 1.6062 2023-12-19 13:56:53,939 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 18:13:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 1.5657, loss: 1.5657 2023-12-19 13:57:16,429 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 18:13:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 1.5980, loss: 1.5980 2023-12-19 13:57:38,647 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 18:12:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 1.5452, loss: 1.5452 2023-12-19 13:58:00,892 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 18:12:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.5357, loss: 1.5357 2023-12-19 13:58:23,248 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 18:12:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 1.5432, loss: 1.5432 2023-12-19 13:58:45,493 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 18:11:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.5651, loss: 1.5651 2023-12-19 13:59:07,807 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 18:11:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9581, loss_cls: 1.5636, loss: 1.5636 2023-12-19 13:59:30,118 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 18:10:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 1.6357, loss: 1.6357 2023-12-19 13:59:52,301 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 18:10:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 1.6320, loss: 1.6320 2023-12-19 14:00:14,396 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 18:10:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9587, loss_cls: 1.6156, loss: 1.6156 2023-12-19 14:00:37,055 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 18:09:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 1.5653, loss: 1.5653 2023-12-19 14:00:59,302 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 18:09:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9575, loss_cls: 1.5874, loss: 1.5874 2023-12-19 14:01:21,724 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 18:09:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.5534, loss: 1.5534 2023-12-19 14:01:44,264 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 18:08:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 1.5628, loss: 1.5628 2023-12-19 14:02:06,035 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 18:08:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9644, loss_cls: 1.5670, loss: 1.5670 2023-12-19 14:02:28,961 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 18:07:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.5556, loss: 1.5556 2023-12-19 14:02:51,158 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 18:07:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 1.5942, loss: 1.5942 2023-12-19 14:03:13,293 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 18:07:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 1.5577, loss: 1.5577 2023-12-19 14:03:36,243 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 18:06:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 1.5740, loss: 1.5740 2023-12-19 14:03:59,048 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 18:06:24, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 1.6246, loss: 1.6246 2023-12-19 14:04:22,253 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 18:06:02, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 1.5809, loss: 1.5809 2023-12-19 14:04:43,974 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 18:05:38, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9544, loss_cls: 1.6415, loss: 1.6415 2023-12-19 14:05:06,049 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 18:05:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 1.5809, loss: 1.5809 2023-12-19 14:05:27,605 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 18:04:52, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 1.5268, loss: 1.5268 2023-12-19 14:05:50,240 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 18:04:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.6076, loss: 1.6076 2023-12-19 14:06:00,600 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-19 14:09:15,060 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 14:09:15,543 - pyskl - INFO - top1_acc 0.7557 top5_acc 0.9527 2023-12-19 14:09:15,560 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7557, top5_acc: 0.9527 2023-12-19 14:10:06,515 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 18:04:16, time: 0.509, data_time: 0.289, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 1.5692, loss: 1.5692 2023-12-19 14:10:28,504 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 18:03:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.5433, loss: 1.5433 2023-12-19 14:10:50,659 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 18:03:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9631, loss_cls: 1.5136, loss: 1.5136 2023-12-19 14:11:13,191 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 18:03:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 1.5504, loss: 1.5504 2023-12-19 14:11:35,415 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 18:02:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9550, loss_cls: 1.5949, loss: 1.5949 2023-12-19 14:11:57,348 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 18:02:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.5403, loss: 1.5403 2023-12-19 14:12:20,119 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 18:01:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9606, loss_cls: 1.5652, loss: 1.5652 2023-12-19 14:12:42,584 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 18:01:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 1.5185, loss: 1.5185 2023-12-19 14:13:05,109 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 18:01:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 1.5591, loss: 1.5591 2023-12-19 14:13:27,305 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 18:00:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 1.5678, loss: 1.5678 2023-12-19 14:13:49,423 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 18:00:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 1.6151, loss: 1.6151 2023-12-19 14:14:11,667 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 18:00:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.5706, loss: 1.5706 2023-12-19 14:14:33,614 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 17:59:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 1.5862, loss: 1.5862 2023-12-19 14:14:56,243 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 17:59:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 1.5961, loss: 1.5961 2023-12-19 14:15:18,707 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 17:58:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 1.5431, loss: 1.5431 2023-12-19 14:15:41,236 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 17:58:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9525, loss_cls: 1.6345, loss: 1.6345 2023-12-19 14:16:03,529 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 17:58:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 1.5458, loss: 1.5458 2023-12-19 14:16:25,425 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 17:57:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9631, loss_cls: 1.5635, loss: 1.5635 2023-12-19 14:16:47,281 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 17:57:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.5621, loss: 1.5621 2023-12-19 14:17:09,300 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 17:56:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.5834, loss: 1.5834 2023-12-19 14:17:31,138 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 17:56:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 1.5975, loss: 1.5975 2023-12-19 14:17:53,562 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 17:56:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9581, loss_cls: 1.5680, loss: 1.5680 2023-12-19 14:18:15,782 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 17:55:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 1.5959, loss: 1.5959 2023-12-19 14:18:37,973 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 17:55:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.5703, loss: 1.5703 2023-12-19 14:19:00,065 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 17:55:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.5360, loss: 1.5360 2023-12-19 14:19:22,991 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 17:54:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9600, loss_cls: 1.5756, loss: 1.5756 2023-12-19 14:19:45,273 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 17:54:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.5842, loss: 1.5842 2023-12-19 14:20:07,400 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 17:53:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 1.5421, loss: 1.5421 2023-12-19 14:20:29,598 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 17:53:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 1.5385, loss: 1.5385 2023-12-19 14:20:51,477 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 17:53:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 1.5272, loss: 1.5272 2023-12-19 14:21:13,584 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 17:52:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 1.5745, loss: 1.5745 2023-12-19 14:21:36,097 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 17:52:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 1.5559, loss: 1.5559 2023-12-19 14:21:58,881 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 17:52:01, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.5879, loss: 1.5879 2023-12-19 14:22:20,428 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 17:51:37, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 1.5748, loss: 1.5748 2023-12-19 14:22:42,432 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 17:51:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 1.5402, loss: 1.5402 2023-12-19 14:23:03,956 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 17:50:50, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.5618, loss: 1.5618 2023-12-19 14:23:25,590 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 17:50:27, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 1.5536, loss: 1.5536 2023-12-19 14:23:47,889 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 17:50:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.5624, loss: 1.5624 2023-12-19 14:24:10,010 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 17:49:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 1.5214, loss: 1.5214 2023-12-19 14:24:19,853 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-19 14:27:33,777 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 14:27:34,247 - pyskl - INFO - top1_acc 0.7675 top5_acc 0.9560 2023-12-19 14:27:34,263 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7675, top5_acc: 0.9560 2023-12-19 14:28:24,583 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 17:49:26, time: 0.503, data_time: 0.282, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.5701, loss: 1.5701 2023-12-19 14:28:46,170 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 17:49:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 1.5326, loss: 1.5326 2023-12-19 14:29:08,138 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 17:48:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 1.5617, loss: 1.5617 2023-12-19 14:29:30,097 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 17:48:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 1.5380, loss: 1.5380 2023-12-19 14:29:52,565 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 17:47:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 1.6007, loss: 1.6007 2023-12-19 14:30:14,480 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 17:47:30, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.5209, loss: 1.5209 2023-12-19 14:30:36,424 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 17:47:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 1.5483, loss: 1.5483 2023-12-19 14:30:58,350 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 17:46:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 1.5564, loss: 1.5564 2023-12-19 14:31:20,657 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 17:46:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 1.5269, loss: 1.5269 2023-12-19 14:31:42,961 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 17:45:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 1.5675, loss: 1.5675 2023-12-19 14:32:05,250 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 17:45:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.5555, loss: 1.5555 2023-12-19 14:32:27,841 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 17:45:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 1.5367, loss: 1.5367 2023-12-19 14:32:49,856 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 17:44:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 1.5312, loss: 1.5312 2023-12-19 14:33:12,457 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 17:44:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 1.5606, loss: 1.5606 2023-12-19 14:33:34,927 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 17:44:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9594, loss_cls: 1.5954, loss: 1.5954 2023-12-19 14:33:57,553 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 17:43:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9525, loss_cls: 1.6271, loss: 1.6271 2023-12-19 14:34:19,992 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 17:43:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9581, loss_cls: 1.5605, loss: 1.5605 2023-12-19 14:34:42,316 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 17:42:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.5151, loss: 1.5151 2023-12-19 14:35:04,528 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 17:42:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 1.5259, loss: 1.5259 2023-12-19 14:35:26,550 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 17:42:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9656, loss_cls: 1.4993, loss: 1.4993 2023-12-19 14:35:48,778 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 17:41:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 1.6148, loss: 1.6148 2023-12-19 14:36:11,166 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 17:41:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 1.5334, loss: 1.5334 2023-12-19 14:36:33,193 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 17:41:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9656, loss_cls: 1.5563, loss: 1.5563 2023-12-19 14:36:54,950 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 17:40:37, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 1.5211, loss: 1.5211 2023-12-19 14:37:17,145 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 17:40:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9650, loss_cls: 1.5548, loss: 1.5548 2023-12-19 14:37:39,145 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 17:39:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 1.5677, loss: 1.5677 2023-12-19 14:38:01,864 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 17:39:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 1.5104, loss: 1.5104 2023-12-19 14:38:24,241 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 17:39:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.5638, loss: 1.5638 2023-12-19 14:38:46,105 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 17:38:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 1.5551, loss: 1.5551 2023-12-19 14:39:07,980 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 17:38:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 1.5247, loss: 1.5247 2023-12-19 14:39:30,074 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 17:37:55, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.5519, loss: 1.5519 2023-12-19 14:39:52,169 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 17:37:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9637, loss_cls: 1.5344, loss: 1.5344 2023-12-19 14:40:14,117 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 17:37:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 1.5267, loss: 1.5267 2023-12-19 14:40:36,538 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 17:36:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 1.5457, loss: 1.5457 2023-12-19 14:40:58,828 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 17:36:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 1.5950, loss: 1.5950 2023-12-19 14:41:21,178 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 17:36:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.5505, loss: 1.5505 2023-12-19 14:41:43,272 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 17:35:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 1.5725, loss: 1.5725 2023-12-19 14:42:05,393 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 17:35:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 1.5793, loss: 1.5793 2023-12-19 14:42:27,030 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 17:34:51, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 1.6062, loss: 1.6062 2023-12-19 14:42:36,549 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-19 14:45:50,545 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 14:45:51,210 - pyskl - INFO - top1_acc 0.7816 top5_acc 0.9621 2023-12-19 14:45:51,216 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_63.pth was removed 2023-12-19 14:45:51,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2023-12-19 14:45:51,441 - pyskl - INFO - Best top1_acc is 0.7816 at 79 epoch. 2023-12-19 14:45:51,458 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7816, top5_acc: 0.9621 2023-12-19 14:46:42,221 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 17:34:36, time: 0.508, data_time: 0.287, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 1.5051, loss: 1.5051 2023-12-19 14:47:04,366 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 17:34:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 1.5011, loss: 1.5011 2023-12-19 14:47:26,488 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 17:33:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 1.5153, loss: 1.5153 2023-12-19 14:47:48,859 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 17:33:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.5570, loss: 1.5570 2023-12-19 14:48:11,192 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 17:33:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 1.5456, loss: 1.5456 2023-12-19 14:48:34,133 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 17:32:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.5258, loss: 1.5258 2023-12-19 14:48:56,774 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 17:32:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9631, loss_cls: 1.5478, loss: 1.5478 2023-12-19 14:49:19,132 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 17:31:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.6131, loss: 1.6131 2023-12-19 14:49:41,228 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 17:31:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 1.4965, loss: 1.4965 2023-12-19 14:50:03,664 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 17:31:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9644, loss_cls: 1.5552, loss: 1.5552 2023-12-19 14:50:25,990 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 17:30:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.5764, loss: 1.5764 2023-12-19 14:50:48,505 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 17:30:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 1.5762, loss: 1.5762 2023-12-19 14:51:11,386 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 17:30:03, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9644, loss_cls: 1.5449, loss: 1.5449 2023-12-19 14:51:33,722 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 17:29:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9606, loss_cls: 1.5866, loss: 1.5866 2023-12-19 14:51:55,873 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 17:29:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 1.5596, loss: 1.5596 2023-12-19 14:52:18,287 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 17:28:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 1.5454, loss: 1.5454 2023-12-19 14:52:40,723 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 17:28:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 1.5706, loss: 1.5706 2023-12-19 14:53:03,222 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 17:28:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 1.5344, loss: 1.5344 2023-12-19 14:53:25,378 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 17:27:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 1.5821, loss: 1.5821 2023-12-19 14:53:47,563 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 17:27:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 1.5460, loss: 1.5460 2023-12-19 14:54:09,779 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 17:26:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 1.5803, loss: 1.5803 2023-12-19 14:54:32,059 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 17:26:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 1.5599, loss: 1.5599 2023-12-19 14:54:54,347 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 17:26:13, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 1.5268, loss: 1.5268 2023-12-19 14:55:17,550 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 17:25:51, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 1.5423, loss: 1.5423 2023-12-19 14:55:39,815 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 17:25:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 1.5702, loss: 1.5702 2023-12-19 14:56:02,682 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 17:25:06, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 1.5903, loss: 1.5903 2023-12-19 14:56:24,768 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 17:24:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 1.5309, loss: 1.5309 2023-12-19 14:56:46,785 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 17:24:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 1.5092, loss: 1.5092 2023-12-19 14:57:08,617 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 17:23:56, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 1.5526, loss: 1.5526 2023-12-19 14:57:30,120 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 17:23:33, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 1.5735, loss: 1.5735 2023-12-19 14:57:51,969 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 17:23:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.6304, loss: 1.6304 2023-12-19 14:58:14,385 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 17:22:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 1.5678, loss: 1.5678 2023-12-19 14:58:36,733 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 17:22:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 1.5304, loss: 1.5304 2023-12-19 14:58:58,901 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 17:22:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.5897, loss: 1.5897 2023-12-19 14:59:21,120 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 17:21:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.5817, loss: 1.5817 2023-12-19 14:59:42,918 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 17:21:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 1.5239, loss: 1.5239 2023-12-19 15:00:05,086 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 17:20:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 1.5597, loss: 1.5597 2023-12-19 15:00:27,317 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 17:20:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 1.5663, loss: 1.5663 2023-12-19 15:00:49,671 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 17:20:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 1.5682, loss: 1.5682 2023-12-19 15:00:59,415 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-19 15:04:14,785 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:04:15,247 - pyskl - INFO - top1_acc 0.7778 top5_acc 0.9555 2023-12-19 15:04:15,262 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7778, top5_acc: 0.9555 2023-12-19 15:05:03,012 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 17:19:48, time: 0.477, data_time: 0.258, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.5357, loss: 1.5357 2023-12-19 15:05:25,104 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 17:19:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 1.4859, loss: 1.4859 2023-12-19 15:05:47,183 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 17:19:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 1.5143, loss: 1.5143 2023-12-19 15:06:09,172 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 17:18:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.5658, loss: 1.5658 2023-12-19 15:06:30,824 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 17:18:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 1.5229, loss: 1.5229 2023-12-19 15:06:53,481 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 17:17:52, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 1.5451, loss: 1.5451 2023-12-19 15:07:15,225 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 17:17:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 1.4865, loss: 1.4865 2023-12-19 15:07:37,410 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 17:17:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9600, loss_cls: 1.5226, loss: 1.5226 2023-12-19 15:08:00,237 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 17:16:44, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 1.5411, loss: 1.5411 2023-12-19 15:08:23,112 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 17:16:21, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 1.5258, loss: 1.5258 2023-12-19 15:08:44,824 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 17:15:58, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 1.5570, loss: 1.5570 2023-12-19 15:09:06,985 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 17:15:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.5505, loss: 1.5505 2023-12-19 15:09:29,311 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 17:15:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 1.5008, loss: 1.5008 2023-12-19 15:09:51,752 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 17:14:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 1.5131, loss: 1.5131 2023-12-19 15:10:13,893 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 17:14:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 1.5617, loss: 1.5617 2023-12-19 15:10:36,195 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 17:14:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 1.5555, loss: 1.5555 2023-12-19 15:10:58,128 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 17:13:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 1.4994, loss: 1.4994 2023-12-19 15:11:20,428 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 17:13:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 1.5649, loss: 1.5649 2023-12-19 15:11:42,678 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 17:12:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.5296, loss: 1.5296 2023-12-19 15:12:05,141 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 17:12:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 1.5717, loss: 1.5717 2023-12-19 15:12:27,398 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 17:12:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 1.5849, loss: 1.5849 2023-12-19 15:12:49,083 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 17:11:45, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 1.5316, loss: 1.5316 2023-12-19 15:13:10,785 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 17:11:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9563, loss_cls: 1.5850, loss: 1.5850 2023-12-19 15:13:33,188 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 17:10:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 1.5770, loss: 1.5770 2023-12-19 15:13:54,632 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 17:10:35, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 1.5327, loss: 1.5327 2023-12-19 15:14:16,703 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 17:10:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9587, loss_cls: 1.5892, loss: 1.5892 2023-12-19 15:14:38,941 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 17:09:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.6058, loss: 1.6058 2023-12-19 15:15:01,105 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 17:09:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.5654, loss: 1.5654 2023-12-19 15:15:23,122 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 17:09:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9631, loss_cls: 1.5554, loss: 1.5554 2023-12-19 15:15:45,992 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 17:08:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.5461, loss: 1.5461 2023-12-19 15:16:08,589 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 17:08:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 1.5264, loss: 1.5264 2023-12-19 15:16:30,761 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 17:07:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.5544, loss: 1.5544 2023-12-19 15:16:53,016 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 17:07:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 1.5712, loss: 1.5712 2023-12-19 15:17:15,387 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 17:07:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9613, loss_cls: 1.5734, loss: 1.5734 2023-12-19 15:17:37,093 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 17:06:45, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 1.5422, loss: 1.5422 2023-12-19 15:17:59,005 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 17:06:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 1.4963, loss: 1.4963 2023-12-19 15:18:21,836 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 17:06:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9694, loss_cls: 1.5194, loss: 1.5194 2023-12-19 15:18:44,626 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 17:05:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9688, loss_cls: 1.4985, loss: 1.4985 2023-12-19 15:19:06,833 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 17:05:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9613, loss_cls: 1.5703, loss: 1.5703 2023-12-19 15:19:16,286 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-19 15:22:31,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:22:32,319 - pyskl - INFO - top1_acc 0.7647 top5_acc 0.9519 2023-12-19 15:22:32,335 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7647, top5_acc: 0.9519 2023-12-19 15:23:24,675 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 17:05:00, time: 0.523, data_time: 0.306, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 1.5105, loss: 1.5105 2023-12-19 15:23:46,300 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 17:04:37, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 1.5034, loss: 1.5034 2023-12-19 15:24:08,004 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 17:04:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9637, loss_cls: 1.5086, loss: 1.5086 2023-12-19 15:24:29,936 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 17:03:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 1.4879, loss: 1.4879 2023-12-19 15:24:52,002 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 17:03:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 1.5661, loss: 1.5661 2023-12-19 15:25:14,425 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 17:03:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.5362, loss: 1.5362 2023-12-19 15:25:36,236 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 17:02:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 1.4915, loss: 1.4915 2023-12-19 15:25:58,422 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 17:02:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.5528, loss: 1.5528 2023-12-19 15:26:20,102 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 17:01:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.5052, loss: 1.5052 2023-12-19 15:26:41,548 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 17:01:31, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 1.5020, loss: 1.5020 2023-12-19 15:27:03,792 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 17:01:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.4845, loss: 1.4845 2023-12-19 15:27:26,179 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 17:00:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 1.5156, loss: 1.5156 2023-12-19 15:27:48,034 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 17:00:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 1.5327, loss: 1.5327 2023-12-19 15:28:10,073 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 16:59:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 1.5656, loss: 1.5656 2023-12-19 15:28:32,358 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 16:59:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 1.5236, loss: 1.5236 2023-12-19 15:28:54,331 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 16:59:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 1.4956, loss: 1.4956 2023-12-19 15:29:16,459 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 16:58:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 1.5286, loss: 1.5286 2023-12-19 15:29:38,811 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 16:58:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 1.5156, loss: 1.5156 2023-12-19 15:30:01,000 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 16:58:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.5119, loss: 1.5119 2023-12-19 15:30:23,405 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 16:57:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9712, loss_cls: 1.4726, loss: 1.4726 2023-12-19 15:30:45,524 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 16:57:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.4889, loss: 1.4889 2023-12-19 15:31:07,104 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 16:56:54, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 1.4732, loss: 1.4732 2023-12-19 15:31:29,344 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 16:56:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 1.5516, loss: 1.5516 2023-12-19 15:31:51,424 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 16:56:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 1.5936, loss: 1.5936 2023-12-19 15:32:13,456 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 16:55:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.5124, loss: 1.5124 2023-12-19 15:32:35,740 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 16:55:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 1.5099, loss: 1.5099 2023-12-19 15:32:57,804 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 16:54:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 1.5246, loss: 1.5246 2023-12-19 15:33:19,661 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 16:54:36, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 1.5447, loss: 1.5447 2023-12-19 15:33:40,946 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 16:54:12, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 1.5762, loss: 1.5762 2023-12-19 15:34:03,105 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 16:53:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 1.5668, loss: 1.5668 2023-12-19 15:34:24,986 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 16:53:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9625, loss_cls: 1.5355, loss: 1.5355 2023-12-19 15:34:47,184 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 16:53:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 1.5582, loss: 1.5582 2023-12-19 15:35:09,162 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 16:52:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 1.5500, loss: 1.5500 2023-12-19 15:35:31,312 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 16:52:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 1.5197, loss: 1.5197 2023-12-19 15:35:52,951 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 16:51:53, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 1.4935, loss: 1.4935 2023-12-19 15:36:14,629 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 16:51:30, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 1.5109, loss: 1.5109 2023-12-19 15:36:36,644 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 16:51:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9594, loss_cls: 1.5637, loss: 1.5637 2023-12-19 15:36:58,891 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 16:50:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9619, loss_cls: 1.5600, loss: 1.5600 2023-12-19 15:37:20,925 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 16:50:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9587, loss_cls: 1.5839, loss: 1.5839 2023-12-19 15:37:30,125 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-19 15:40:43,808 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:40:44,277 - pyskl - INFO - top1_acc 0.7741 top5_acc 0.9556 2023-12-19 15:40:44,293 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7741, top5_acc: 0.9556 2023-12-19 15:41:34,666 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 16:50:04, time: 0.504, data_time: 0.284, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 1.4838, loss: 1.4838 2023-12-19 15:41:56,598 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 16:49:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 1.4670, loss: 1.4670 2023-12-19 15:42:18,389 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 16:49:18, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.5323, loss: 1.5323 2023-12-19 15:42:40,728 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 16:48:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 1.4972, loss: 1.4972 2023-12-19 15:43:02,960 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 16:48:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 1.5162, loss: 1.5162 2023-12-19 15:43:25,216 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 16:48:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 1.5526, loss: 1.5526 2023-12-19 15:43:47,396 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 16:47:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 1.5201, loss: 1.5201 2023-12-19 15:44:09,364 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 16:47:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 1.5105, loss: 1.5105 2023-12-19 15:44:31,663 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 16:47:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9688, loss_cls: 1.5013, loss: 1.5013 2023-12-19 15:44:52,972 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 16:46:36, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 1.4843, loss: 1.4843 2023-12-19 15:45:15,832 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 16:46:14, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 1.4656, loss: 1.4656 2023-12-19 15:45:38,241 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 16:45:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 1.5600, loss: 1.5600 2023-12-19 15:46:00,550 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 16:45:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9681, loss_cls: 1.5015, loss: 1.5015 2023-12-19 15:46:22,672 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 16:45:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 1.5608, loss: 1.5608 2023-12-19 15:46:44,705 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 16:44:42, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 1.5465, loss: 1.5465 2023-12-19 15:47:06,445 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 16:44:19, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9606, loss_cls: 1.5946, loss: 1.5946 2023-12-19 15:47:28,508 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 16:43:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 1.5138, loss: 1.5138 2023-12-19 15:47:50,709 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 16:43:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 1.5454, loss: 1.5454 2023-12-19 15:48:12,673 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 16:43:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 1.5545, loss: 1.5545 2023-12-19 15:48:35,100 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 16:42:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 1.5362, loss: 1.5362 2023-12-19 15:48:57,466 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 16:42:24, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9613, loss_cls: 1.5119, loss: 1.5119 2023-12-19 15:49:19,967 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 16:42:01, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 1.5187, loss: 1.5187 2023-12-19 15:49:42,584 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 16:41:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.5156, loss: 1.5156 2023-12-19 15:50:05,721 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 16:41:16, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 1.4965, loss: 1.4965 2023-12-19 15:50:27,777 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 16:40:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9625, loss_cls: 1.5344, loss: 1.5344 2023-12-19 15:50:50,213 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 16:40:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 1.5105, loss: 1.5105 2023-12-19 15:51:12,415 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 16:40:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 1.5248, loss: 1.5248 2023-12-19 15:51:34,640 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 16:39:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 1.4715, loss: 1.4715 2023-12-19 15:51:56,107 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 16:39:21, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 1.5434, loss: 1.5434 2023-12-19 15:52:17,999 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 16:38:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 1.4976, loss: 1.4976 2023-12-19 15:52:39,395 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 16:38:34, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.5295, loss: 1.5295 2023-12-19 15:53:01,462 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 16:38:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 1.5345, loss: 1.5345 2023-12-19 15:53:23,374 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 16:37:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 1.5405, loss: 1.5405 2023-12-19 15:53:45,653 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 16:37:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 1.4939, loss: 1.4939 2023-12-19 15:54:07,539 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 16:37:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.4899, loss: 1.4899 2023-12-19 15:54:29,555 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 16:36:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.5768, loss: 1.5768 2023-12-19 15:54:51,024 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 16:36:15, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 1.5488, loss: 1.5488 2023-12-19 15:55:13,126 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 16:35:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 1.5440, loss: 1.5440 2023-12-19 15:55:35,668 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 16:35:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 1.5838, loss: 1.5838 2023-12-19 15:55:45,376 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-19 15:59:01,867 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:59:02,332 - pyskl - INFO - top1_acc 0.7063 top5_acc 0.9256 2023-12-19 15:59:02,348 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7063, top5_acc: 0.9256 2023-12-19 15:59:53,628 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 16:35:13, time: 0.513, data_time: 0.293, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 1.4954, loss: 1.4954 2023-12-19 16:00:15,580 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 16:34:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 1.4740, loss: 1.4740 2023-12-19 16:00:37,734 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 16:34:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 1.4936, loss: 1.4936 2023-12-19 16:00:59,963 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 16:34:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 1.5068, loss: 1.5068 2023-12-19 16:01:22,371 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 16:33:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9644, loss_cls: 1.5490, loss: 1.5490 2023-12-19 16:01:44,366 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 16:33:18, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 1.5123, loss: 1.5123 2023-12-19 16:02:06,808 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 16:32:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 1.5254, loss: 1.5254 2023-12-19 16:02:28,702 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 16:32:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 1.4882, loss: 1.4882 2023-12-19 16:02:50,635 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 16:32:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 1.4859, loss: 1.4859 2023-12-19 16:03:13,764 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 16:31:47, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 1.4992, loss: 1.4992 2023-12-19 16:03:35,588 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 16:31:24, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 1.4501, loss: 1.4501 2023-12-19 16:03:57,705 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 16:31:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9631, loss_cls: 1.5013, loss: 1.5013 2023-12-19 16:04:20,077 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 16:30:38, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 1.5065, loss: 1.5065 2023-12-19 16:04:42,722 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 16:30:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 1.4810, loss: 1.4810 2023-12-19 16:05:05,331 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 16:29:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 1.5038, loss: 1.5038 2023-12-19 16:05:27,671 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 16:29:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 1.5178, loss: 1.5178 2023-12-19 16:05:49,972 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 16:29:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9681, loss_cls: 1.5311, loss: 1.5311 2023-12-19 16:06:11,814 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 16:28:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 1.5290, loss: 1.5290 2023-12-19 16:06:34,657 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 16:28:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.4701, loss: 1.4701 2023-12-19 16:06:57,118 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 16:27:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 1.4858, loss: 1.4858 2023-12-19 16:07:19,556 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 16:27:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.5219, loss: 1.5219 2023-12-19 16:07:42,232 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 16:27:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 1.5144, loss: 1.5144 2023-12-19 16:08:05,217 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 16:26:50, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9637, loss_cls: 1.5214, loss: 1.5214 2023-12-19 16:08:27,483 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 16:26:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9694, loss_cls: 1.5119, loss: 1.5119 2023-12-19 16:08:49,397 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 16:26:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 1.4890, loss: 1.4890 2023-12-19 16:09:12,040 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 16:25:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 1.5223, loss: 1.5223 2023-12-19 16:09:34,526 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 16:25:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 1.5087, loss: 1.5087 2023-12-19 16:09:56,914 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 16:24:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 1.5281, loss: 1.5281 2023-12-19 16:10:19,084 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 16:24:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 1.5005, loss: 1.5005 2023-12-19 16:10:41,629 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 16:24:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 1.5045, loss: 1.5045 2023-12-19 16:11:03,937 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 16:23:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9694, loss_cls: 1.4825, loss: 1.4825 2023-12-19 16:11:25,492 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 16:23:24, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9637, loss_cls: 1.5428, loss: 1.5428 2023-12-19 16:11:47,546 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 16:23:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9613, loss_cls: 1.5605, loss: 1.5605 2023-12-19 16:12:09,748 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 16:22:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9644, loss_cls: 1.5761, loss: 1.5761 2023-12-19 16:12:32,916 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 16:22:16, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 1.5265, loss: 1.5265 2023-12-19 16:12:54,980 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 16:21:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.5566, loss: 1.5566 2023-12-19 16:13:17,205 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 16:21:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9550, loss_cls: 1.5729, loss: 1.5729 2023-12-19 16:13:39,002 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 16:21:07, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 1.5394, loss: 1.5394 2023-12-19 16:14:00,574 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 16:20:43, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9631, loss_cls: 1.5508, loss: 1.5508 2023-12-19 16:14:09,709 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-19 16:17:25,400 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 16:17:25,878 - pyskl - INFO - top1_acc 0.7776 top5_acc 0.9561 2023-12-19 16:17:25,894 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.7776, top5_acc: 0.9561 2023-12-19 16:18:17,260 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 16:20:27, time: 0.514, data_time: 0.293, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 1.5017, loss: 1.5017 2023-12-19 16:18:38,888 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 16:20:04, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 1.5140, loss: 1.5140 2023-12-19 16:19:00,530 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 16:19:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 1.4964, loss: 1.4964 2023-12-19 16:19:22,663 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 16:19:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 1.5120, loss: 1.5120 2023-12-19 16:19:44,916 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 16:18:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9663, loss_cls: 1.5311, loss: 1.5311 2023-12-19 16:20:07,242 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 16:18:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9644, loss_cls: 1.4774, loss: 1.4774 2023-12-19 16:20:29,287 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 16:18:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 1.4572, loss: 1.4572 2023-12-19 16:20:51,452 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 16:17:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9631, loss_cls: 1.4956, loss: 1.4956 2023-12-19 16:21:14,177 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 16:17:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9669, loss_cls: 1.4951, loss: 1.4951 2023-12-19 16:21:36,476 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 16:17:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 1.5131, loss: 1.5131 2023-12-19 16:21:58,739 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 16:16:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 1.5736, loss: 1.5736 2023-12-19 16:22:21,225 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 16:16:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9663, loss_cls: 1.4990, loss: 1.4990 2023-12-19 16:22:43,705 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 16:15:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.4837, loss: 1.4837 2023-12-19 16:23:06,096 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 16:15:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 1.5181, loss: 1.5181 2023-12-19 16:23:28,379 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 16:15:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 1.4699, loss: 1.4699 2023-12-19 16:23:50,622 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 16:14:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 1.4886, loss: 1.4886 2023-12-19 16:24:12,530 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 16:14:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9681, loss_cls: 1.4908, loss: 1.4908 2023-12-19 16:24:34,204 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 16:13:56, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 1.4782, loss: 1.4782 2023-12-19 16:24:56,483 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 16:13:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 1.5108, loss: 1.5108 2023-12-19 16:25:18,703 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 16:13:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 1.5060, loss: 1.5060 2023-12-19 16:25:40,673 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 16:12:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 1.4975, loss: 1.4975 2023-12-19 16:26:02,902 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 16:12:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9669, loss_cls: 1.5277, loss: 1.5277 2023-12-19 16:26:25,627 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 16:12:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 1.4678, loss: 1.4678 2023-12-19 16:26:47,805 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 16:11:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 1.5173, loss: 1.5173 2023-12-19 16:27:09,742 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 16:11:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9675, loss_cls: 1.4971, loss: 1.4971 2023-12-19 16:27:31,760 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 16:10:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9644, loss_cls: 1.5256, loss: 1.5256 2023-12-19 16:27:53,380 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 16:10:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 1.4776, loss: 1.4776 2023-12-19 16:28:15,292 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 16:10:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 1.5130, loss: 1.5130 2023-12-19 16:28:37,000 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 16:09:43, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 1.4846, loss: 1.4846 2023-12-19 16:28:59,215 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 16:09:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.5159, loss: 1.5159 2023-12-19 16:29:22,511 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 16:08:57, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9663, loss_cls: 1.5091, loss: 1.5091 2023-12-19 16:29:45,025 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 16:08:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9613, loss_cls: 1.5402, loss: 1.5402 2023-12-19 16:30:07,422 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 16:08:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 1.4727, loss: 1.4727 2023-12-19 16:30:30,013 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 16:07:49, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 1.5079, loss: 1.5079 2023-12-19 16:30:52,561 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 16:07:27, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9594, loss_cls: 1.5960, loss: 1.5960 2023-12-19 16:31:14,964 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 16:07:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 1.5357, loss: 1.5357 2023-12-19 16:31:36,228 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 16:06:40, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 1.4996, loss: 1.4996 2023-12-19 16:31:58,381 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 16:06:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 1.5391, loss: 1.5391 2023-12-19 16:32:20,685 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 16:05:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 1.5398, loss: 1.5398 2023-12-19 16:32:30,268 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-19 16:35:49,027 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 16:35:49,512 - pyskl - INFO - top1_acc 0.8006 top5_acc 0.9646 2023-12-19 16:35:49,517 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_79.pth was removed 2023-12-19 16:35:49,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. 2023-12-19 16:35:49,676 - pyskl - INFO - Best top1_acc is 0.8006 at 85 epoch. 2023-12-19 16:35:49,691 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.8006, top5_acc: 0.9646 2023-12-19 16:36:37,518 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 16:05:35, time: 0.478, data_time: 0.259, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 1.4816, loss: 1.4816 2023-12-19 16:36:59,392 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 16:05:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9669, loss_cls: 1.4998, loss: 1.4998 2023-12-19 16:37:21,541 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 16:04:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 1.4783, loss: 1.4783 2023-12-19 16:37:43,685 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 16:04:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 1.5157, loss: 1.5157 2023-12-19 16:38:05,648 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 16:04:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9694, loss_cls: 1.4680, loss: 1.4680 2023-12-19 16:38:27,997 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 16:03:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 1.4567, loss: 1.4567 2023-12-19 16:38:50,181 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 16:03:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 1.4832, loss: 1.4832 2023-12-19 16:39:13,251 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 16:02:54, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 1.4929, loss: 1.4929 2023-12-19 16:39:36,097 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 16:02:32, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 1.4941, loss: 1.4941 2023-12-19 16:39:58,409 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 16:02:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 1.5208, loss: 1.5208 2023-12-19 16:40:20,471 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 16:01:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 1.4970, loss: 1.4970 2023-12-19 16:40:42,827 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 16:01:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9663, loss_cls: 1.5223, loss: 1.5223 2023-12-19 16:41:04,974 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 16:01:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9681, loss_cls: 1.4810, loss: 1.4810 2023-12-19 16:41:27,177 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 16:00:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9725, loss_cls: 1.4562, loss: 1.4562 2023-12-19 16:41:49,295 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 16:00:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 1.5058, loss: 1.5058 2023-12-19 16:42:11,577 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 15:59:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 1.4819, loss: 1.4819 2023-12-19 16:42:33,953 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 15:59:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 1.5120, loss: 1.5120 2023-12-19 16:42:56,212 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 15:59:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 1.4769, loss: 1.4769 2023-12-19 16:43:18,026 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 15:58:42, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 1.5628, loss: 1.5628 2023-12-19 16:43:40,062 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 15:58:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 1.4738, loss: 1.4738 2023-12-19 16:44:01,993 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 15:57:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9694, loss_cls: 1.4707, loss: 1.4707 2023-12-19 16:44:24,446 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 15:57:33, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 1.4964, loss: 1.4964 2023-12-19 16:44:47,078 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 15:57:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 1.4890, loss: 1.4890 2023-12-19 16:45:09,524 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 15:56:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 1.4796, loss: 1.4796 2023-12-19 16:45:31,559 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 15:56:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 1.4819, loss: 1.4819 2023-12-19 16:45:53,738 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 15:56:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 1.5292, loss: 1.5292 2023-12-19 16:46:15,618 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 15:55:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 1.5034, loss: 1.5034 2023-12-19 16:46:37,653 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 15:55:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 1.4766, loss: 1.4766 2023-12-19 16:46:59,987 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 15:54:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9712, loss_cls: 1.4604, loss: 1.4604 2023-12-19 16:47:22,661 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 15:54:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 1.4696, loss: 1.4696 2023-12-19 16:47:44,871 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 15:54:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9656, loss_cls: 1.5284, loss: 1.5284 2023-12-19 16:48:07,123 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 15:53:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9625, loss_cls: 1.5266, loss: 1.5266 2023-12-19 16:48:28,801 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 15:53:21, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9669, loss_cls: 1.5110, loss: 1.5110 2023-12-19 16:48:50,575 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 15:52:58, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 1.5190, loss: 1.5190 2023-12-19 16:49:12,562 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 15:52:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9669, loss_cls: 1.4853, loss: 1.4853 2023-12-19 16:49:34,814 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 15:52:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9644, loss_cls: 1.5260, loss: 1.5260 2023-12-19 16:49:57,253 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 15:51:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9719, loss_cls: 1.4326, loss: 1.4326 2023-12-19 16:50:19,485 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 15:51:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 1.5122, loss: 1.5122 2023-12-19 16:50:41,822 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 15:51:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9563, loss_cls: 1.5680, loss: 1.5680 2023-12-19 16:50:51,628 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-19 16:54:07,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 16:54:08,027 - pyskl - INFO - top1_acc 0.7958 top5_acc 0.9604 2023-12-19 16:54:08,053 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7958, top5_acc: 0.9604 2023-12-19 16:54:58,939 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 15:50:46, time: 0.509, data_time: 0.290, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 1.4536, loss: 1.4536 2023-12-19 16:55:20,870 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 15:50:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.4604, loss: 1.4604 2023-12-19 16:55:42,955 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 15:50:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 1.5019, loss: 1.5019 2023-12-19 16:56:04,739 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 15:49:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 1.4823, loss: 1.4823 2023-12-19 16:56:26,789 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 15:49:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 1.4785, loss: 1.4785 2023-12-19 16:56:48,889 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 15:48:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.5416, loss: 1.5416 2023-12-19 16:57:11,324 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 15:48:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 1.4942, loss: 1.4942 2023-12-19 16:57:33,942 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 15:48:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9675, loss_cls: 1.4576, loss: 1.4576 2023-12-19 16:57:56,153 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 15:47:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 1.4951, loss: 1.4951 2023-12-19 16:58:17,982 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 15:47:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 1.4549, loss: 1.4549 2023-12-19 16:58:40,519 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 15:46:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9688, loss_cls: 1.4641, loss: 1.4641 2023-12-19 16:59:02,575 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 15:46:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 1.4964, loss: 1.4964 2023-12-19 16:59:24,828 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 15:46:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 1.4350, loss: 1.4350 2023-12-19 16:59:47,262 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 15:45:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 1.4620, loss: 1.4620 2023-12-19 17:00:09,492 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 15:45:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 1.5202, loss: 1.5202 2023-12-19 17:00:31,267 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 15:45:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 1.4489, loss: 1.4489 2023-12-19 17:00:53,255 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 15:44:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 1.4889, loss: 1.4889 2023-12-19 17:01:14,999 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 15:44:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 1.4929, loss: 1.4929 2023-12-19 17:01:37,007 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 15:43:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 1.4896, loss: 1.4896 2023-12-19 17:01:59,178 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 15:43:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.4805, loss: 1.4805 2023-12-19 17:02:21,385 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 15:43:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 1.5107, loss: 1.5107 2023-12-19 17:02:43,881 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 15:42:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.4976, loss: 1.4976 2023-12-19 17:03:05,640 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 15:42:20, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 1.5449, loss: 1.5449 2023-12-19 17:03:27,186 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 15:41:56, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9712, loss_cls: 1.4461, loss: 1.4461 2023-12-19 17:03:49,509 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 15:41:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9569, loss_cls: 1.5886, loss: 1.5886 2023-12-19 17:04:11,930 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 15:41:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 1.5364, loss: 1.5364 2023-12-19 17:04:33,727 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 15:40:47, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 1.4770, loss: 1.4770 2023-12-19 17:04:55,221 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 15:40:24, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 1.4783, loss: 1.4783 2023-12-19 17:05:16,795 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 15:40:01, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 1.4780, loss: 1.4780 2023-12-19 17:05:39,025 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 15:39:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 1.4981, loss: 1.4981 2023-12-19 17:06:01,364 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 15:39:15, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 1.5049, loss: 1.5049 2023-12-19 17:06:23,786 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 15:38:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 1.5009, loss: 1.5009 2023-12-19 17:06:46,109 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 15:38:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9663, loss_cls: 1.5182, loss: 1.5182 2023-12-19 17:07:08,928 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 15:38:07, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 1.4943, loss: 1.4943 2023-12-19 17:07:30,898 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 15:37:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 1.4364, loss: 1.4364 2023-12-19 17:07:53,199 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 15:37:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9650, loss_cls: 1.5172, loss: 1.5172 2023-12-19 17:08:15,947 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 15:36:58, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 1.4855, loss: 1.4855 2023-12-19 17:08:37,871 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 15:36:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9644, loss_cls: 1.5097, loss: 1.5097 2023-12-19 17:08:59,777 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 15:36:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9600, loss_cls: 1.5498, loss: 1.5498 2023-12-19 17:09:08,889 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-19 17:12:26,969 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 17:12:27,630 - pyskl - INFO - top1_acc 0.7876 top5_acc 0.9550 2023-12-19 17:12:27,648 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7876, top5_acc: 0.9550 2023-12-19 17:13:18,199 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 15:35:54, time: 0.505, data_time: 0.284, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 1.4443, loss: 1.4443 2023-12-19 17:13:40,073 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 15:35:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 1.4408, loss: 1.4408 2023-12-19 17:14:02,183 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 15:35:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 1.4743, loss: 1.4743 2023-12-19 17:14:24,589 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 15:34:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 1.4844, loss: 1.4844 2023-12-19 17:14:46,381 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 15:34:22, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 1.4437, loss: 1.4437 2023-12-19 17:15:08,676 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 15:33:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 1.4441, loss: 1.4441 2023-12-19 17:15:31,229 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 15:33:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 1.4987, loss: 1.4987 2023-12-19 17:15:53,234 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 15:33:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 1.4550, loss: 1.4550 2023-12-19 17:16:15,514 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 15:32:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9625, loss_cls: 1.5440, loss: 1.5440 2023-12-19 17:16:37,438 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 15:32:27, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 1.4648, loss: 1.4648 2023-12-19 17:16:59,780 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 15:32:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 1.4529, loss: 1.4529 2023-12-19 17:17:21,459 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 15:31:41, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 1.5346, loss: 1.5346 2023-12-19 17:17:43,717 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 15:31:18, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 1.5085, loss: 1.5085 2023-12-19 17:18:06,198 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 15:30:55, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 1.5109, loss: 1.5109 2023-12-19 17:18:28,565 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 15:30:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 1.4856, loss: 1.4856 2023-12-19 17:18:50,862 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 15:30:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9688, loss_cls: 1.4769, loss: 1.4769 2023-12-19 17:19:13,007 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 15:29:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 1.4485, loss: 1.4485 2023-12-19 17:19:35,131 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 15:29:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 1.5333, loss: 1.5333 2023-12-19 17:19:56,952 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 15:29:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9700, loss_cls: 1.4728, loss: 1.4728 2023-12-19 17:20:19,185 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 15:28:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.5283, loss: 1.5283 2023-12-19 17:20:41,601 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 15:28:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 1.4924, loss: 1.4924 2023-12-19 17:21:04,140 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 15:27:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 1.5032, loss: 1.5032 2023-12-19 17:21:26,805 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 15:27:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 1.5112, loss: 1.5112 2023-12-19 17:21:49,781 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 15:27:07, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9650, loss_cls: 1.4886, loss: 1.4886 2023-12-19 17:22:11,435 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 15:26:44, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 1.4863, loss: 1.4863 2023-12-19 17:22:33,655 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 15:26:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 1.5081, loss: 1.5081 2023-12-19 17:22:56,506 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 15:25:58, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9644, loss_cls: 1.4578, loss: 1.4578 2023-12-19 17:23:18,479 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 15:25:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.4509, loss: 1.4509 2023-12-19 17:23:40,344 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 15:25:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9637, loss_cls: 1.4898, loss: 1.4898 2023-12-19 17:24:02,525 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 15:24:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 1.4740, loss: 1.4740 2023-12-19 17:24:24,539 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 15:24:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 1.5461, loss: 1.5461 2023-12-19 17:24:47,034 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 15:24:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.5281, loss: 1.5281 2023-12-19 17:25:09,118 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 15:23:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 1.4998, loss: 1.4998 2023-12-19 17:25:31,388 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 15:23:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 1.4430, loss: 1.4430 2023-12-19 17:25:54,251 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 15:22:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 1.5198, loss: 1.5198 2023-12-19 17:26:17,095 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 15:22:32, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 1.5302, loss: 1.5302 2023-12-19 17:26:39,611 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 15:22:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 1.4978, loss: 1.4978 2023-12-19 17:27:02,497 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 15:21:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 1.4741, loss: 1.4741 2023-12-19 17:27:25,063 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 15:21:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 1.5771, loss: 1.5771 2023-12-19 17:27:34,684 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-19 17:30:50,153 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 17:30:50,618 - pyskl - INFO - top1_acc 0.7798 top5_acc 0.9586 2023-12-19 17:30:50,634 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7798, top5_acc: 0.9586 2023-12-19 17:31:40,580 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 15:21:06, time: 0.499, data_time: 0.279, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 1.5013, loss: 1.5013 2023-12-19 17:32:02,603 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 15:20:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 1.4822, loss: 1.4822 2023-12-19 17:32:24,801 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 15:20:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9669, loss_cls: 1.4608, loss: 1.4608 2023-12-19 17:32:47,002 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 15:19:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9656, loss_cls: 1.5113, loss: 1.5113 2023-12-19 17:33:09,341 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 15:19:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 1.4286, loss: 1.4286 2023-12-19 17:33:32,477 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 15:19:12, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 1.4751, loss: 1.4751 2023-12-19 17:33:54,696 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 15:18:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9750, loss_cls: 1.4339, loss: 1.4339 2023-12-19 17:34:16,906 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 15:18:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 1.4522, loss: 1.4522 2023-12-19 17:34:39,423 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 15:18:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9669, loss_cls: 1.4434, loss: 1.4434 2023-12-19 17:35:01,798 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 15:17:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 1.4614, loss: 1.4614 2023-12-19 17:35:24,037 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 15:17:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 1.4765, loss: 1.4765 2023-12-19 17:35:46,334 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 15:16:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9675, loss_cls: 1.4873, loss: 1.4873 2023-12-19 17:36:08,546 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 15:16:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 1.4935, loss: 1.4935 2023-12-19 17:36:30,257 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 15:16:08, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 1.4626, loss: 1.4626 2023-12-19 17:36:52,590 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 15:15:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 1.4549, loss: 1.4549 2023-12-19 17:37:14,098 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 15:15:22, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 1.4640, loss: 1.4640 2023-12-19 17:37:35,749 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 15:14:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 1.4619, loss: 1.4619 2023-12-19 17:37:57,286 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 15:14:35, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.4783, loss: 1.4783 2023-12-19 17:38:19,344 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 15:14:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 1.4542, loss: 1.4542 2023-12-19 17:38:41,572 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 15:13:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 1.5140, loss: 1.5140 2023-12-19 17:39:03,854 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 15:13:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.5068, loss: 1.5068 2023-12-19 17:39:25,676 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 15:13:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 1.4864, loss: 1.4864 2023-12-19 17:39:47,923 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 15:12:40, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 1.4523, loss: 1.4523 2023-12-19 17:40:10,070 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 15:12:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 1.4784, loss: 1.4784 2023-12-19 17:40:32,077 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 15:11:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 1.4736, loss: 1.4736 2023-12-19 17:40:54,140 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 15:11:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 1.4802, loss: 1.4802 2023-12-19 17:41:16,143 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 15:11:08, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 1.5068, loss: 1.5068 2023-12-19 17:41:38,637 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 15:10:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9675, loss_cls: 1.4833, loss: 1.4833 2023-12-19 17:42:01,044 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 15:10:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 1.4902, loss: 1.4902 2023-12-19 17:42:22,656 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 15:10:00, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.4472, loss: 1.4472 2023-12-19 17:42:44,030 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 15:09:36, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 1.4704, loss: 1.4704 2023-12-19 17:43:05,879 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 15:09:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 1.4536, loss: 1.4536 2023-12-19 17:43:27,479 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 15:08:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 1.4769, loss: 1.4769 2023-12-19 17:43:49,336 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 15:08:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9725, loss_cls: 1.4582, loss: 1.4582 2023-12-19 17:44:12,314 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 15:08:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 1.4668, loss: 1.4668 2023-12-19 17:44:34,620 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 15:07:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 1.4989, loss: 1.4989 2023-12-19 17:44:56,549 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 15:07:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 1.4904, loss: 1.4904 2023-12-19 17:45:18,903 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 15:06:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.4737, loss: 1.4737 2023-12-19 17:45:41,612 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 15:06:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 1.4978, loss: 1.4978 2023-12-19 17:45:51,810 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-19 17:49:14,925 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 17:49:15,604 - pyskl - INFO - top1_acc 0.7913 top5_acc 0.9612 2023-12-19 17:49:15,635 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7913, top5_acc: 0.9612 2023-12-19 17:50:09,912 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 15:06:16, time: 0.543, data_time: 0.316, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 1.4533, loss: 1.4533 2023-12-19 17:50:32,164 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 15:05:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.3911, loss: 1.3911 2023-12-19 17:50:54,471 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 15:05:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.4089, loss: 1.4089 2023-12-19 17:51:17,047 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 15:05:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 1.4753, loss: 1.4753 2023-12-19 17:51:39,730 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 15:04:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9663, loss_cls: 1.4888, loss: 1.4888 2023-12-19 17:52:02,215 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 15:04:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 1.4174, loss: 1.4174 2023-12-19 17:52:24,812 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 15:04:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 1.4183, loss: 1.4183 2023-12-19 17:52:47,054 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 15:03:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 1.4437, loss: 1.4437 2023-12-19 17:53:09,772 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 15:03:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 1.4826, loss: 1.4826 2023-12-19 17:53:32,765 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 15:02:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9719, loss_cls: 1.4586, loss: 1.4586 2023-12-19 17:53:55,506 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 15:02:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 1.4920, loss: 1.4920 2023-12-19 17:54:18,105 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 15:02:07, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 1.4781, loss: 1.4781 2023-12-19 17:54:40,524 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 15:01:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 1.4510, loss: 1.4510 2023-12-19 17:55:03,033 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 15:01:21, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 1.4269, loss: 1.4269 2023-12-19 17:55:25,499 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 15:00:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 1.4594, loss: 1.4594 2023-12-19 17:55:47,932 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 15:00:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.5175, loss: 1.5175 2023-12-19 17:56:10,304 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 15:00:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 1.4409, loss: 1.4409 2023-12-19 17:56:32,675 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 14:59:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 1.4913, loss: 1.4913 2023-12-19 17:56:55,112 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 14:59:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 1.4459, loss: 1.4459 2023-12-19 17:57:17,753 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 14:59:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 1.4328, loss: 1.4328 2023-12-19 17:57:40,489 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 14:58:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 1.5048, loss: 1.5048 2023-12-19 17:58:03,201 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 14:58:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 1.5432, loss: 1.5432 2023-12-19 17:58:25,577 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 14:57:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9663, loss_cls: 1.5079, loss: 1.5079 2023-12-19 17:58:47,889 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 14:57:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 1.4890, loss: 1.4890 2023-12-19 17:59:10,429 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 14:57:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 1.4642, loss: 1.4642 2023-12-19 17:59:33,331 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 14:56:49, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 1.4467, loss: 1.4467 2023-12-19 17:59:56,275 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 14:56:26, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 1.4491, loss: 1.4491 2023-12-19 18:00:18,933 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 14:56:04, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 1.4762, loss: 1.4762 2023-12-19 18:00:41,816 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 14:55:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.4491, loss: 1.4491 2023-12-19 18:01:04,400 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 14:55:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 1.4688, loss: 1.4688 2023-12-19 18:01:27,286 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 14:54:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 1.4822, loss: 1.4822 2023-12-19 18:01:50,343 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 14:54:34, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 1.5252, loss: 1.5252 2023-12-19 18:02:12,831 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 14:54:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 1.4955, loss: 1.4955 2023-12-19 18:02:35,526 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 14:53:49, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 1.5166, loss: 1.5166 2023-12-19 18:02:58,204 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 14:53:26, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 1.4854, loss: 1.4854 2023-12-19 18:03:21,034 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 14:53:03, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 1.5133, loss: 1.5133 2023-12-19 18:03:43,937 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 14:52:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.4572, loss: 1.4572 2023-12-19 18:04:06,698 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 14:52:18, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9650, loss_cls: 1.5433, loss: 1.5433 2023-12-19 18:04:29,520 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 14:51:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9619, loss_cls: 1.5256, loss: 1.5256 2023-12-19 18:04:39,655 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-19 18:07:59,370 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 18:08:00,036 - pyskl - INFO - top1_acc 0.7682 top5_acc 0.9544 2023-12-19 18:08:00,053 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7682, top5_acc: 0.9544 2023-12-19 18:08:54,246 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 14:51:39, time: 0.542, data_time: 0.320, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9750, loss_cls: 1.4208, loss: 1.4208 2023-12-19 18:09:16,542 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 14:51:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9744, loss_cls: 1.4354, loss: 1.4354 2023-12-19 18:09:38,968 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 14:50:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 1.4561, loss: 1.4561 2023-12-19 18:10:01,584 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 14:50:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 1.4576, loss: 1.4576 2023-12-19 18:10:24,137 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 14:50:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 1.4149, loss: 1.4149 2023-12-19 18:10:46,453 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 14:49:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 1.4309, loss: 1.4309 2023-12-19 18:11:09,175 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 14:49:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 1.4376, loss: 1.4376 2023-12-19 18:11:31,659 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 14:49:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 1.3970, loss: 1.3970 2023-12-19 18:11:54,253 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 14:48:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 1.4526, loss: 1.4526 2023-12-19 18:12:17,073 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 14:48:15, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 1.4581, loss: 1.4581 2023-12-19 18:12:40,121 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 14:47:53, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 1.4527, loss: 1.4527 2023-12-19 18:13:02,727 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 14:47:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 1.4836, loss: 1.4836 2023-12-19 18:13:25,278 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 14:47:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 1.4215, loss: 1.4215 2023-12-19 18:13:47,781 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 14:46:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9694, loss_cls: 1.4547, loss: 1.4547 2023-12-19 18:14:10,246 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 14:46:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 1.4582, loss: 1.4582 2023-12-19 18:14:32,733 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 14:45:59, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 1.4177, loss: 1.4177 2023-12-19 18:14:55,260 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 14:45:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 1.4530, loss: 1.4530 2023-12-19 18:15:17,725 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 14:45:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 1.4251, loss: 1.4251 2023-12-19 18:15:40,603 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 14:44:51, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 1.4683, loss: 1.4683 2023-12-19 18:16:03,265 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 14:44:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9675, loss_cls: 1.4723, loss: 1.4723 2023-12-19 18:16:26,145 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 14:44:06, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 1.4918, loss: 1.4918 2023-12-19 18:16:48,615 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 14:43:43, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 1.4194, loss: 1.4194 2023-12-19 18:17:11,261 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 14:43:20, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 1.4265, loss: 1.4265 2023-12-19 18:17:34,486 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 14:42:58, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9725, loss_cls: 1.4488, loss: 1.4488 2023-12-19 18:17:57,167 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 14:42:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9706, loss_cls: 1.4349, loss: 1.4349 2023-12-19 18:18:19,771 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 14:42:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9700, loss_cls: 1.4252, loss: 1.4252 2023-12-19 18:18:42,575 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 14:41:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 1.5073, loss: 1.5073 2023-12-19 18:19:04,737 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 14:41:27, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.4758, loss: 1.4758 2023-12-19 18:19:27,815 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 14:41:05, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 1.4670, loss: 1.4670 2023-12-19 18:19:50,718 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 14:40:43, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 1.4739, loss: 1.4739 2023-12-19 18:20:13,336 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 14:40:20, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 1.5414, loss: 1.5414 2023-12-19 18:20:36,198 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 14:39:57, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 1.5247, loss: 1.5247 2023-12-19 18:20:59,128 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 14:39:35, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 1.4662, loss: 1.4662 2023-12-19 18:21:21,806 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 14:39:12, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 1.5182, loss: 1.5182 2023-12-19 18:21:44,578 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 14:38:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 1.4980, loss: 1.4980 2023-12-19 18:22:07,253 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 14:38:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9681, loss_cls: 1.4862, loss: 1.4862 2023-12-19 18:22:30,173 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 14:38:05, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9681, loss_cls: 1.4537, loss: 1.4537 2023-12-19 18:22:52,894 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 14:37:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9706, loss_cls: 1.4740, loss: 1.4740 2023-12-19 18:23:15,550 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 14:37:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 1.4897, loss: 1.4897 2023-12-19 18:23:25,473 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-19 18:26:46,902 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 18:26:47,592 - pyskl - INFO - top1_acc 0.7989 top5_acc 0.9656 2023-12-19 18:26:47,613 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7989, top5_acc: 0.9656 2023-12-19 18:27:41,358 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 14:37:02, time: 0.537, data_time: 0.313, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 1.4102, loss: 1.4102 2023-12-19 18:28:03,555 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 14:36:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 1.4374, loss: 1.4374 2023-12-19 18:28:25,985 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 14:36:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 1.4259, loss: 1.4259 2023-12-19 18:28:48,505 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 14:35:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 1.4230, loss: 1.4230 2023-12-19 18:29:10,964 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 14:35:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 1.4121, loss: 1.4121 2023-12-19 18:29:33,636 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 14:35:08, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9725, loss_cls: 1.4198, loss: 1.4198 2023-12-19 18:29:56,082 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 14:34:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 1.4213, loss: 1.4213 2023-12-19 18:30:18,482 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 14:34:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 1.3870, loss: 1.3870 2023-12-19 18:30:41,246 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 14:34:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.4449, loss: 1.4449 2023-12-19 18:31:03,923 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 14:33:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9719, loss_cls: 1.4659, loss: 1.4659 2023-12-19 18:31:26,551 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 14:33:15, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 1.4336, loss: 1.4336 2023-12-19 18:31:49,190 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 14:32:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 1.4040, loss: 1.4040 2023-12-19 18:32:11,933 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 14:32:30, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.4155, loss: 1.4155 2023-12-19 18:32:34,662 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 14:32:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 1.4833, loss: 1.4833 2023-12-19 18:32:57,318 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 14:31:44, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 1.4687, loss: 1.4687 2023-12-19 18:33:19,745 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 14:31:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.4465, loss: 1.4465 2023-12-19 18:33:42,314 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 14:30:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 1.4678, loss: 1.4678 2023-12-19 18:34:05,356 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 14:30:36, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 1.4267, loss: 1.4267 2023-12-19 18:34:28,356 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 14:30:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 1.4618, loss: 1.4618 2023-12-19 18:34:51,399 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 14:29:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 1.4547, loss: 1.4547 2023-12-19 18:35:14,440 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 14:29:29, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 1.4992, loss: 1.4992 2023-12-19 18:35:36,634 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 14:29:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9656, loss_cls: 1.5005, loss: 1.5005 2023-12-19 18:35:59,097 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 14:28:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 1.4557, loss: 1.4557 2023-12-19 18:36:21,981 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 14:28:21, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 1.4155, loss: 1.4155 2023-12-19 18:36:44,908 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 14:27:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 1.4651, loss: 1.4651 2023-12-19 18:37:07,744 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 14:27:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 1.4773, loss: 1.4773 2023-12-19 18:37:30,794 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 14:27:14, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 1.3630, loss: 1.3630 2023-12-19 18:37:53,764 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 14:26:51, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9694, loss_cls: 1.4660, loss: 1.4660 2023-12-19 18:38:16,730 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 14:26:29, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 1.4736, loss: 1.4736 2023-12-19 18:38:39,913 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 14:26:06, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 1.4982, loss: 1.4982 2023-12-19 18:39:03,031 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 14:25:44, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 1.4327, loss: 1.4327 2023-12-19 18:39:26,156 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 14:25:22, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 1.4347, loss: 1.4347 2023-12-19 18:39:49,227 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 14:24:59, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 1.5078, loss: 1.5078 2023-12-19 18:40:12,439 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 14:24:37, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 1.5036, loss: 1.5036 2023-12-19 18:40:35,248 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 14:24:15, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 1.4595, loss: 1.4595 2023-12-19 18:40:57,813 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 14:23:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 1.4491, loss: 1.4491 2023-12-19 18:41:20,755 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 14:23:29, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 1.4554, loss: 1.4554 2023-12-19 18:41:43,430 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 14:23:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 1.4527, loss: 1.4527 2023-12-19 18:42:06,542 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 14:22:44, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9644, loss_cls: 1.5074, loss: 1.5074 2023-12-19 18:42:16,788 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-19 18:45:37,493 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 18:45:37,991 - pyskl - INFO - top1_acc 0.7988 top5_acc 0.9640 2023-12-19 18:45:38,008 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7988, top5_acc: 0.9640 2023-12-19 18:46:32,240 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 14:22:27, time: 0.542, data_time: 0.317, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 1.4277, loss: 1.4277 2023-12-19 18:46:54,813 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 14:22:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.4241, loss: 1.4241 2023-12-19 18:47:17,269 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 14:21:41, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9775, loss_cls: 1.3696, loss: 1.3696 2023-12-19 18:47:39,801 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 14:21:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 1.4106, loss: 1.4106 2023-12-19 18:48:02,808 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 14:20:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 1.4371, loss: 1.4371 2023-12-19 18:48:25,601 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 14:20:34, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.4182, loss: 1.4182 2023-12-19 18:48:48,183 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 14:20:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 1.4206, loss: 1.4206 2023-12-19 18:49:10,877 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 14:19:48, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 1.4254, loss: 1.4254 2023-12-19 18:49:33,387 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 14:19:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 1.4555, loss: 1.4555 2023-12-19 18:49:55,975 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 14:19:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 1.3875, loss: 1.3875 2023-12-19 18:50:18,597 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 14:18:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 1.4299, loss: 1.4299 2023-12-19 18:50:41,073 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 14:18:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.4549, loss: 1.4549 2023-12-19 18:51:03,444 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 14:17:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9700, loss_cls: 1.4414, loss: 1.4414 2023-12-19 18:51:25,828 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 14:17:32, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 1.3741, loss: 1.3741 2023-12-19 18:51:48,378 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 14:17:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9681, loss_cls: 1.4953, loss: 1.4953 2023-12-19 18:52:11,311 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 14:16:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.4105, loss: 1.4105 2023-12-19 18:52:34,430 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 14:16:24, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 1.4660, loss: 1.4660 2023-12-19 18:52:57,467 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 14:16:02, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 1.4186, loss: 1.4186 2023-12-19 18:53:20,528 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 14:15:39, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9762, loss_cls: 1.4137, loss: 1.4137 2023-12-19 18:53:43,722 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 14:15:17, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 1.4614, loss: 1.4614 2023-12-19 18:54:06,758 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 14:14:55, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 1.4747, loss: 1.4747 2023-12-19 18:54:29,983 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 14:14:32, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 1.4633, loss: 1.4633 2023-12-19 18:54:53,118 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 14:14:10, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9644, loss_cls: 1.5343, loss: 1.5343 2023-12-19 18:55:16,387 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 14:13:48, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9706, loss_cls: 1.4757, loss: 1.4757 2023-12-19 18:55:39,358 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 14:13:25, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 1.4536, loss: 1.4536 2023-12-19 18:56:02,513 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 14:13:03, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 1.4473, loss: 1.4473 2023-12-19 18:56:25,630 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 14:12:41, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 1.4167, loss: 1.4167 2023-12-19 18:56:48,020 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 14:12:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9706, loss_cls: 1.4501, loss: 1.4501 2023-12-19 18:57:10,444 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 14:11:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 1.4555, loss: 1.4555 2023-12-19 18:57:33,395 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 14:11:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 1.4369, loss: 1.4369 2023-12-19 18:57:56,217 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 14:11:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9731, loss_cls: 1.4406, loss: 1.4406 2023-12-19 18:58:18,491 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 14:10:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 1.4548, loss: 1.4548 2023-12-19 18:58:41,526 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 14:10:25, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 1.4163, loss: 1.4163 2023-12-19 18:59:04,219 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 14:10:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 1.4113, loss: 1.4113 2023-12-19 18:59:26,807 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 14:09:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 1.4144, loss: 1.4144 2023-12-19 18:59:49,254 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 14:09:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 1.4786, loss: 1.4786 2023-12-19 19:00:12,213 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 14:08:54, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 1.4614, loss: 1.4614 2023-12-19 19:00:35,209 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 14:08:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 1.4931, loss: 1.4931 2023-12-19 19:00:57,846 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 14:08:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9688, loss_cls: 1.4931, loss: 1.4931 2023-12-19 19:01:08,185 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-19 19:04:30,496 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 19:04:31,165 - pyskl - INFO - top1_acc 0.7853 top5_acc 0.9576 2023-12-19 19:04:31,183 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7853, top5_acc: 0.9576 2023-12-19 19:05:22,986 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 14:07:49, time: 0.518, data_time: 0.294, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.4120, loss: 1.4120 2023-12-19 19:05:45,295 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 14:07:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 1.4003, loss: 1.4003 2023-12-19 19:06:07,933 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 14:07:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 1.3688, loss: 1.3688 2023-12-19 19:06:30,718 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 14:06:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9762, loss_cls: 1.3729, loss: 1.3729 2023-12-19 19:06:53,252 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 14:06:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 1.4697, loss: 1.4697 2023-12-19 19:07:15,885 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 14:05:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 1.3906, loss: 1.3906 2023-12-19 19:07:38,679 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 14:05:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9731, loss_cls: 1.4428, loss: 1.4428 2023-12-19 19:08:01,418 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 14:05:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.4099, loss: 1.4099 2023-12-19 19:08:24,027 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 14:04:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 1.4272, loss: 1.4272 2023-12-19 19:08:46,621 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 14:04:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 1.4235, loss: 1.4235 2023-12-19 19:09:09,149 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 14:04:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 1.4282, loss: 1.4282 2023-12-19 19:09:31,794 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 14:03:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.4259, loss: 1.4259 2023-12-19 19:09:54,245 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 14:03:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 1.4324, loss: 1.4324 2023-12-19 19:10:16,934 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 14:02:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 1.4358, loss: 1.4358 2023-12-19 19:10:40,010 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 14:02:32, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 1.4255, loss: 1.4255 2023-12-19 19:11:03,049 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 14:02:10, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 1.4273, loss: 1.4273 2023-12-19 19:11:25,984 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 14:01:47, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 1.4014, loss: 1.4014 2023-12-19 19:11:48,857 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 14:01:25, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 1.4186, loss: 1.4186 2023-12-19 19:12:11,344 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 14:01:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 1.4343, loss: 1.4343 2023-12-19 19:12:33,873 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 14:00:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 1.4989, loss: 1.4989 2023-12-19 19:12:56,361 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 14:00:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.4415, loss: 1.4415 2023-12-19 19:13:19,299 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 13:59:54, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 1.4189, loss: 1.4189 2023-12-19 19:13:42,239 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 13:59:31, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 1.4584, loss: 1.4584 2023-12-19 19:14:04,905 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 13:59:09, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 1.4190, loss: 1.4190 2023-12-19 19:14:27,438 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 13:58:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 1.4484, loss: 1.4484 2023-12-19 19:14:50,373 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 13:58:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 1.4126, loss: 1.4126 2023-12-19 19:15:13,282 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 13:58:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9712, loss_cls: 1.4479, loss: 1.4479 2023-12-19 19:15:35,367 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 13:57:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 1.4418, loss: 1.4418 2023-12-19 19:15:58,328 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 13:57:15, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9738, loss_cls: 1.4345, loss: 1.4345 2023-12-19 19:16:21,226 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 13:56:53, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9712, loss_cls: 1.4539, loss: 1.4539 2023-12-19 19:16:43,721 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 13:56:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.4480, loss: 1.4480 2023-12-19 19:17:06,530 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 13:56:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 1.4632, loss: 1.4632 2023-12-19 19:17:29,806 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 13:55:45, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 1.4205, loss: 1.4205 2023-12-19 19:17:52,679 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 13:55:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9738, loss_cls: 1.4405, loss: 1.4405 2023-12-19 19:18:15,332 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 13:55:00, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.4510, loss: 1.4510 2023-12-19 19:18:38,122 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 13:54:37, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 1.4240, loss: 1.4240 2023-12-19 19:19:01,033 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 13:54:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 1.4465, loss: 1.4465 2023-12-19 19:19:24,226 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 13:53:53, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 1.4248, loss: 1.4248 2023-12-19 19:19:46,823 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 13:53:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 1.4434, loss: 1.4434 2023-12-19 19:19:56,973 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-19 19:23:18,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 19:23:19,356 - pyskl - INFO - top1_acc 0.8092 top5_acc 0.9658 2023-12-19 19:23:19,363 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_85.pth was removed 2023-12-19 19:23:19,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. 2023-12-19 19:23:19,605 - pyskl - INFO - Best top1_acc is 0.8092 at 94 epoch. 2023-12-19 19:23:19,624 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.8092, top5_acc: 0.9658 2023-12-19 19:24:13,959 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 13:53:12, time: 0.543, data_time: 0.321, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9750, loss_cls: 1.3951, loss: 1.3951 2023-12-19 19:24:36,280 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 13:52:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 1.3664, loss: 1.3664 2023-12-19 19:24:58,668 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 13:52:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.3989, loss: 1.3989 2023-12-19 19:25:21,809 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 13:52:04, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9756, loss_cls: 1.4070, loss: 1.4070 2023-12-19 19:25:44,446 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 13:51:41, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 1.4685, loss: 1.4685 2023-12-19 19:26:07,177 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 13:51:18, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.3981, loss: 1.3981 2023-12-19 19:26:29,815 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 13:50:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.4118, loss: 1.4118 2023-12-19 19:26:52,441 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 13:50:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9750, loss_cls: 1.4095, loss: 1.4095 2023-12-19 19:27:15,063 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 13:50:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9731, loss_cls: 1.4392, loss: 1.4392 2023-12-19 19:27:37,535 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 13:49:47, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 1.4029, loss: 1.4029 2023-12-19 19:28:00,273 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 13:49:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 1.3822, loss: 1.3822 2023-12-19 19:28:22,667 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 13:49:02, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 1.4022, loss: 1.4022 2023-12-19 19:28:45,062 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 13:48:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.4220, loss: 1.4220 2023-12-19 19:29:07,994 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 13:48:17, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9750, loss_cls: 1.4251, loss: 1.4251 2023-12-19 19:29:31,173 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 13:47:54, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 1.4083, loss: 1.4083 2023-12-19 19:29:54,828 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 13:47:32, time: 0.237, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9700, loss_cls: 1.4131, loss: 1.4131 2023-12-19 19:30:17,638 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 13:47:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 1.4648, loss: 1.4648 2023-12-19 19:30:40,762 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 13:46:47, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 1.4108, loss: 1.4108 2023-12-19 19:31:03,806 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 13:46:25, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.4153, loss: 1.4153 2023-12-19 19:31:26,417 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 13:46:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 1.4239, loss: 1.4239 2023-12-19 19:31:49,194 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 13:45:39, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 1.4246, loss: 1.4246 2023-12-19 19:32:11,722 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 13:45:17, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 1.5036, loss: 1.5036 2023-12-19 19:32:34,379 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 13:44:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9738, loss_cls: 1.4180, loss: 1.4180 2023-12-19 19:32:57,283 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 13:44:31, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 1.4108, loss: 1.4108 2023-12-19 19:33:20,422 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 13:44:09, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.3920, loss: 1.3920 2023-12-19 19:33:43,453 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 13:43:47, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 1.4027, loss: 1.4027 2023-12-19 19:34:06,353 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 13:43:24, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 1.4702, loss: 1.4702 2023-12-19 19:34:28,856 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 13:43:01, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 1.3898, loss: 1.3898 2023-12-19 19:34:51,700 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 13:42:39, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 1.4027, loss: 1.4027 2023-12-19 19:35:14,129 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 13:42:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9706, loss_cls: 1.4093, loss: 1.4093 2023-12-19 19:35:36,932 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 13:41:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 1.3943, loss: 1.3943 2023-12-19 19:35:59,736 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 13:41:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9744, loss_cls: 1.4051, loss: 1.4051 2023-12-19 19:36:22,633 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 13:41:08, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 1.4418, loss: 1.4418 2023-12-19 19:36:45,599 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 13:40:46, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 1.4342, loss: 1.4342 2023-12-19 19:37:08,357 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 13:40:23, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 1.3850, loss: 1.3850 2023-12-19 19:37:31,222 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 13:40:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.4005, loss: 1.4005 2023-12-19 19:37:54,049 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 13:39:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 1.4281, loss: 1.4281 2023-12-19 19:38:16,975 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 13:39:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9675, loss_cls: 1.4592, loss: 1.4592 2023-12-19 19:38:39,559 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 13:38:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 1.4436, loss: 1.4436 2023-12-19 19:38:49,348 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-19 19:42:10,083 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 19:42:10,585 - pyskl - INFO - top1_acc 0.7900 top5_acc 0.9608 2023-12-19 19:42:10,601 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7900, top5_acc: 0.9608 2023-12-19 19:43:04,751 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 13:38:34, time: 0.541, data_time: 0.318, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 1.3819, loss: 1.3819 2023-12-19 19:43:27,033 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 13:38:11, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 1.3486, loss: 1.3486 2023-12-19 19:43:49,435 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 13:37:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9700, loss_cls: 1.4571, loss: 1.4571 2023-12-19 19:44:12,018 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 13:37:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 1.4262, loss: 1.4262 2023-12-19 19:44:34,593 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 13:37:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 1.3853, loss: 1.3853 2023-12-19 19:44:56,875 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 13:36:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 1.3743, loss: 1.3743 2023-12-19 19:45:19,445 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 13:36:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 1.3915, loss: 1.3915 2023-12-19 19:45:42,039 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 13:35:54, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 1.3707, loss: 1.3707 2023-12-19 19:46:04,555 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 13:35:32, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.4212, loss: 1.4212 2023-12-19 19:46:27,200 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 13:35:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 1.4586, loss: 1.4586 2023-12-19 19:46:49,617 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 13:34:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 1.4375, loss: 1.4375 2023-12-19 19:47:12,072 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 13:34:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 1.3643, loss: 1.3643 2023-12-19 19:47:34,838 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 13:34:01, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 1.3498, loss: 1.3498 2023-12-19 19:47:57,988 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 13:33:38, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 1.4026, loss: 1.4026 2023-12-19 19:48:20,919 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 13:33:16, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 1.3645, loss: 1.3645 2023-12-19 19:48:43,904 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 13:32:53, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.3943, loss: 1.3943 2023-12-19 19:49:06,698 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 13:32:31, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 1.4169, loss: 1.4169 2023-12-19 19:49:29,687 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 13:32:08, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 1.4527, loss: 1.4527 2023-12-19 19:49:52,644 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 13:31:46, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 1.3887, loss: 1.3887 2023-12-19 19:50:15,523 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 13:31:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 1.4212, loss: 1.4212 2023-12-19 19:50:38,296 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 13:31:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9731, loss_cls: 1.4101, loss: 1.4101 2023-12-19 19:51:01,081 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 13:30:38, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 1.3986, loss: 1.3986 2023-12-19 19:51:24,038 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 13:30:15, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 1.4545, loss: 1.4545 2023-12-19 19:51:47,151 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 13:29:53, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9663, loss_cls: 1.4670, loss: 1.4670 2023-12-19 19:52:10,078 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 13:29:30, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 1.4196, loss: 1.4196 2023-12-19 19:52:32,347 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 13:29:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 1.4128, loss: 1.4128 2023-12-19 19:52:55,114 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 13:28:45, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9725, loss_cls: 1.4524, loss: 1.4524 2023-12-19 19:53:18,164 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 13:28:22, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 1.4157, loss: 1.4157 2023-12-19 19:53:41,282 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 13:28:00, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 1.4288, loss: 1.4288 2023-12-19 19:54:04,173 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 13:27:37, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 1.4365, loss: 1.4365 2023-12-19 19:54:27,410 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 13:27:15, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 1.4357, loss: 1.4357 2023-12-19 19:54:50,766 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 13:26:53, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 1.4134, loss: 1.4134 2023-12-19 19:55:13,745 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 13:26:30, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 1.4296, loss: 1.4296 2023-12-19 19:55:36,431 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 13:26:08, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 1.4072, loss: 1.4072 2023-12-19 19:55:59,190 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 13:25:45, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9688, loss_cls: 1.4144, loss: 1.4144 2023-12-19 19:56:21,990 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 13:25:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 1.4287, loss: 1.4287 2023-12-19 19:56:44,965 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 13:25:00, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 1.4624, loss: 1.4624 2023-12-19 19:57:07,663 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 13:24:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9712, loss_cls: 1.4379, loss: 1.4379 2023-12-19 19:57:29,954 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 13:24:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 1.4601, loss: 1.4601 2023-12-19 19:57:39,966 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-19 20:00:57,713 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:00:58,197 - pyskl - INFO - top1_acc 0.8119 top5_acc 0.9665 2023-12-19 20:00:58,202 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_94.pth was removed 2023-12-19 20:00:58,366 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. 2023-12-19 20:00:58,367 - pyskl - INFO - Best top1_acc is 0.8119 at 96 epoch. 2023-12-19 20:00:58,383 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8119, top5_acc: 0.9665 2023-12-19 20:01:53,463 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 13:23:56, time: 0.551, data_time: 0.330, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 1.3821, loss: 1.3821 2023-12-19 20:02:15,169 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 13:23:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 1.3564, loss: 1.3564 2023-12-19 20:02:37,324 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 13:23:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9794, loss_cls: 1.3562, loss: 1.3562 2023-12-19 20:02:59,680 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 13:22:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 1.3455, loss: 1.3455 2023-12-19 20:03:21,625 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 13:22:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9794, loss_cls: 1.3315, loss: 1.3315 2023-12-19 20:03:43,746 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 13:22:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 1.3500, loss: 1.3500 2023-12-19 20:04:06,659 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 13:21:38, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 1.3858, loss: 1.3858 2023-12-19 20:04:29,418 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 13:21:15, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9775, loss_cls: 1.3813, loss: 1.3813 2023-12-19 20:04:51,861 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 13:20:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 1.3949, loss: 1.3949 2023-12-19 20:05:14,426 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 13:20:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 1.3969, loss: 1.3969 2023-12-19 20:05:36,862 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 13:20:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.4056, loss: 1.4056 2023-12-19 20:05:59,211 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 13:19:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 1.4169, loss: 1.4169 2023-12-19 20:06:22,052 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 13:19:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 1.3700, loss: 1.3700 2023-12-19 20:06:44,966 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 13:18:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9738, loss_cls: 1.3966, loss: 1.3966 2023-12-19 20:07:07,901 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 13:18:36, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 1.3847, loss: 1.3847 2023-12-19 20:07:31,090 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 13:18:14, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 1.4444, loss: 1.4444 2023-12-19 20:07:54,122 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 13:17:51, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 1.4012, loss: 1.4012 2023-12-19 20:08:16,979 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 13:17:29, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9794, loss_cls: 1.3768, loss: 1.3768 2023-12-19 20:08:40,011 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 13:17:06, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 1.3807, loss: 1.3807 2023-12-19 20:09:02,589 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 13:16:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 1.4302, loss: 1.4302 2023-12-19 20:09:25,497 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 13:16:21, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.4125, loss: 1.4125 2023-12-19 20:09:48,216 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 13:15:58, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 1.4349, loss: 1.4349 2023-12-19 20:10:11,336 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 13:15:36, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 1.4331, loss: 1.4331 2023-12-19 20:10:34,580 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 13:15:14, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9706, loss_cls: 1.4033, loss: 1.4033 2023-12-19 20:10:57,360 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 13:14:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 1.3979, loss: 1.3979 2023-12-19 20:11:20,116 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 13:14:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 1.4257, loss: 1.4257 2023-12-19 20:11:42,716 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 13:14:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.4104, loss: 1.4104 2023-12-19 20:12:05,567 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 13:13:43, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 1.4308, loss: 1.4308 2023-12-19 20:12:28,314 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 13:13:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9769, loss_cls: 1.4243, loss: 1.4243 2023-12-19 20:12:51,446 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 13:12:58, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9738, loss_cls: 1.3870, loss: 1.3870 2023-12-19 20:13:14,197 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 13:12:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 1.4407, loss: 1.4407 2023-12-19 20:13:37,218 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 13:12:13, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 1.4072, loss: 1.4072 2023-12-19 20:14:00,212 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 13:11:50, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.3557, loss: 1.3557 2023-12-19 20:14:23,024 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 13:11:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9750, loss_cls: 1.4125, loss: 1.4125 2023-12-19 20:14:45,860 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 13:11:05, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 1.3857, loss: 1.3857 2023-12-19 20:15:08,680 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 13:10:42, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 1.4610, loss: 1.4610 2023-12-19 20:15:31,671 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 13:10:20, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.4070, loss: 1.4070 2023-12-19 20:15:54,584 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 13:09:57, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9738, loss_cls: 1.4165, loss: 1.4165 2023-12-19 20:16:17,580 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 13:09:35, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 1.4835, loss: 1.4835 2023-12-19 20:16:27,831 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-19 20:19:48,557 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:19:49,072 - pyskl - INFO - top1_acc 0.8112 top5_acc 0.9667 2023-12-19 20:19:49,088 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8112, top5_acc: 0.9667 2023-12-19 20:20:41,915 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 13:09:15, time: 0.528, data_time: 0.306, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.3807, loss: 1.3807 2023-12-19 20:21:04,485 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 13:08:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 1.3707, loss: 1.3707 2023-12-19 20:21:27,097 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 13:08:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.4132, loss: 1.4132 2023-12-19 20:21:49,523 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 13:08:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 1.3819, loss: 1.3819 2023-12-19 20:22:12,085 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 13:07:44, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 1.3491, loss: 1.3491 2023-12-19 20:22:34,820 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 13:07:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 1.3660, loss: 1.3660 2023-12-19 20:22:57,289 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 13:06:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9756, loss_cls: 1.3964, loss: 1.3964 2023-12-19 20:23:19,750 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 13:06:35, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 1.3734, loss: 1.3734 2023-12-19 20:23:42,304 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 13:06:12, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 1.4080, loss: 1.4080 2023-12-19 20:24:04,841 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 13:05:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 1.3684, loss: 1.3684 2023-12-19 20:24:27,740 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 13:05:27, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 1.3931, loss: 1.3931 2023-12-19 20:24:50,615 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 13:05:05, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 1.3737, loss: 1.3737 2023-12-19 20:25:13,824 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 13:04:42, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.3681, loss: 1.3681 2023-12-19 20:25:36,446 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 13:04:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9756, loss_cls: 1.3697, loss: 1.3697 2023-12-19 20:25:58,678 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 13:03:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 1.3846, loss: 1.3846 2023-12-19 20:26:21,779 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 13:03:34, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 1.4202, loss: 1.4202 2023-12-19 20:26:44,633 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 13:03:11, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 1.3845, loss: 1.3845 2023-12-19 20:27:06,554 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 13:02:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 1.3426, loss: 1.3426 2023-12-19 20:27:29,010 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 13:02:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 1.3807, loss: 1.3807 2023-12-19 20:27:51,694 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 13:02:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 1.4398, loss: 1.4398 2023-12-19 20:28:14,487 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 13:01:40, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 1.4342, loss: 1.4342 2023-12-19 20:28:37,497 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 13:01:18, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 1.4153, loss: 1.4153 2023-12-19 20:29:00,166 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 13:00:55, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 1.3798, loss: 1.3798 2023-12-19 20:29:22,718 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 13:00:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 1.4259, loss: 1.4259 2023-12-19 20:29:45,549 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 13:00:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 1.3895, loss: 1.3895 2023-12-19 20:30:08,630 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 12:59:47, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9775, loss_cls: 1.3729, loss: 1.3729 2023-12-19 20:30:31,560 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 12:59:25, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 1.3725, loss: 1.3725 2023-12-19 20:30:54,464 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 12:59:02, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 1.3954, loss: 1.3954 2023-12-19 20:31:17,018 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 12:58:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 1.4206, loss: 1.4206 2023-12-19 20:31:39,768 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 12:58:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9769, loss_cls: 1.3758, loss: 1.3758 2023-12-19 20:32:02,733 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 12:57:54, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 1.4120, loss: 1.4120 2023-12-19 20:32:25,091 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 12:57:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 1.4095, loss: 1.4095 2023-12-19 20:32:47,605 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 12:57:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.3870, loss: 1.3870 2023-12-19 20:33:10,521 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 12:56:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 1.3653, loss: 1.3653 2023-12-19 20:33:33,592 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 12:56:23, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9756, loss_cls: 1.4173, loss: 1.4173 2023-12-19 20:33:56,444 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 12:56:01, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 1.3948, loss: 1.3948 2023-12-19 20:34:19,373 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 12:55:38, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 1.4670, loss: 1.4670 2023-12-19 20:34:41,900 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 12:55:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9762, loss_cls: 1.3993, loss: 1.3993 2023-12-19 20:35:04,742 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 12:54:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 1.4711, loss: 1.4711 2023-12-19 20:35:14,982 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-19 20:38:34,935 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:38:35,445 - pyskl - INFO - top1_acc 0.8151 top5_acc 0.9692 2023-12-19 20:38:35,450 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_96.pth was removed 2023-12-19 20:38:35,669 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. 2023-12-19 20:38:35,672 - pyskl - INFO - Best top1_acc is 0.8151 at 98 epoch. 2023-12-19 20:38:35,692 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8151, top5_acc: 0.9692 2023-12-19 20:39:30,594 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 12:54:33, time: 0.549, data_time: 0.324, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 1.3611, loss: 1.3611 2023-12-19 20:39:53,256 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 12:54:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 1.3387, loss: 1.3387 2023-12-19 20:40:15,630 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 12:53:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 1.3918, loss: 1.3918 2023-12-19 20:40:38,016 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 12:53:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 1.3961, loss: 1.3961 2023-12-19 20:41:00,309 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 12:53:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 1.3616, loss: 1.3616 2023-12-19 20:41:22,834 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 12:52:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 1.3912, loss: 1.3912 2023-12-19 20:41:45,434 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 12:52:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 1.4081, loss: 1.4081 2023-12-19 20:42:07,854 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 12:51:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.3718, loss: 1.3718 2023-12-19 20:42:30,311 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 12:51:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 1.3847, loss: 1.3847 2023-12-19 20:42:53,165 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 12:51:08, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 1.3630, loss: 1.3630 2023-12-19 20:43:15,949 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 12:50:45, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.4181, loss: 1.4181 2023-12-19 20:43:38,497 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 12:50:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 1.3422, loss: 1.3422 2023-12-19 20:44:00,728 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 12:50:00, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 1.3749, loss: 1.3749 2023-12-19 20:44:23,354 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 12:49:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 1.3679, loss: 1.3679 2023-12-19 20:44:46,029 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 12:49:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 1.3752, loss: 1.3752 2023-12-19 20:45:08,607 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 12:48:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9725, loss_cls: 1.3812, loss: 1.3812 2023-12-19 20:45:30,957 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 12:48:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 1.4051, loss: 1.4051 2023-12-19 20:45:54,044 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 12:48:06, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 1.4137, loss: 1.4137 2023-12-19 20:46:16,953 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 12:47:44, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 1.3891, loss: 1.3891 2023-12-19 20:46:39,675 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 12:47:21, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 1.3884, loss: 1.3884 2023-12-19 20:47:02,556 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 12:46:58, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 1.3963, loss: 1.3963 2023-12-19 20:47:25,493 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 12:46:36, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 1.3578, loss: 1.3578 2023-12-19 20:47:48,252 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 12:46:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 1.4066, loss: 1.4066 2023-12-19 20:48:11,024 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 12:45:50, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9769, loss_cls: 1.3827, loss: 1.3827 2023-12-19 20:48:34,262 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 12:45:28, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 1.4080, loss: 1.4080 2023-12-19 20:48:57,286 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 12:45:06, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 1.3885, loss: 1.3885 2023-12-19 20:49:19,991 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 12:44:43, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9762, loss_cls: 1.3873, loss: 1.3873 2023-12-19 20:49:42,966 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 12:44:20, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 1.3752, loss: 1.3752 2023-12-19 20:50:06,102 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 12:43:58, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9725, loss_cls: 1.4188, loss: 1.4188 2023-12-19 20:50:28,785 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 12:43:35, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 1.3610, loss: 1.3610 2023-12-19 20:50:51,102 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 12:43:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 1.3710, loss: 1.3710 2023-12-19 20:51:13,734 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 12:42:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 1.4050, loss: 1.4050 2023-12-19 20:51:37,169 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 12:42:27, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 1.3657, loss: 1.3657 2023-12-19 20:52:00,037 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 12:42:05, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 1.4386, loss: 1.4386 2023-12-19 20:52:22,508 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 12:41:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 1.4004, loss: 1.4004 2023-12-19 20:52:44,357 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 12:41:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.3820, loss: 1.3820 2023-12-19 20:53:06,911 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 12:40:56, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 1.3538, loss: 1.3538 2023-12-19 20:53:30,302 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 12:40:34, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 1.4221, loss: 1.4221 2023-12-19 20:53:53,089 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 12:40:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 1.3728, loss: 1.3728 2023-12-19 20:54:03,080 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-19 20:57:23,682 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:57:24,359 - pyskl - INFO - top1_acc 0.8017 top5_acc 0.9650 2023-12-19 20:57:24,382 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8017, top5_acc: 0.9650 2023-12-19 20:58:21,919 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 12:39:52, time: 0.575, data_time: 0.351, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 1.3671, loss: 1.3671 2023-12-19 20:58:44,368 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 12:39:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9788, loss_cls: 1.3310, loss: 1.3310 2023-12-19 20:59:06,940 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 12:39:07, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 1.3573, loss: 1.3573 2023-12-19 20:59:29,373 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 12:38:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.3457, loss: 1.3457 2023-12-19 20:59:51,761 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 12:38:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 1.3534, loss: 1.3534 2023-12-19 21:00:14,139 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 12:37:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 1.3846, loss: 1.3846 2023-12-19 21:00:36,565 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 12:37:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9775, loss_cls: 1.3658, loss: 1.3658 2023-12-19 21:00:59,041 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 12:37:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 1.3704, loss: 1.3704 2023-12-19 21:01:21,749 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 12:36:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 1.3948, loss: 1.3948 2023-12-19 21:01:44,125 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 12:36:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 1.3327, loss: 1.3327 2023-12-19 21:02:06,630 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 12:36:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 1.3691, loss: 1.3691 2023-12-19 21:02:29,491 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 12:35:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 1.3746, loss: 1.3746 2023-12-19 21:02:52,059 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 12:35:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.3520, loss: 1.3520 2023-12-19 21:03:15,083 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 12:34:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 1.3520, loss: 1.3520 2023-12-19 21:03:37,951 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 12:34:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9769, loss_cls: 1.3829, loss: 1.3829 2023-12-19 21:04:00,660 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 12:34:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 1.3792, loss: 1.3792 2023-12-19 21:04:23,667 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 12:33:48, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9781, loss_cls: 1.3776, loss: 1.3776 2023-12-19 21:04:46,536 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 12:33:26, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 1.3492, loss: 1.3492 2023-12-19 21:05:09,153 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 12:33:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 1.3754, loss: 1.3754 2023-12-19 21:05:31,286 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 12:32:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 1.3426, loss: 1.3426 2023-12-19 21:05:54,063 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 12:32:17, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 1.4016, loss: 1.4016 2023-12-19 21:06:16,868 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 12:31:55, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 1.3797, loss: 1.3797 2023-12-19 21:06:39,646 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 12:31:32, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 1.4224, loss: 1.4224 2023-12-19 21:07:01,625 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 12:31:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 1.3582, loss: 1.3582 2023-12-19 21:07:24,311 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 12:30:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 1.3925, loss: 1.3925 2023-12-19 21:07:47,071 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 12:30:24, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 1.3708, loss: 1.3708 2023-12-19 21:08:10,217 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 12:30:01, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 1.4000, loss: 1.4000 2023-12-19 21:08:33,096 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 12:29:39, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 1.3757, loss: 1.3757 2023-12-19 21:08:55,682 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 12:29:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9769, loss_cls: 1.3741, loss: 1.3741 2023-12-19 21:09:18,443 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 12:28:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 1.4054, loss: 1.4054 2023-12-19 21:09:41,408 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 12:28:31, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9756, loss_cls: 1.4214, loss: 1.4214 2023-12-19 21:10:04,184 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 12:28:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9800, loss_cls: 1.3486, loss: 1.3486 2023-12-19 21:10:26,889 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 12:27:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9781, loss_cls: 1.3996, loss: 1.3996 2023-12-19 21:10:49,453 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 12:27:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 1.4325, loss: 1.4325 2023-12-19 21:11:12,525 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 12:27:00, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 1.3680, loss: 1.3680 2023-12-19 21:11:35,180 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 12:26:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.4094, loss: 1.4094 2023-12-19 21:11:57,814 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 12:26:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9725, loss_cls: 1.3841, loss: 1.3841 2023-12-19 21:12:20,432 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 12:25:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9712, loss_cls: 1.4125, loss: 1.4125 2023-12-19 21:12:43,310 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 12:25:29, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 1.3662, loss: 1.3662 2023-12-19 21:12:53,479 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-19 21:16:13,650 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 21:16:14,162 - pyskl - INFO - top1_acc 0.8164 top5_acc 0.9688 2023-12-19 21:16:14,168 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_98.pth was removed 2023-12-19 21:16:14,351 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2023-12-19 21:16:14,353 - pyskl - INFO - Best top1_acc is 0.8164 at 100 epoch. 2023-12-19 21:16:14,370 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8164, top5_acc: 0.9688 2023-12-19 21:17:07,780 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 12:25:08, time: 0.534, data_time: 0.311, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 1.3458, loss: 1.3458 2023-12-19 21:17:30,062 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 12:24:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 1.3456, loss: 1.3456 2023-12-19 21:17:52,465 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 12:24:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 1.3174, loss: 1.3174 2023-12-19 21:18:14,849 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 12:23:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9769, loss_cls: 1.3728, loss: 1.3728 2023-12-19 21:18:37,256 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 12:23:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 1.3354, loss: 1.3354 2023-12-19 21:18:59,730 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 12:23:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.3475, loss: 1.3475 2023-12-19 21:19:22,325 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 12:22:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 1.3718, loss: 1.3718 2023-12-19 21:19:44,953 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 12:22:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 1.3510, loss: 1.3510 2023-12-19 21:20:07,734 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 12:22:06, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 1.3548, loss: 1.3548 2023-12-19 21:20:30,359 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 12:21:43, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.3998, loss: 1.3998 2023-12-19 21:20:52,608 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 12:21:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 1.3985, loss: 1.3985 2023-12-19 21:21:15,496 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 12:20:57, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 1.3568, loss: 1.3568 2023-12-19 21:21:37,819 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 12:20:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 1.3976, loss: 1.3976 2023-12-19 21:22:00,285 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 12:20:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 1.3617, loss: 1.3617 2023-12-19 21:22:22,769 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 12:19:49, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 1.3487, loss: 1.3487 2023-12-19 21:22:45,392 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 12:19:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 1.3183, loss: 1.3183 2023-12-19 21:23:08,339 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 12:19:03, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 1.3349, loss: 1.3349 2023-12-19 21:23:31,242 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 12:18:41, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9775, loss_cls: 1.3489, loss: 1.3489 2023-12-19 21:23:54,173 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 12:18:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9819, loss_cls: 1.3288, loss: 1.3288 2023-12-19 21:24:17,091 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 12:17:56, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 1.3365, loss: 1.3365 2023-12-19 21:24:39,835 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 12:17:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9750, loss_cls: 1.3912, loss: 1.3912 2023-12-19 21:25:02,548 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 12:17:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 1.3578, loss: 1.3578 2023-12-19 21:25:25,419 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 12:16:48, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9781, loss_cls: 1.3629, loss: 1.3629 2023-12-19 21:25:48,039 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 12:16:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 1.3559, loss: 1.3559 2023-12-19 21:26:10,386 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 12:16:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 1.3356, loss: 1.3356 2023-12-19 21:26:32,932 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 12:15:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9769, loss_cls: 1.3519, loss: 1.3519 2023-12-19 21:26:55,646 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 12:15:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9806, loss_cls: 1.3382, loss: 1.3382 2023-12-19 21:27:17,996 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 12:14:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 1.3973, loss: 1.3973 2023-12-19 21:27:40,586 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 12:14:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9806, loss_cls: 1.3525, loss: 1.3525 2023-12-19 21:28:02,687 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 12:14:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 1.3860, loss: 1.3860 2023-12-19 21:28:25,780 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 12:13:45, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 1.3846, loss: 1.3846 2023-12-19 21:28:48,867 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 12:13:23, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 1.4018, loss: 1.4018 2023-12-19 21:29:11,316 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 12:13:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9731, loss_cls: 1.4145, loss: 1.4145 2023-12-19 21:29:33,841 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 12:12:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 1.4178, loss: 1.4178 2023-12-19 21:29:56,398 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 12:12:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 1.3522, loss: 1.3522 2023-12-19 21:30:19,322 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 12:11:52, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.3869, loss: 1.3869 2023-12-19 21:30:41,519 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 12:11:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 1.3781, loss: 1.3781 2023-12-19 21:31:03,241 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 12:11:06, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 1.3995, loss: 1.3995 2023-12-19 21:31:25,424 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 12:10:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9781, loss_cls: 1.3842, loss: 1.3842 2023-12-19 21:31:35,417 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-19 21:34:54,670 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 21:34:55,335 - pyskl - INFO - top1_acc 0.7942 top5_acc 0.9610 2023-12-19 21:34:55,352 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7942, top5_acc: 0.9610 2023-12-19 21:35:50,107 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 12:10:22, time: 0.547, data_time: 0.325, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 1.3127, loss: 1.3127 2023-12-19 21:36:12,501 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 12:09:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 1.3280, loss: 1.3280 2023-12-19 21:36:34,941 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 12:09:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.3005, loss: 1.3005 2023-12-19 21:36:57,673 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 12:09:14, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 1.3176, loss: 1.3176 2023-12-19 21:37:20,328 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 12:08:51, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 1.3442, loss: 1.3442 2023-12-19 21:37:42,992 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 12:08:28, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 1.3340, loss: 1.3340 2023-12-19 21:38:05,619 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 12:08:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9800, loss_cls: 1.3411, loss: 1.3411 2023-12-19 21:38:28,010 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 12:07:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 1.3706, loss: 1.3706 2023-12-19 21:38:50,447 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 12:07:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 1.3514, loss: 1.3514 2023-12-19 21:39:13,162 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 12:06:57, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 1.3636, loss: 1.3636 2023-12-19 21:39:35,886 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 12:06:34, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.3672, loss: 1.3672 2023-12-19 21:39:58,663 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 12:06:12, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 1.3305, loss: 1.3305 2023-12-19 21:40:21,453 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 12:05:49, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 1.3708, loss: 1.3708 2023-12-19 21:40:44,512 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 12:05:26, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 1.3646, loss: 1.3646 2023-12-19 21:41:07,487 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 12:05:04, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 1.3689, loss: 1.3689 2023-12-19 21:41:30,460 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 12:04:41, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 1.3456, loss: 1.3456 2023-12-19 21:41:52,817 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 12:04:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9800, loss_cls: 1.3418, loss: 1.3418 2023-12-19 21:42:16,012 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 12:03:56, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 1.3785, loss: 1.3785 2023-12-19 21:42:38,957 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 12:03:33, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 1.3712, loss: 1.3712 2023-12-19 21:43:02,184 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 12:03:11, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 1.3553, loss: 1.3553 2023-12-19 21:43:25,455 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 12:02:48, time: 0.233, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 1.3228, loss: 1.3228 2023-12-19 21:43:48,143 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 12:02:26, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 1.3902, loss: 1.3902 2023-12-19 21:44:10,888 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 12:02:03, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 1.3337, loss: 1.3337 2023-12-19 21:44:33,535 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 12:01:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 1.3623, loss: 1.3623 2023-12-19 21:44:56,365 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 12:01:18, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 1.3670, loss: 1.3670 2023-12-19 21:45:19,723 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 12:00:55, time: 0.234, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.3879, loss: 1.3879 2023-12-19 21:45:42,329 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 12:00:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 1.3718, loss: 1.3718 2023-12-19 21:46:05,150 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 12:00:10, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 1.3559, loss: 1.3559 2023-12-19 21:46:27,921 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 11:59:47, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 1.3609, loss: 1.3609 2023-12-19 21:46:50,767 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 11:59:24, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 1.3809, loss: 1.3809 2023-12-19 21:47:13,549 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 11:59:02, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 1.3598, loss: 1.3598 2023-12-19 21:47:36,183 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 11:58:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.3340, loss: 1.3340 2023-12-19 21:47:58,827 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 11:58:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 1.3104, loss: 1.3104 2023-12-19 21:48:21,575 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 11:57:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9756, loss_cls: 1.4012, loss: 1.4012 2023-12-19 21:48:44,087 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 11:57:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 1.3627, loss: 1.3627 2023-12-19 21:49:06,209 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 11:57:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 1.4143, loss: 1.4143 2023-12-19 21:49:28,718 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 11:56:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9756, loss_cls: 1.4008, loss: 1.4008 2023-12-19 21:49:51,594 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 11:56:22, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 1.3975, loss: 1.3975 2023-12-19 21:50:14,490 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 11:56:00, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 1.4018, loss: 1.4018 2023-12-19 21:50:24,961 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-19 21:53:43,930 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 21:53:44,596 - pyskl - INFO - top1_acc 0.8106 top5_acc 0.9651 2023-12-19 21:53:44,614 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.8106, top5_acc: 0.9651 2023-12-19 21:54:40,826 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 11:55:39, time: 0.562, data_time: 0.337, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 1.3353, loss: 1.3353 2023-12-19 21:55:03,046 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 11:55:16, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9812, loss_cls: 1.3452, loss: 1.3452 2023-12-19 21:55:25,211 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 11:54:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 1.3283, loss: 1.3283 2023-12-19 21:55:47,794 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 11:54:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9800, loss_cls: 1.3272, loss: 1.3272 2023-12-19 21:56:10,562 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 11:54:08, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.3207, loss: 1.3207 2023-12-19 21:56:33,064 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 11:53:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 1.3373, loss: 1.3373 2023-12-19 21:56:55,569 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 11:53:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.3328, loss: 1.3328 2023-12-19 21:57:18,434 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 11:53:00, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 1.3342, loss: 1.3342 2023-12-19 21:57:41,086 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 11:52:37, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 1.3446, loss: 1.3446 2023-12-19 21:58:03,541 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 11:52:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9788, loss_cls: 1.3668, loss: 1.3668 2023-12-19 21:58:25,953 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 11:51:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 1.3614, loss: 1.3614 2023-12-19 21:58:48,727 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 11:51:29, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.3724, loss: 1.3724 2023-12-19 21:59:11,291 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 11:51:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2827, loss: 1.2827 2023-12-19 21:59:33,959 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 11:50:43, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 1.3369, loss: 1.3369 2023-12-19 21:59:56,611 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 11:50:20, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 1.3121, loss: 1.3121 2023-12-19 22:00:19,409 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 11:49:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 1.3813, loss: 1.3813 2023-12-19 22:00:42,437 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 11:49:35, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 1.3443, loss: 1.3443 2023-12-19 22:01:05,455 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 11:49:12, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 1.2882, loss: 1.2882 2023-12-19 22:01:27,615 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 11:48:50, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.2983, loss: 1.2983 2023-12-19 22:01:50,218 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 11:48:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 1.3397, loss: 1.3397 2023-12-19 22:02:13,148 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 11:48:04, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 1.3347, loss: 1.3347 2023-12-19 22:02:35,925 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 11:47:41, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 1.3119, loss: 1.3119 2023-12-19 22:02:58,827 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 11:47:19, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 1.3856, loss: 1.3856 2023-12-19 22:03:21,579 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 11:46:56, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 1.3522, loss: 1.3522 2023-12-19 22:03:44,705 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 11:46:34, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 1.3273, loss: 1.3273 2023-12-19 22:04:07,524 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 11:46:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 1.3219, loss: 1.3219 2023-12-19 22:04:30,663 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 11:45:48, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.3654, loss: 1.3654 2023-12-19 22:04:53,449 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 11:45:26, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9800, loss_cls: 1.3504, loss: 1.3504 2023-12-19 22:05:16,399 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 11:45:03, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 1.3383, loss: 1.3383 2023-12-19 22:05:39,384 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 11:44:40, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 1.3539, loss: 1.3539 2023-12-19 22:06:02,332 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 11:44:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9756, loss_cls: 1.3775, loss: 1.3775 2023-12-19 22:06:25,276 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 11:43:55, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9788, loss_cls: 1.3546, loss: 1.3546 2023-12-19 22:06:47,950 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 11:43:33, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 1.3628, loss: 1.3628 2023-12-19 22:07:10,534 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 11:43:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9706, loss_cls: 1.4402, loss: 1.4402 2023-12-19 22:07:32,931 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 11:42:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 1.3948, loss: 1.3948 2023-12-19 22:07:55,132 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 11:42:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 1.3720, loss: 1.3720 2023-12-19 22:08:17,781 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 11:42:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 1.4074, loss: 1.4074 2023-12-19 22:08:40,244 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 11:41:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 1.3652, loss: 1.3652 2023-12-19 22:09:03,135 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 11:41:16, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9769, loss_cls: 1.3691, loss: 1.3691 2023-12-19 22:09:13,500 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-19 22:12:31,671 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 22:12:32,337 - pyskl - INFO - top1_acc 0.8096 top5_acc 0.9662 2023-12-19 22:12:32,355 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8096, top5_acc: 0.9662 2023-12-19 22:13:26,453 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 11:40:54, time: 0.541, data_time: 0.319, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 1.3095, loss: 1.3095 2023-12-19 22:13:48,676 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 11:40:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9819, loss_cls: 1.3187, loss: 1.3187 2023-12-19 22:14:11,269 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 11:40:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9819, loss_cls: 1.3077, loss: 1.3077 2023-12-19 22:14:33,973 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 11:39:46, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 1.2818, loss: 1.2818 2023-12-19 22:14:56,712 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 11:39:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9838, loss_cls: 1.2882, loss: 1.2882 2023-12-19 22:15:19,486 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 11:39:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 1.2854, loss: 1.2854 2023-12-19 22:15:42,338 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 11:38:38, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 1.3130, loss: 1.3130 2023-12-19 22:16:05,048 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 11:38:15, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 1.3351, loss: 1.3351 2023-12-19 22:16:27,201 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 11:37:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 1.3251, loss: 1.3251 2023-12-19 22:16:49,285 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 11:37:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9794, loss_cls: 1.3476, loss: 1.3476 2023-12-19 22:17:11,886 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 11:37:06, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 1.3284, loss: 1.3284 2023-12-19 22:17:34,742 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 11:36:43, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9819, loss_cls: 1.3364, loss: 1.3364 2023-12-19 22:17:57,657 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 11:36:21, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 1.3270, loss: 1.3270 2023-12-19 22:18:20,430 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 11:35:58, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 1.3153, loss: 1.3153 2023-12-19 22:18:43,366 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 11:35:35, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 1.2845, loss: 1.2845 2023-12-19 22:19:06,138 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 11:35:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 1.3399, loss: 1.3399 2023-12-19 22:19:28,853 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 11:34:50, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 1.3004, loss: 1.3004 2023-12-19 22:19:51,515 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 11:34:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 1.3100, loss: 1.3100 2023-12-19 22:20:14,116 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 11:34:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 1.3459, loss: 1.3459 2023-12-19 22:20:36,684 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 11:33:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 1.3425, loss: 1.3425 2023-12-19 22:20:59,009 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 11:33:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 1.3893, loss: 1.3893 2023-12-19 22:21:21,453 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 11:32:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9806, loss_cls: 1.3314, loss: 1.3314 2023-12-19 22:21:44,005 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 11:32:33, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 1.3568, loss: 1.3568 2023-12-19 22:22:06,643 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 11:32:10, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 1.3596, loss: 1.3596 2023-12-19 22:22:29,735 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 11:31:48, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 1.3251, loss: 1.3251 2023-12-19 22:22:52,687 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 11:31:25, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9812, loss_cls: 1.3110, loss: 1.3110 2023-12-19 22:23:15,282 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 11:31:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 1.2941, loss: 1.2941 2023-12-19 22:23:38,218 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 11:30:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 1.3655, loss: 1.3655 2023-12-19 22:24:00,924 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 11:30:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 1.3084, loss: 1.3084 2023-12-19 22:24:23,533 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 11:29:54, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9825, loss_cls: 1.3397, loss: 1.3397 2023-12-19 22:24:46,230 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 11:29:32, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 1.3189, loss: 1.3189 2023-12-19 22:25:09,202 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 11:29:09, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 1.3639, loss: 1.3639 2023-12-19 22:25:31,968 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 11:28:46, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 1.3536, loss: 1.3536 2023-12-19 22:25:54,372 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 11:28:23, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9756, loss_cls: 1.3618, loss: 1.3618 2023-12-19 22:26:16,934 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 11:28:01, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9806, loss_cls: 1.3304, loss: 1.3304 2023-12-19 22:26:39,486 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 11:27:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 1.3884, loss: 1.3884 2023-12-19 22:27:01,905 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 11:27:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.3619, loss: 1.3619 2023-12-19 22:27:24,462 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 11:26:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9800, loss_cls: 1.3501, loss: 1.3501 2023-12-19 22:27:47,225 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 11:26:29, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 1.3231, loss: 1.3231 2023-12-19 22:27:56,939 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-19 22:31:16,568 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 22:31:17,240 - pyskl - INFO - top1_acc 0.8100 top5_acc 0.9661 2023-12-19 22:31:17,258 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.8100, top5_acc: 0.9661 2023-12-19 22:32:10,783 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 11:26:07, time: 0.535, data_time: 0.314, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 1.2873, loss: 1.2873 2023-12-19 22:32:33,211 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 11:25:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9806, loss_cls: 1.3214, loss: 1.3214 2023-12-19 22:32:55,421 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 11:25:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 1.3163, loss: 1.3163 2023-12-19 22:33:17,680 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 11:24:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 1.2813, loss: 1.2813 2023-12-19 22:33:40,028 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 11:24:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9825, loss_cls: 1.3016, loss: 1.3016 2023-12-19 22:34:02,738 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 11:24:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9806, loss_cls: 1.3201, loss: 1.3201 2023-12-19 22:34:25,150 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 11:23:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 1.3703, loss: 1.3703 2023-12-19 22:34:47,996 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 11:23:27, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9794, loss_cls: 1.3290, loss: 1.3290 2023-12-19 22:35:10,617 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 11:23:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 1.3610, loss: 1.3610 2023-12-19 22:35:33,029 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 11:22:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9762, loss_cls: 1.3659, loss: 1.3659 2023-12-19 22:35:55,528 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 11:22:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9806, loss_cls: 1.3369, loss: 1.3369 2023-12-19 22:36:17,660 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 11:21:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 1.3566, loss: 1.3566 2023-12-19 22:36:39,970 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 11:21:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 1.2995, loss: 1.2995 2023-12-19 22:37:02,477 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 11:21:10, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 1.3348, loss: 1.3348 2023-12-19 22:37:24,920 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 11:20:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9806, loss_cls: 1.3176, loss: 1.3176 2023-12-19 22:37:47,433 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 11:20:24, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 1.3035, loss: 1.3035 2023-12-19 22:38:10,019 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 11:20:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 1.3056, loss: 1.3056 2023-12-19 22:38:32,583 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 11:19:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 1.3240, loss: 1.3240 2023-12-19 22:38:55,050 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 11:19:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9800, loss_cls: 1.3375, loss: 1.3375 2023-12-19 22:39:17,825 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 11:18:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 1.3311, loss: 1.3311 2023-12-19 22:39:40,506 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 11:18:31, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 1.3320, loss: 1.3320 2023-12-19 22:40:03,028 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 11:18:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 1.3290, loss: 1.3290 2023-12-19 22:40:25,397 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 11:17:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9788, loss_cls: 1.3246, loss: 1.3246 2023-12-19 22:40:47,831 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 11:17:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 1.2752, loss: 1.2752 2023-12-19 22:41:10,462 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 11:16:59, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9819, loss_cls: 1.3216, loss: 1.3216 2023-12-19 22:41:32,917 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 11:16:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 1.3450, loss: 1.3450 2023-12-19 22:41:55,305 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 11:16:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.3517, loss: 1.3517 2023-12-19 22:42:17,631 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 11:15:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 1.3069, loss: 1.3069 2023-12-19 22:42:40,245 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 11:15:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 1.3225, loss: 1.3225 2023-12-19 22:43:02,742 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 11:15:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 1.3358, loss: 1.3358 2023-12-19 22:43:25,265 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 11:14:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 1.3438, loss: 1.3438 2023-12-19 22:43:47,863 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 11:14:19, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9806, loss_cls: 1.3430, loss: 1.3430 2023-12-19 22:44:10,318 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 11:13:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 1.3333, loss: 1.3333 2023-12-19 22:44:32,892 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 11:13:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.3407, loss: 1.3407 2023-12-19 22:44:55,325 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 11:13:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 1.3078, loss: 1.3078 2023-12-19 22:45:17,634 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 11:12:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 1.3849, loss: 1.3849 2023-12-19 22:45:39,929 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 11:12:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 1.3508, loss: 1.3508 2023-12-19 22:46:02,234 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 11:12:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 1.3453, loss: 1.3453 2023-12-19 22:46:24,916 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 11:11:39, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 1.3545, loss: 1.3545 2023-12-19 22:46:34,682 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-19 22:49:52,980 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 22:49:53,646 - pyskl - INFO - top1_acc 0.8179 top5_acc 0.9673 2023-12-19 22:49:53,652 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_100.pth was removed 2023-12-19 22:49:53,879 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. 2023-12-19 22:49:53,881 - pyskl - INFO - Best top1_acc is 0.8179 at 105 epoch. 2023-12-19 22:49:53,906 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8179, top5_acc: 0.9673 2023-12-19 22:50:46,488 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 11:11:17, time: 0.526, data_time: 0.302, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 1.3060, loss: 1.3060 2023-12-19 22:51:08,824 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 11:10:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 1.2865, loss: 1.2865 2023-12-19 22:51:31,217 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 11:10:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 1.3152, loss: 1.3152 2023-12-19 22:51:53,686 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 11:10:08, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 1.2634, loss: 1.2634 2023-12-19 22:52:16,005 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 11:09:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.2518, loss: 1.2518 2023-12-19 22:52:38,289 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 11:09:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9844, loss_cls: 1.2939, loss: 1.2939 2023-12-19 22:53:00,587 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 11:08:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.3061, loss: 1.3061 2023-12-19 22:53:22,974 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 11:08:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9794, loss_cls: 1.3150, loss: 1.3150 2023-12-19 22:53:45,397 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 11:08:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 1.3151, loss: 1.3151 2023-12-19 22:54:07,927 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 11:07:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 1.3234, loss: 1.3234 2023-12-19 22:54:30,533 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 11:07:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 1.3438, loss: 1.3438 2023-12-19 22:54:53,040 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 11:07:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 1.3148, loss: 1.3148 2023-12-19 22:55:15,437 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 11:06:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 1.2925, loss: 1.2925 2023-12-19 22:55:37,642 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 11:06:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 1.3183, loss: 1.3183 2023-12-19 22:56:00,148 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 11:05:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 1.3079, loss: 1.3079 2023-12-19 22:56:22,627 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 11:05:34, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9788, loss_cls: 1.3314, loss: 1.3314 2023-12-19 22:56:45,247 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 11:05:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9844, loss_cls: 1.2878, loss: 1.2878 2023-12-19 22:57:07,710 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 11:04:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 1.3228, loss: 1.3228 2023-12-19 22:57:30,067 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 11:04:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 1.2831, loss: 1.2831 2023-12-19 22:57:52,618 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 11:04:02, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9794, loss_cls: 1.3421, loss: 1.3421 2023-12-19 22:58:15,171 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 11:03:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 1.3018, loss: 1.3018 2023-12-19 22:58:37,798 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 11:03:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 1.3301, loss: 1.3301 2023-12-19 22:59:00,406 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 11:02:54, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 1.3042, loss: 1.3042 2023-12-19 22:59:22,808 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 11:02:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 1.3035, loss: 1.3035 2023-12-19 22:59:45,233 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 11:02:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9819, loss_cls: 1.3283, loss: 1.3283 2023-12-19 23:00:07,371 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 11:01:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 1.3188, loss: 1.3188 2023-12-19 23:00:29,969 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 11:01:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 1.3051, loss: 1.3051 2023-12-19 23:00:52,144 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 11:00:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 1.2758, loss: 1.2758 2023-12-19 23:01:14,335 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 11:00:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 1.3081, loss: 1.3081 2023-12-19 23:01:36,877 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 11:00:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 1.2867, loss: 1.2867 2023-12-19 23:01:59,517 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 10:59:51, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 1.3311, loss: 1.3311 2023-12-19 23:02:22,159 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 10:59:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9806, loss_cls: 1.3266, loss: 1.3266 2023-12-19 23:02:44,805 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 10:59:05, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 1.3521, loss: 1.3521 2023-12-19 23:03:07,209 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 10:58:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 1.3328, loss: 1.3328 2023-12-19 23:03:29,515 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 10:58:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.3311, loss: 1.3311 2023-12-19 23:03:51,957 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 10:57:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9750, loss_cls: 1.3418, loss: 1.3418 2023-12-19 23:04:14,554 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 10:57:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 1.3119, loss: 1.3119 2023-12-19 23:04:36,977 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 10:57:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.3334, loss: 1.3334 2023-12-19 23:04:59,509 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 10:56:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.3092, loss: 1.3092 2023-12-19 23:05:09,638 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-19 23:08:27,863 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 23:08:28,366 - pyskl - INFO - top1_acc 0.8057 top5_acc 0.9661 2023-12-19 23:08:28,385 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8057, top5_acc: 0.9661 2023-12-19 23:09:20,935 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 10:56:25, time: 0.525, data_time: 0.303, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 1.2905, loss: 1.2905 2023-12-19 23:09:43,267 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 10:56:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 1.2786, loss: 1.2786 2023-12-19 23:10:05,604 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 10:55:39, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 1.2641, loss: 1.2641 2023-12-19 23:10:28,249 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 10:55:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 1.3133, loss: 1.3133 2023-12-19 23:10:51,013 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 10:54:54, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 1.2635, loss: 1.2635 2023-12-19 23:11:13,455 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 10:54:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 1.3069, loss: 1.3069 2023-12-19 23:11:35,615 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 10:54:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 1.3018, loss: 1.3018 2023-12-19 23:11:58,491 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 10:53:45, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.2621, loss: 1.2621 2023-12-19 23:12:21,394 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 10:53:23, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.2649, loss: 1.2649 2023-12-19 23:12:44,260 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 10:53:00, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9794, loss_cls: 1.3410, loss: 1.3410 2023-12-19 23:13:06,775 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 10:52:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 1.3316, loss: 1.3316 2023-12-19 23:13:29,237 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 10:52:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 1.3085, loss: 1.3085 2023-12-19 23:13:51,733 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 10:51:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2691, loss: 1.2691 2023-12-19 23:14:14,232 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 10:51:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 1.2935, loss: 1.2935 2023-12-19 23:14:36,635 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 10:51:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 1.2875, loss: 1.2875 2023-12-19 23:14:58,925 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 10:50:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 1.3010, loss: 1.3010 2023-12-19 23:15:20,471 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 10:50:20, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 1.2727, loss: 1.2727 2023-12-19 23:15:42,196 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 10:49:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 1.2766, loss: 1.2766 2023-12-19 23:16:04,622 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 10:49:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 1.3215, loss: 1.3215 2023-12-19 23:16:27,281 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 10:49:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9825, loss_cls: 1.3091, loss: 1.3091 2023-12-19 23:16:49,722 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 10:48:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.3040, loss: 1.3040 2023-12-19 23:17:12,073 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 10:48:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 1.3048, loss: 1.3048 2023-12-19 23:17:34,609 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 10:48:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9800, loss_cls: 1.3219, loss: 1.3219 2023-12-19 23:17:56,980 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 10:47:40, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 1.3237, loss: 1.3237 2023-12-19 23:18:19,416 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 10:47:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 1.3590, loss: 1.3590 2023-12-19 23:18:41,911 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 10:46:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 1.3171, loss: 1.3171 2023-12-19 23:19:04,430 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 10:46:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 1.3538, loss: 1.3538 2023-12-19 23:19:27,050 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 10:46:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 1.3269, loss: 1.3269 2023-12-19 23:19:48,997 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 10:45:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 1.3050, loss: 1.3050 2023-12-19 23:20:11,326 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 10:45:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.3118, loss: 1.3118 2023-12-19 23:20:33,870 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 10:45:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 1.2789, loss: 1.2789 2023-12-19 23:20:56,141 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 10:44:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 1.3023, loss: 1.3023 2023-12-19 23:21:18,580 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 10:44:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 1.3071, loss: 1.3071 2023-12-19 23:21:40,973 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 10:43:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9819, loss_cls: 1.3534, loss: 1.3534 2023-12-19 23:22:03,359 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 10:43:28, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 1.3345, loss: 1.3345 2023-12-19 23:22:25,618 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 10:43:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 1.3331, loss: 1.3331 2023-12-19 23:22:48,330 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 10:42:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 1.3141, loss: 1.3141 2023-12-19 23:23:10,849 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 10:42:20, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 1.2792, loss: 1.2792 2023-12-19 23:23:33,369 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 10:41:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9812, loss_cls: 1.3329, loss: 1.3329 2023-12-19 23:23:43,442 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-19 23:27:01,528 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 23:27:02,197 - pyskl - INFO - top1_acc 0.8110 top5_acc 0.9647 2023-12-19 23:27:02,215 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8110, top5_acc: 0.9647 2023-12-19 23:27:55,149 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 10:41:33, time: 0.529, data_time: 0.308, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 1.2966, loss: 1.2966 2023-12-19 23:28:17,409 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 10:41:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 1.3072, loss: 1.3072 2023-12-19 23:28:39,724 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 10:40:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9856, loss_cls: 1.2530, loss: 1.2530 2023-12-19 23:29:01,980 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 10:40:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 1.2645, loss: 1.2645 2023-12-19 23:29:23,997 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 10:40:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 1.2692, loss: 1.2692 2023-12-19 23:29:46,405 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 10:39:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9825, loss_cls: 1.2997, loss: 1.2997 2023-12-19 23:30:08,760 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 10:39:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 1.2894, loss: 1.2894 2023-12-19 23:30:31,157 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 10:38:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 1.2603, loss: 1.2603 2023-12-19 23:30:53,596 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 10:38:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9844, loss_cls: 1.2876, loss: 1.2876 2023-12-19 23:31:16,153 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 10:38:07, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.2418, loss: 1.2418 2023-12-19 23:31:38,449 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 10:37:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.2742, loss: 1.2742 2023-12-19 23:32:00,956 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 10:37:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 1.2789, loss: 1.2789 2023-12-19 23:32:23,234 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 10:36:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 1.3060, loss: 1.3060 2023-12-19 23:32:45,798 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 10:36:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9812, loss_cls: 1.3158, loss: 1.3158 2023-12-19 23:33:08,400 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 10:36:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 1.2923, loss: 1.2923 2023-12-19 23:33:30,961 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 10:35:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9825, loss_cls: 1.2864, loss: 1.2864 2023-12-19 23:33:53,771 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 10:35:28, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 1.3136, loss: 1.3136 2023-12-19 23:34:16,273 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 10:35:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 1.2955, loss: 1.2955 2023-12-19 23:34:38,673 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 10:34:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 1.2880, loss: 1.2880 2023-12-19 23:35:01,069 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 10:34:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9831, loss_cls: 1.2847, loss: 1.2847 2023-12-19 23:35:23,572 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 10:33:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 1.2725, loss: 1.2725 2023-12-19 23:35:45,954 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 10:33:33, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 1.2971, loss: 1.2971 2023-12-19 23:36:08,668 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 10:33:11, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 1.3215, loss: 1.3215 2023-12-19 23:36:31,480 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 10:32:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 1.2593, loss: 1.2593 2023-12-19 23:36:54,018 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 10:32:25, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 1.3337, loss: 1.3337 2023-12-19 23:37:16,707 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 10:32:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.2905, loss: 1.2905 2023-12-19 23:37:39,625 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 10:31:40, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9819, loss_cls: 1.3017, loss: 1.3017 2023-12-19 23:38:01,898 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 10:31:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 1.2760, loss: 1.2760 2023-12-19 23:38:23,976 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 10:30:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9806, loss_cls: 1.2888, loss: 1.2888 2023-12-19 23:38:46,537 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 10:30:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 1.2880, loss: 1.2880 2023-12-19 23:39:08,850 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 10:30:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 1.3344, loss: 1.3344 2023-12-19 23:39:31,346 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 10:29:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9838, loss_cls: 1.2748, loss: 1.2748 2023-12-19 23:39:53,792 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 10:29:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 1.2897, loss: 1.2897 2023-12-19 23:40:16,423 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 10:29:00, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 1.2949, loss: 1.2949 2023-12-19 23:40:38,960 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 10:28:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 1.3150, loss: 1.3150 2023-12-19 23:41:01,716 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 10:28:14, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.3285, loss: 1.3285 2023-12-19 23:41:24,408 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 10:27:51, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 1.3117, loss: 1.3117 2023-12-19 23:41:46,951 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 10:27:29, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9819, loss_cls: 1.3343, loss: 1.3343 2023-12-19 23:42:09,692 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 10:27:06, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 1.3524, loss: 1.3524 2023-12-19 23:42:19,482 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-19 23:45:36,648 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 23:45:37,157 - pyskl - INFO - top1_acc 0.8308 top5_acc 0.9712 2023-12-19 23:45:37,162 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_105.pth was removed 2023-12-19 23:45:37,336 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2023-12-19 23:45:37,338 - pyskl - INFO - Best top1_acc is 0.8308 at 108 epoch. 2023-12-19 23:45:37,354 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8308, top5_acc: 0.9712 2023-12-19 23:46:36,108 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 10:26:44, time: 0.587, data_time: 0.362, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.2189, loss: 1.2189 2023-12-19 23:46:58,402 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 10:26:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 1.2545, loss: 1.2545 2023-12-19 23:47:20,784 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 10:25:59, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9862, loss_cls: 1.2577, loss: 1.2577 2023-12-19 23:47:43,275 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 10:25:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 1.2724, loss: 1.2724 2023-12-19 23:48:06,079 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 10:25:13, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9850, loss_cls: 1.2763, loss: 1.2763 2023-12-19 23:48:28,665 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 10:24:50, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.2494, loss: 1.2494 2023-12-19 23:48:51,271 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 10:24:28, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.2135, loss: 1.2135 2023-12-19 23:49:14,420 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 10:24:05, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 1.2805, loss: 1.2805 2023-12-19 23:49:37,299 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 10:23:42, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 1.2820, loss: 1.2820 2023-12-19 23:50:00,186 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 10:23:20, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 1.2885, loss: 1.2885 2023-12-19 23:50:22,862 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 10:22:57, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 1.3621, loss: 1.3621 2023-12-19 23:50:45,302 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 10:22:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 1.2600, loss: 1.2600 2023-12-19 23:51:07,906 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 10:22:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 1.3082, loss: 1.3082 2023-12-19 23:51:30,869 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 10:21:49, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 1.2648, loss: 1.2648 2023-12-19 23:51:53,484 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 10:21:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 1.2704, loss: 1.2704 2023-12-19 23:52:16,078 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 10:21:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.2853, loss: 1.2853 2023-12-19 23:52:38,719 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 10:20:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 1.3118, loss: 1.3118 2023-12-19 23:53:01,110 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 10:20:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 1.3128, loss: 1.3128 2023-12-19 23:53:23,318 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 10:19:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.2732, loss: 1.2732 2023-12-19 23:53:46,379 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 10:19:32, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 1.3112, loss: 1.3112 2023-12-19 23:54:09,153 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 10:19:09, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 1.2869, loss: 1.2869 2023-12-19 23:54:32,029 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 10:18:46, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 1.2883, loss: 1.2883 2023-12-19 23:54:55,016 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 10:18:24, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 1.3022, loss: 1.3022 2023-12-19 23:55:17,481 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 10:18:01, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 1.2719, loss: 1.2719 2023-12-19 23:55:40,005 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 10:17:38, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9831, loss_cls: 1.2944, loss: 1.2944 2023-12-19 23:56:02,859 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 10:17:15, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9838, loss_cls: 1.2910, loss: 1.2910 2023-12-19 23:56:25,540 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 10:16:53, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 1.2974, loss: 1.2974 2023-12-19 23:56:47,555 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 10:16:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 1.2609, loss: 1.2609 2023-12-19 23:57:10,253 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 10:16:07, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 1.2923, loss: 1.2923 2023-12-19 23:57:33,266 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 10:15:44, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 1.2668, loss: 1.2668 2023-12-19 23:57:55,587 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 10:15:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.2699, loss: 1.2699 2023-12-19 23:58:18,193 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 10:14:58, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 1.2508, loss: 1.2508 2023-12-19 23:58:40,983 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 10:14:36, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 1.2628, loss: 1.2628 2023-12-19 23:59:03,704 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 10:14:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.3149, loss: 1.3149 2023-12-19 23:59:26,222 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 10:13:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 1.3188, loss: 1.3188 2023-12-19 23:59:48,802 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 10:13:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 1.3169, loss: 1.3169 2023-12-20 00:00:11,761 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 10:13:05, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.2959, loss: 1.2959 2023-12-20 00:00:34,805 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 10:12:42, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.2987, loss: 1.2987 2023-12-20 00:00:57,493 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 10:12:19, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 1.3202, loss: 1.3202 2023-12-20 00:01:07,513 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-20 00:04:26,658 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 00:04:27,334 - pyskl - INFO - top1_acc 0.8329 top5_acc 0.9710 2023-12-20 00:04:27,343 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_108.pth was removed 2023-12-20 00:04:27,609 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-20 00:04:27,612 - pyskl - INFO - Best top1_acc is 0.8329 at 109 epoch. 2023-12-20 00:04:27,639 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8329, top5_acc: 0.9710 2023-12-20 00:05:22,973 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 10:11:56, time: 0.553, data_time: 0.328, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.2429, loss: 1.2429 2023-12-20 00:05:45,277 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 10:11:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 1.2728, loss: 1.2728 2023-12-20 00:06:07,738 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 10:11:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 1.2614, loss: 1.2614 2023-12-20 00:06:30,533 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 10:10:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9856, loss_cls: 1.2442, loss: 1.2442 2023-12-20 00:06:53,309 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 10:10:25, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 1.2558, loss: 1.2558 2023-12-20 00:07:16,126 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 10:10:02, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.2299, loss: 1.2299 2023-12-20 00:07:38,847 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 10:09:40, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9856, loss_cls: 1.2590, loss: 1.2590 2023-12-20 00:08:01,428 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 10:09:17, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 1.2563, loss: 1.2563 2023-12-20 00:08:24,116 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 10:08:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 1.2541, loss: 1.2541 2023-12-20 00:08:46,675 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 10:08:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 1.2628, loss: 1.2628 2023-12-20 00:09:08,908 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 10:08:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.2567, loss: 1.2567 2023-12-20 00:09:31,362 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 10:07:46, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 1.2804, loss: 1.2804 2023-12-20 00:09:54,024 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 10:07:23, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 1.2526, loss: 1.2526 2023-12-20 00:10:16,802 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 10:07:00, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 1.2812, loss: 1.2812 2023-12-20 00:10:39,134 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 10:06:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9812, loss_cls: 1.3051, loss: 1.3051 2023-12-20 00:11:01,371 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 10:06:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.2500, loss: 1.2500 2023-12-20 00:11:24,366 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 10:05:52, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 1.3114, loss: 1.3114 2023-12-20 00:11:46,734 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 10:05:29, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 1.2704, loss: 1.2704 2023-12-20 00:12:09,732 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 10:05:06, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 1.2566, loss: 1.2566 2023-12-20 00:12:32,419 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 10:04:43, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.2704, loss: 1.2704 2023-12-20 00:12:55,046 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 10:04:20, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 1.2787, loss: 1.2787 2023-12-20 00:13:17,567 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 10:03:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 1.2606, loss: 1.2606 2023-12-20 00:13:40,469 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 10:03:35, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 1.3035, loss: 1.3035 2023-12-20 00:14:03,403 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 10:03:12, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 1.2733, loss: 1.2733 2023-12-20 00:14:26,524 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 10:02:50, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 1.2892, loss: 1.2892 2023-12-20 00:14:49,193 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 10:02:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9844, loss_cls: 1.2928, loss: 1.2928 2023-12-20 00:15:12,007 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 10:02:04, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 1.3129, loss: 1.3129 2023-12-20 00:15:34,672 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 10:01:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 1.2825, loss: 1.2825 2023-12-20 00:15:57,749 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 10:01:19, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 1.2932, loss: 1.2932 2023-12-20 00:16:20,754 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 10:00:56, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 1.2965, loss: 1.2965 2023-12-20 00:16:43,546 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 10:00:33, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.2439, loss: 1.2439 2023-12-20 00:17:06,159 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 10:00:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.2513, loss: 1.2513 2023-12-20 00:17:29,026 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 9:59:48, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 1.2666, loss: 1.2666 2023-12-20 00:17:51,732 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 9:59:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9844, loss_cls: 1.2766, loss: 1.2766 2023-12-20 00:18:14,650 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 9:59:02, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 1.2753, loss: 1.2753 2023-12-20 00:18:37,620 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 9:58:40, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9819, loss_cls: 1.3172, loss: 1.3172 2023-12-20 00:19:00,478 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 9:58:17, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 1.2832, loss: 1.2832 2023-12-20 00:19:22,945 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 9:57:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 1.3074, loss: 1.3074 2023-12-20 00:19:45,438 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 9:57:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 1.2947, loss: 1.2947 2023-12-20 00:19:55,356 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-20 00:23:13,590 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 00:23:14,258 - pyskl - INFO - top1_acc 0.8277 top5_acc 0.9690 2023-12-20 00:23:14,280 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8277, top5_acc: 0.9690 2023-12-20 00:24:08,662 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 9:57:08, time: 0.544, data_time: 0.322, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.2220, loss: 1.2220 2023-12-20 00:24:30,853 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 9:56:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9850, loss_cls: 1.2786, loss: 1.2786 2023-12-20 00:24:53,639 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 9:56:22, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.2145, loss: 1.2145 2023-12-20 00:25:16,513 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 9:55:59, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 1.2778, loss: 1.2778 2023-12-20 00:25:38,890 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 9:55:37, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.2286, loss: 1.2286 2023-12-20 00:26:01,257 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 9:55:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 1.2756, loss: 1.2756 2023-12-20 00:26:23,731 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 9:54:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 1.2684, loss: 1.2684 2023-12-20 00:26:46,225 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 9:54:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.2452, loss: 1.2452 2023-12-20 00:27:08,742 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 9:54:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 1.2402, loss: 1.2402 2023-12-20 00:27:31,256 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 9:53:42, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 1.2183, loss: 1.2183 2023-12-20 00:27:53,801 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 9:53:19, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 1.2686, loss: 1.2686 2023-12-20 00:28:16,324 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 9:52:57, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9869, loss_cls: 1.2431, loss: 1.2431 2023-12-20 00:28:38,654 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 9:52:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 1.2365, loss: 1.2365 2023-12-20 00:29:01,111 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 9:52:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 1.2896, loss: 1.2896 2023-12-20 00:29:23,485 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 9:51:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9825, loss_cls: 1.2907, loss: 1.2907 2023-12-20 00:29:45,854 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 9:51:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.2469, loss: 1.2469 2023-12-20 00:30:08,311 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 9:51:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 1.2702, loss: 1.2702 2023-12-20 00:30:30,771 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 9:50:39, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9819, loss_cls: 1.2978, loss: 1.2978 2023-12-20 00:30:53,163 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 9:50:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 1.2615, loss: 1.2615 2023-12-20 00:31:15,631 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 9:49:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9862, loss_cls: 1.2553, loss: 1.2553 2023-12-20 00:31:37,883 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 9:49:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 1.2777, loss: 1.2777 2023-12-20 00:31:59,687 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 9:49:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.2635, loss: 1.2635 2023-12-20 00:32:21,910 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 9:48:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 1.2659, loss: 1.2659 2023-12-20 00:32:44,249 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 9:48:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 1.2599, loss: 1.2599 2023-12-20 00:33:06,596 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 9:47:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9850, loss_cls: 1.2640, loss: 1.2640 2023-12-20 00:33:29,141 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 9:47:36, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 1.2582, loss: 1.2582 2023-12-20 00:33:51,647 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 9:47:13, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.2557, loss: 1.2557 2023-12-20 00:34:14,009 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 9:46:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9869, loss_cls: 1.2498, loss: 1.2498 2023-12-20 00:34:36,288 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 9:46:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 1.2479, loss: 1.2479 2023-12-20 00:34:58,665 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 9:46:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9881, loss_cls: 1.2463, loss: 1.2463 2023-12-20 00:35:20,610 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 9:45:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 1.2794, loss: 1.2794 2023-12-20 00:35:42,904 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 9:45:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9850, loss_cls: 1.2845, loss: 1.2845 2023-12-20 00:36:05,256 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 9:44:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 1.2656, loss: 1.2656 2023-12-20 00:36:27,463 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 9:44:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 1.2449, loss: 1.2449 2023-12-20 00:36:50,164 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 9:44:10, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 1.2942, loss: 1.2942 2023-12-20 00:37:12,859 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 9:43:47, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 1.3122, loss: 1.3122 2023-12-20 00:37:35,528 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 9:43:25, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 1.2799, loss: 1.2799 2023-12-20 00:37:58,249 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 9:43:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.2599, loss: 1.2599 2023-12-20 00:38:20,819 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 9:42:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 1.3125, loss: 1.3125 2023-12-20 00:38:30,596 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-20 00:41:47,672 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 00:41:48,335 - pyskl - INFO - top1_acc 0.8326 top5_acc 0.9702 2023-12-20 00:41:48,356 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8326, top5_acc: 0.9702 2023-12-20 00:42:40,457 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 9:42:14, time: 0.521, data_time: 0.301, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 1.2304, loss: 1.2304 2023-12-20 00:43:02,167 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 9:41:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.2188, loss: 1.2188 2023-12-20 00:43:23,932 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 9:41:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 1.2771, loss: 1.2771 2023-12-20 00:43:46,272 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 9:41:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.2501, loss: 1.2501 2023-12-20 00:44:08,721 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 9:40:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.2170, loss: 1.2170 2023-12-20 00:44:31,016 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 9:40:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.2521, loss: 1.2521 2023-12-20 00:44:53,123 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 9:39:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.2384, loss: 1.2384 2023-12-20 00:45:14,818 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 9:39:33, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 1.2258, loss: 1.2258 2023-12-20 00:45:36,971 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 9:39:10, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 1.2704, loss: 1.2704 2023-12-20 00:45:58,778 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 9:38:47, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.2304, loss: 1.2304 2023-12-20 00:46:20,273 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 9:38:24, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 1.2629, loss: 1.2629 2023-12-20 00:46:42,043 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 9:38:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 1.2818, loss: 1.2818 2023-12-20 00:47:03,838 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 9:37:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9850, loss_cls: 1.2459, loss: 1.2459 2023-12-20 00:47:26,220 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 9:37:15, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 1.2606, loss: 1.2606 2023-12-20 00:47:48,658 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 9:36:52, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9869, loss_cls: 1.2341, loss: 1.2341 2023-12-20 00:48:10,633 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 9:36:29, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.2563, loss: 1.2563 2023-12-20 00:48:32,465 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 9:36:06, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 1.2320, loss: 1.2320 2023-12-20 00:48:54,594 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 9:35:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.2422, loss: 1.2422 2023-12-20 00:49:16,557 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 9:35:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.2444, loss: 1.2444 2023-12-20 00:49:37,985 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 9:34:57, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9862, loss_cls: 1.2732, loss: 1.2732 2023-12-20 00:50:00,377 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 9:34:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9875, loss_cls: 1.2522, loss: 1.2522 2023-12-20 00:50:22,755 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 9:34:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.2221, loss: 1.2221 2023-12-20 00:50:44,562 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 9:33:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9844, loss_cls: 1.2711, loss: 1.2711 2023-12-20 00:51:06,495 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 9:33:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 1.2792, loss: 1.2792 2023-12-20 00:51:29,034 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 9:33:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 1.2362, loss: 1.2362 2023-12-20 00:51:51,855 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 9:32:40, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9869, loss_cls: 1.2542, loss: 1.2542 2023-12-20 00:52:13,500 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 9:32:16, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 1.2847, loss: 1.2847 2023-12-20 00:52:36,037 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 9:31:54, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 1.2882, loss: 1.2882 2023-12-20 00:52:59,194 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 9:31:31, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 1.2612, loss: 1.2612 2023-12-20 00:53:22,381 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 9:31:08, time: 0.232, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9869, loss_cls: 1.2495, loss: 1.2495 2023-12-20 00:53:44,079 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 9:30:45, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 1.2330, loss: 1.2330 2023-12-20 00:54:05,358 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 9:30:22, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 1.2616, loss: 1.2616 2023-12-20 00:54:27,162 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 9:29:59, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 1.2215, loss: 1.2215 2023-12-20 00:54:49,581 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 9:29:36, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 1.2469, loss: 1.2469 2023-12-20 00:55:12,150 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 9:29:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 1.3001, loss: 1.3001 2023-12-20 00:55:33,874 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 9:28:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 1.2827, loss: 1.2827 2023-12-20 00:55:55,596 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 9:28:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 1.2480, loss: 1.2480 2023-12-20 00:56:17,361 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 9:28:04, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 1.2457, loss: 1.2457 2023-12-20 00:56:39,001 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 9:27:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 1.2731, loss: 1.2731 2023-12-20 00:56:48,398 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-20 01:00:02,229 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 01:00:02,686 - pyskl - INFO - top1_acc 0.8373 top5_acc 0.9715 2023-12-20 01:00:02,691 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_109.pth was removed 2023-12-20 01:00:02,852 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2023-12-20 01:00:02,854 - pyskl - INFO - Best top1_acc is 0.8373 at 112 epoch. 2023-12-20 01:00:02,870 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8373, top5_acc: 0.9715 2023-12-20 01:00:54,783 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 9:27:16, time: 0.519, data_time: 0.295, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 1.2375, loss: 1.2375 2023-12-20 01:01:17,327 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 9:26:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9862, loss_cls: 1.2117, loss: 1.2117 2023-12-20 01:01:39,890 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 9:26:30, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.1947, loss: 1.1947 2023-12-20 01:02:02,784 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 9:26:08, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 1.2455, loss: 1.2455 2023-12-20 01:02:24,917 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 9:25:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 1.2418, loss: 1.2418 2023-12-20 01:02:47,168 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 9:25:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.2547, loss: 1.2547 2023-12-20 01:03:09,431 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 9:24:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 1.2498, loss: 1.2498 2023-12-20 01:03:31,653 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 9:24:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 1.2255, loss: 1.2255 2023-12-20 01:03:53,012 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 9:24:13, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 1.2457, loss: 1.2457 2023-12-20 01:04:15,057 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 9:23:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.2343, loss: 1.2343 2023-12-20 01:04:37,103 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 9:23:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 1.2232, loss: 1.2232 2023-12-20 01:04:58,667 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 9:23:04, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 1.2422, loss: 1.2422 2023-12-20 01:05:20,219 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 9:22:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 1.2225, loss: 1.2225 2023-12-20 01:05:42,025 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 9:22:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 1.2601, loss: 1.2601 2023-12-20 01:06:04,228 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 9:21:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.2260, loss: 1.2260 2023-12-20 01:06:27,093 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 9:21:32, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 1.2215, loss: 1.2215 2023-12-20 01:06:48,955 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 9:21:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 1.2191, loss: 1.2191 2023-12-20 01:07:10,752 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 9:20:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.2317, loss: 1.2317 2023-12-20 01:07:32,660 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 9:20:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 1.2508, loss: 1.2508 2023-12-20 01:07:54,469 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 9:20:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.2351, loss: 1.2351 2023-12-20 01:08:16,733 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 9:19:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 1.2426, loss: 1.2426 2023-12-20 01:08:39,209 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 9:19:14, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 1.2154, loss: 1.2154 2023-12-20 01:09:01,262 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 9:18:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.2480, loss: 1.2480 2023-12-20 01:09:23,429 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 9:18:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.2316, loss: 1.2316 2023-12-20 01:09:45,578 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 9:18:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9862, loss_cls: 1.2437, loss: 1.2437 2023-12-20 01:10:08,010 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 9:17:42, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.2513, loss: 1.2513 2023-12-20 01:10:30,275 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 9:17:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.2252, loss: 1.2252 2023-12-20 01:10:52,720 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 9:16:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 1.2497, loss: 1.2497 2023-12-20 01:11:14,915 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 9:16:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 1.2722, loss: 1.2722 2023-12-20 01:11:36,615 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 9:16:10, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9862, loss_cls: 1.2412, loss: 1.2412 2023-12-20 01:11:58,787 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 9:15:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.2456, loss: 1.2456 2023-12-20 01:12:20,769 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 9:15:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 1.2383, loss: 1.2383 2023-12-20 01:12:42,445 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 9:15:01, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2532, loss: 1.2532 2023-12-20 01:13:04,298 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 9:14:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 1.2681, loss: 1.2681 2023-12-20 01:13:26,817 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 9:14:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 1.2386, loss: 1.2386 2023-12-20 01:13:49,242 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 9:13:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 1.2941, loss: 1.2941 2023-12-20 01:14:11,244 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 9:13:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 1.2510, loss: 1.2510 2023-12-20 01:14:33,551 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 9:13:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 1.2811, loss: 1.2811 2023-12-20 01:14:55,924 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 9:12:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 1.2638, loss: 1.2638 2023-12-20 01:15:05,466 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-20 01:18:20,786 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 01:18:21,245 - pyskl - INFO - top1_acc 0.8319 top5_acc 0.9685 2023-12-20 01:18:21,261 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8319, top5_acc: 0.9685 2023-12-20 01:19:11,480 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 9:12:18, time: 0.502, data_time: 0.283, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.1968, loss: 1.1968 2023-12-20 01:19:32,908 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 9:11:55, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.1944, loss: 1.1944 2023-12-20 01:19:54,830 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 9:11:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.2033, loss: 1.2033 2023-12-20 01:20:16,906 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 9:11:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9875, loss_cls: 1.2185, loss: 1.2185 2023-12-20 01:20:38,560 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 9:10:46, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 1.1973, loss: 1.1973 2023-12-20 01:21:00,793 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 9:10:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 1.2290, loss: 1.2290 2023-12-20 01:21:23,139 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 9:10:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 1.2490, loss: 1.2490 2023-12-20 01:21:45,653 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 9:09:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 1.2071, loss: 1.2071 2023-12-20 01:22:07,936 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 9:09:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.2354, loss: 1.2354 2023-12-20 01:22:29,638 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 9:08:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 1.2345, loss: 1.2345 2023-12-20 01:22:51,704 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 9:08:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 1.2387, loss: 1.2387 2023-12-20 01:23:13,947 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 9:08:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 1.2725, loss: 1.2725 2023-12-20 01:23:36,096 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 9:07:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.2199, loss: 1.2199 2023-12-20 01:23:57,869 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 9:07:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.2291, loss: 1.2291 2023-12-20 01:24:19,935 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 9:06:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.2385, loss: 1.2385 2023-12-20 01:24:41,354 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 9:06:33, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 1.2380, loss: 1.2380 2023-12-20 01:25:03,484 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 9:06:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.2257, loss: 1.2257 2023-12-20 01:25:25,265 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 9:05:47, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9856, loss_cls: 1.2621, loss: 1.2621 2023-12-20 01:25:47,330 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 9:05:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 1.2459, loss: 1.2459 2023-12-20 01:26:09,407 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 9:05:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 1.2455, loss: 1.2455 2023-12-20 01:26:31,738 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 9:04:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 1.2331, loss: 1.2331 2023-12-20 01:26:53,949 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 9:04:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 1.2559, loss: 1.2559 2023-12-20 01:27:15,715 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 9:03:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.2276, loss: 1.2276 2023-12-20 01:27:37,279 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 9:03:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9881, loss_cls: 1.2216, loss: 1.2216 2023-12-20 01:27:58,781 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 9:03:06, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9838, loss_cls: 1.2596, loss: 1.2596 2023-12-20 01:28:20,032 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 9:02:43, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9850, loss_cls: 1.2363, loss: 1.2363 2023-12-20 01:28:41,961 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 9:02:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 1.2413, loss: 1.2413 2023-12-20 01:29:03,888 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 9:01:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 1.2527, loss: 1.2527 2023-12-20 01:29:26,240 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 9:01:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 1.2158, loss: 1.2158 2023-12-20 01:29:48,489 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 9:01:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 1.2674, loss: 1.2674 2023-12-20 01:30:11,325 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 9:00:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9850, loss_cls: 1.2330, loss: 1.2330 2023-12-20 01:30:33,819 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 9:00:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 1.2328, loss: 1.2328 2023-12-20 01:30:55,667 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 9:00:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9850, loss_cls: 1.2474, loss: 1.2474 2023-12-20 01:31:18,275 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 8:59:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 1.2595, loss: 1.2595 2023-12-20 01:31:41,158 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 8:59:17, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 1.2177, loss: 1.2177 2023-12-20 01:32:03,742 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 8:58:54, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 1.2147, loss: 1.2147 2023-12-20 01:32:26,074 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 8:58:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 1.2717, loss: 1.2717 2023-12-20 01:32:48,299 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 8:58:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 1.2783, loss: 1.2783 2023-12-20 01:33:10,458 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 8:57:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9838, loss_cls: 1.2480, loss: 1.2480 2023-12-20 01:33:20,118 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-20 01:36:35,341 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 01:36:36,005 - pyskl - INFO - top1_acc 0.8271 top5_acc 0.9672 2023-12-20 01:36:36,026 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8271, top5_acc: 0.9672 2023-12-20 01:37:25,025 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 8:57:19, time: 0.490, data_time: 0.267, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 1.2472, loss: 1.2472 2023-12-20 01:37:47,273 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 8:56:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.1886, loss: 1.1886 2023-12-20 01:38:09,364 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 8:56:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.2029, loss: 1.2029 2023-12-20 01:38:31,940 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 8:56:11, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 1.2169, loss: 1.2169 2023-12-20 01:38:54,036 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 8:55:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 1.1977, loss: 1.1977 2023-12-20 01:39:15,490 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 8:55:24, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9888, loss_cls: 1.2198, loss: 1.2198 2023-12-20 01:39:37,830 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 8:55:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9881, loss_cls: 1.2125, loss: 1.2125 2023-12-20 01:40:00,687 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 8:54:39, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.2145, loss: 1.2145 2023-12-20 01:40:22,216 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 8:54:16, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.2035, loss: 1.2035 2023-12-20 01:40:44,990 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 8:53:53, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 1.2208, loss: 1.2208 2023-12-20 01:41:07,066 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 8:53:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.2264, loss: 1.2264 2023-12-20 01:41:29,339 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 8:53:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 1.2137, loss: 1.2137 2023-12-20 01:41:51,735 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 8:52:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.2091, loss: 1.2091 2023-12-20 01:42:13,894 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 8:52:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.1790, loss: 1.1790 2023-12-20 01:42:35,825 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 8:51:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 1.2414, loss: 1.2414 2023-12-20 01:42:57,966 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 8:51:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2217, loss: 1.2217 2023-12-20 01:43:19,303 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 8:51:12, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 1.2559, loss: 1.2559 2023-12-20 01:43:40,946 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 8:50:49, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 1.2543, loss: 1.2543 2023-12-20 01:44:02,536 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 8:50:26, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 1.2614, loss: 1.2614 2023-12-20 01:44:24,396 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 8:50:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9856, loss_cls: 1.2471, loss: 1.2471 2023-12-20 01:44:46,407 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 8:49:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9819, loss_cls: 1.2476, loss: 1.2476 2023-12-20 01:45:08,395 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 8:49:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.2000, loss: 1.2000 2023-12-20 01:45:30,266 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 8:48:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.2118, loss: 1.2118 2023-12-20 01:45:51,930 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 8:48:31, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 1.1961, loss: 1.1961 2023-12-20 01:46:13,453 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 8:48:08, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.2296, loss: 1.2296 2023-12-20 01:46:34,776 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 8:47:45, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.2197, loss: 1.2197 2023-12-20 01:46:57,171 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 8:47:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.2241, loss: 1.2241 2023-12-20 01:47:18,863 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 8:46:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 1.2406, loss: 1.2406 2023-12-20 01:47:40,974 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 8:46:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.2036, loss: 1.2036 2023-12-20 01:48:03,045 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 8:46:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9838, loss_cls: 1.2486, loss: 1.2486 2023-12-20 01:48:24,667 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 8:45:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9894, loss_cls: 1.2039, loss: 1.2039 2023-12-20 01:48:46,214 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 8:45:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 1.2416, loss: 1.2416 2023-12-20 01:49:08,645 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 8:45:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 1.2566, loss: 1.2566 2023-12-20 01:49:30,765 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 8:44:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.2166, loss: 1.2166 2023-12-20 01:49:52,982 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 8:44:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.2261, loss: 1.2261 2023-12-20 01:50:15,155 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 8:43:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.2407, loss: 1.2407 2023-12-20 01:50:37,128 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 8:43:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 1.2288, loss: 1.2288 2023-12-20 01:50:59,608 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 8:43:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 1.1926, loss: 1.1926 2023-12-20 01:51:22,026 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 8:42:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9856, loss_cls: 1.2093, loss: 1.2093 2023-12-20 01:51:31,582 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-20 01:54:48,311 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 01:54:48,796 - pyskl - INFO - top1_acc 0.8348 top5_acc 0.9723 2023-12-20 01:54:48,813 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8348, top5_acc: 0.9723 2023-12-20 01:55:37,894 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 8:42:20, time: 0.491, data_time: 0.267, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1911, loss: 1.1911 2023-12-20 01:55:59,940 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 8:41:57, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.1938, loss: 1.1938 2023-12-20 01:56:21,459 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 8:41:34, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.1859, loss: 1.1859 2023-12-20 01:56:43,009 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 8:41:11, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.2010, loss: 1.2010 2023-12-20 01:57:04,726 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 8:40:48, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 1.2101, loss: 1.2101 2023-12-20 01:57:26,631 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 8:40:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.1725, loss: 1.1725 2023-12-20 01:57:48,229 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 8:40:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 1.2210, loss: 1.2210 2023-12-20 01:58:10,068 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 8:39:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.2137, loss: 1.2137 2023-12-20 01:58:31,843 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 8:39:16, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.2116, loss: 1.2116 2023-12-20 01:58:53,317 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 8:38:52, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 1.2099, loss: 1.2099 2023-12-20 01:59:15,525 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 8:38:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.2059, loss: 1.2059 2023-12-20 01:59:37,599 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 8:38:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.2087, loss: 1.2087 2023-12-20 01:59:59,143 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 8:37:43, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.1774, loss: 1.1774 2023-12-20 02:00:21,128 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 8:37:21, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 1.2069, loss: 1.2069 2023-12-20 02:00:43,512 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 8:36:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9900, loss_cls: 1.1900, loss: 1.1900 2023-12-20 02:01:05,707 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 8:36:35, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.2088, loss: 1.2088 2023-12-20 02:01:27,398 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 8:36:12, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.2186, loss: 1.2186 2023-12-20 02:01:49,080 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 8:35:49, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 1.2188, loss: 1.2188 2023-12-20 02:02:11,158 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 8:35:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9888, loss_cls: 1.2125, loss: 1.2125 2023-12-20 02:02:33,329 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 8:35:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.2105, loss: 1.2105 2023-12-20 02:02:55,367 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 8:34:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9862, loss_cls: 1.2186, loss: 1.2186 2023-12-20 02:03:17,429 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 8:34:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.1947, loss: 1.1947 2023-12-20 02:03:39,712 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 8:33:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9875, loss_cls: 1.2276, loss: 1.2276 2023-12-20 02:04:01,204 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 8:33:31, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.2374, loss: 1.2374 2023-12-20 02:04:23,788 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 8:33:08, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.1982, loss: 1.1982 2023-12-20 02:04:45,677 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 8:32:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 1.2478, loss: 1.2478 2023-12-20 02:05:07,364 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 8:32:22, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.2223, loss: 1.2223 2023-12-20 02:05:29,587 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 8:31:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.1937, loss: 1.1937 2023-12-20 02:05:51,759 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 8:31:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9900, loss_cls: 1.1966, loss: 1.1966 2023-12-20 02:06:13,440 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 8:31:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.2124, loss: 1.2124 2023-12-20 02:06:35,308 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 8:30:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 1.1971, loss: 1.1971 2023-12-20 02:06:57,304 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 8:30:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.2284, loss: 1.2284 2023-12-20 02:07:19,320 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 8:30:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.2002, loss: 1.2002 2023-12-20 02:07:40,946 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 8:29:41, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 1.2089, loss: 1.2089 2023-12-20 02:08:02,896 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 8:29:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 1.2162, loss: 1.2162 2023-12-20 02:08:24,713 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 8:28:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9875, loss_cls: 1.2313, loss: 1.2313 2023-12-20 02:08:46,706 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 8:28:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 1.2107, loss: 1.2107 2023-12-20 02:09:09,034 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 8:28:09, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2097, loss: 1.2097 2023-12-20 02:09:31,077 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 8:27:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.2167, loss: 1.2167 2023-12-20 02:09:40,671 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-20 02:12:56,327 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 02:12:56,813 - pyskl - INFO - top1_acc 0.8343 top5_acc 0.9703 2023-12-20 02:12:56,830 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8343, top5_acc: 0.9703 2023-12-20 02:13:45,583 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 8:27:20, time: 0.487, data_time: 0.274, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.1802, loss: 1.1802 2023-12-20 02:14:06,763 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 8:26:56, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.1564, loss: 1.1564 2023-12-20 02:14:28,556 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 8:26:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1816, loss: 1.1816 2023-12-20 02:14:50,518 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 8:26:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.1731, loss: 1.1731 2023-12-20 02:15:13,424 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 8:25:48, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.1776, loss: 1.1776 2023-12-20 02:15:35,769 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 8:25:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.1790, loss: 1.1790 2023-12-20 02:15:57,369 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 8:25:02, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9875, loss_cls: 1.2066, loss: 1.2066 2023-12-20 02:16:19,173 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 8:24:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 1.2029, loss: 1.2029 2023-12-20 02:16:41,237 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 8:24:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9894, loss_cls: 1.2057, loss: 1.2057 2023-12-20 02:17:03,204 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 8:23:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 1.1962, loss: 1.1962 2023-12-20 02:17:25,602 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 8:23:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.2004, loss: 1.2004 2023-12-20 02:17:47,788 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 8:23:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 1.1889, loss: 1.1889 2023-12-20 02:18:09,779 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 8:22:44, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.1852, loss: 1.1852 2023-12-20 02:18:31,219 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 8:22:21, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9906, loss_cls: 1.1697, loss: 1.1697 2023-12-20 02:18:53,626 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 8:21:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 1.1872, loss: 1.1872 2023-12-20 02:19:15,924 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 8:21:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 1.2127, loss: 1.2127 2023-12-20 02:19:38,517 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 8:21:13, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.1896, loss: 1.1896 2023-12-20 02:20:00,792 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 8:20:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 1.2328, loss: 1.2328 2023-12-20 02:20:22,916 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 8:20:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.2014, loss: 1.2014 2023-12-20 02:20:44,949 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 8:20:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 1.2218, loss: 1.2218 2023-12-20 02:21:07,092 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 8:19:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 1.2058, loss: 1.2058 2023-12-20 02:21:29,199 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 8:19:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 1.1943, loss: 1.1943 2023-12-20 02:21:52,021 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 8:18:55, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 1.2043, loss: 1.2043 2023-12-20 02:22:13,544 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 8:18:32, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.1982, loss: 1.1982 2023-12-20 02:22:35,186 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 8:18:09, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.1962, loss: 1.1962 2023-12-20 02:22:56,812 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 8:17:46, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 1.1899, loss: 1.1899 2023-12-20 02:23:19,431 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 8:17:23, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 1.2124, loss: 1.2124 2023-12-20 02:23:41,860 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 8:17:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.1940, loss: 1.1940 2023-12-20 02:24:04,141 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 8:16:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.2088, loss: 1.2088 2023-12-20 02:24:26,264 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 8:16:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 1.2146, loss: 1.2146 2023-12-20 02:24:48,584 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 8:15:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9881, loss_cls: 1.2079, loss: 1.2079 2023-12-20 02:25:10,779 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 8:15:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.1837, loss: 1.1837 2023-12-20 02:25:32,402 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 8:15:06, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.1959, loss: 1.1959 2023-12-20 02:25:54,478 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 8:14:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 1.2428, loss: 1.2428 2023-12-20 02:26:16,376 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 8:14:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.1753, loss: 1.1753 2023-12-20 02:26:38,208 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 8:13:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 1.2311, loss: 1.2311 2023-12-20 02:27:00,480 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 8:13:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.1927, loss: 1.1927 2023-12-20 02:27:22,840 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 8:13:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9894, loss_cls: 1.2110, loss: 1.2110 2023-12-20 02:27:44,858 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 8:12:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9894, loss_cls: 1.2012, loss: 1.2012 2023-12-20 02:27:54,259 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-20 02:31:11,254 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 02:31:11,715 - pyskl - INFO - top1_acc 0.8262 top5_acc 0.9693 2023-12-20 02:31:11,730 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8262, top5_acc: 0.9693 2023-12-20 02:32:00,017 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 8:12:21, time: 0.483, data_time: 0.267, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.1822, loss: 1.1822 2023-12-20 02:32:21,269 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 8:11:58, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.1797, loss: 1.1797 2023-12-20 02:32:43,300 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 8:11:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.1860, loss: 1.1860 2023-12-20 02:33:05,459 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 8:11:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9875, loss_cls: 1.2256, loss: 1.2256 2023-12-20 02:33:26,828 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 8:10:49, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.1649, loss: 1.1649 2023-12-20 02:33:48,323 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 8:10:26, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.1807, loss: 1.1807 2023-12-20 02:34:09,775 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 8:10:03, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.1727, loss: 1.1727 2023-12-20 02:34:31,611 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 8:09:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 1.1729, loss: 1.1729 2023-12-20 02:34:53,773 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 8:09:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 1.2006, loss: 1.2006 2023-12-20 02:35:15,813 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 8:08:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 1.2250, loss: 1.2250 2023-12-20 02:35:38,036 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 8:08:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9888, loss_cls: 1.1916, loss: 1.1916 2023-12-20 02:35:59,660 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 8:08:08, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.1837, loss: 1.1837 2023-12-20 02:36:20,954 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 8:07:45, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.1622, loss: 1.1622 2023-12-20 02:36:42,365 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 8:07:22, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 1.1977, loss: 1.1977 2023-12-20 02:37:04,072 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 8:06:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.1836, loss: 1.1836 2023-12-20 02:37:26,320 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 8:06:36, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 1.2069, loss: 1.2069 2023-12-20 02:37:48,490 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 8:06:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.1916, loss: 1.1916 2023-12-20 02:38:10,510 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 8:05:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.1633, loss: 1.1633 2023-12-20 02:38:31,951 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 8:05:27, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 1.1790, loss: 1.1790 2023-12-20 02:38:53,981 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 8:05:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.1769, loss: 1.1769 2023-12-20 02:39:15,400 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 8:04:41, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 1.2023, loss: 1.2023 2023-12-20 02:39:37,611 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 8:04:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9894, loss_cls: 1.1783, loss: 1.1783 2023-12-20 02:39:59,872 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 8:03:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.1935, loss: 1.1935 2023-12-20 02:40:22,169 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 8:03:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 1.2062, loss: 1.2062 2023-12-20 02:40:43,992 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 8:03:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9894, loss_cls: 1.1997, loss: 1.1997 2023-12-20 02:41:05,991 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 8:02:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.1642, loss: 1.1642 2023-12-20 02:41:27,802 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 8:02:24, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 1.1890, loss: 1.1890 2023-12-20 02:41:49,949 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 8:02:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9925, loss_cls: 1.1888, loss: 1.1888 2023-12-20 02:42:11,992 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 8:01:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 1.1987, loss: 1.1987 2023-12-20 02:42:33,484 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 8:01:15, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.1692, loss: 1.1692 2023-12-20 02:42:54,717 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 8:00:52, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.1993, loss: 1.1993 2023-12-20 02:43:16,542 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 8:00:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.1855, loss: 1.1855 2023-12-20 02:43:38,135 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 8:00:06, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.1701, loss: 1.1701 2023-12-20 02:44:00,272 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 7:59:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 1.2124, loss: 1.2124 2023-12-20 02:44:22,577 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 7:59:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.1763, loss: 1.1763 2023-12-20 02:44:44,324 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 7:58:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9888, loss_cls: 1.2201, loss: 1.2201 2023-12-20 02:45:06,770 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 7:58:34, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 1.2122, loss: 1.2122 2023-12-20 02:45:28,367 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 7:58:11, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.1828, loss: 1.1828 2023-12-20 02:45:50,287 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 7:57:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9900, loss_cls: 1.2055, loss: 1.2055 2023-12-20 02:45:59,856 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-20 02:49:15,108 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 02:49:15,570 - pyskl - INFO - top1_acc 0.8352 top5_acc 0.9702 2023-12-20 02:49:15,587 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8352, top5_acc: 0.9702 2023-12-20 02:50:05,266 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 7:57:21, time: 0.497, data_time: 0.275, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9912, loss_cls: 1.1719, loss: 1.1719 2023-12-20 02:50:27,339 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 7:56:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 1.2091, loss: 1.2091 2023-12-20 02:50:49,404 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 7:56:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 1.1664, loss: 1.1664 2023-12-20 02:51:10,947 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 7:56:12, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.1578, loss: 1.1578 2023-12-20 02:51:32,458 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 7:55:49, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.1419, loss: 1.1419 2023-12-20 02:51:54,487 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 7:55:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.1398, loss: 1.1398 2023-12-20 02:52:16,247 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 7:55:03, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.1787, loss: 1.1787 2023-12-20 02:52:38,517 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 7:54:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 1.1829, loss: 1.1829 2023-12-20 02:53:00,210 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 7:54:17, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 1.1551, loss: 1.1551 2023-12-20 02:53:22,317 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 7:53:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.1902, loss: 1.1902 2023-12-20 02:53:44,564 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 7:53:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 1.1936, loss: 1.1936 2023-12-20 02:54:06,809 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 7:53:09, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 1.1933, loss: 1.1933 2023-12-20 02:54:28,679 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 7:52:46, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.1638, loss: 1.1638 2023-12-20 02:54:50,438 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 7:52:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.1582, loss: 1.1582 2023-12-20 02:55:12,201 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 7:52:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 1.1942, loss: 1.1942 2023-12-20 02:55:33,952 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 7:51:37, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.1835, loss: 1.1835 2023-12-20 02:55:55,813 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 7:51:14, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 1.1689, loss: 1.1689 2023-12-20 02:56:17,621 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 7:50:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.1806, loss: 1.1806 2023-12-20 02:56:39,162 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 7:50:28, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.1622, loss: 1.1622 2023-12-20 02:57:01,355 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 7:50:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.1780, loss: 1.1780 2023-12-20 02:57:23,599 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 7:49:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.1754, loss: 1.1754 2023-12-20 02:57:45,889 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 7:49:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9894, loss_cls: 1.1610, loss: 1.1610 2023-12-20 02:58:07,940 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 7:48:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.1634, loss: 1.1634 2023-12-20 02:58:30,245 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 7:48:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.1318, loss: 1.1318 2023-12-20 02:58:52,483 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 7:48:11, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 1.1672, loss: 1.1672 2023-12-20 02:59:14,783 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 7:47:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.1639, loss: 1.1639 2023-12-20 02:59:36,912 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 7:47:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9900, loss_cls: 1.2026, loss: 1.2026 2023-12-20 02:59:58,385 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 7:47:02, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 1.1844, loss: 1.1844 2023-12-20 03:00:20,248 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 7:46:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.1855, loss: 1.1855 2023-12-20 03:00:42,562 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 7:46:16, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.1765, loss: 1.1765 2023-12-20 03:01:04,472 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 7:45:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 1.1775, loss: 1.1775 2023-12-20 03:01:26,599 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 7:45:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.1939, loss: 1.1939 2023-12-20 03:01:49,088 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 7:45:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.1675, loss: 1.1675 2023-12-20 03:02:11,295 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 7:44:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.1742, loss: 1.1742 2023-12-20 03:02:33,480 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 7:44:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 1.1733, loss: 1.1733 2023-12-20 03:02:55,087 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 7:43:59, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.2118, loss: 1.2118 2023-12-20 03:03:16,771 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 7:43:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.1882, loss: 1.1882 2023-12-20 03:03:39,165 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 7:43:13, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.1855, loss: 1.1855 2023-12-20 03:04:01,188 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 7:42:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 1.2298, loss: 1.2298 2023-12-20 03:04:10,774 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-20 03:07:27,741 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 03:07:28,404 - pyskl - INFO - top1_acc 0.8451 top5_acc 0.9727 2023-12-20 03:07:28,411 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_112.pth was removed 2023-12-20 03:07:28,642 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-20 03:07:28,645 - pyskl - INFO - Best top1_acc is 0.8451 at 119 epoch. 2023-12-20 03:07:28,665 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8451, top5_acc: 0.9727 2023-12-20 03:08:18,928 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 7:42:23, time: 0.503, data_time: 0.283, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1793, loss: 1.1793 2023-12-20 03:08:41,036 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 7:42:00, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.1276, loss: 1.1276 2023-12-20 03:09:03,072 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 7:41:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9912, loss_cls: 1.1510, loss: 1.1510 2023-12-20 03:09:24,501 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 7:41:14, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.1779, loss: 1.1779 2023-12-20 03:09:46,088 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 7:40:51, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.1448, loss: 1.1448 2023-12-20 03:10:07,928 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 7:40:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.1436, loss: 1.1436 2023-12-20 03:10:29,815 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 7:40:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.1426, loss: 1.1426 2023-12-20 03:10:51,673 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 7:39:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.1496, loss: 1.1496 2023-12-20 03:11:13,529 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 7:39:19, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.1607, loss: 1.1607 2023-12-20 03:11:35,562 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 7:38:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.1925, loss: 1.1925 2023-12-20 03:11:57,361 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 7:38:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 1.1746, loss: 1.1746 2023-12-20 03:12:19,020 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 7:38:10, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.1612, loss: 1.1612 2023-12-20 03:12:41,259 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 7:37:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.1390, loss: 1.1390 2023-12-20 03:13:03,680 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 7:37:25, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.1754, loss: 1.1754 2023-12-20 03:13:25,962 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 7:37:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.1540, loss: 1.1540 2023-12-20 03:13:48,353 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 7:36:39, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.1627, loss: 1.1627 2023-12-20 03:14:10,741 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 7:36:16, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.1640, loss: 1.1640 2023-12-20 03:14:32,649 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 7:35:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9900, loss_cls: 1.1732, loss: 1.1732 2023-12-20 03:14:54,927 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 7:35:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.2019, loss: 1.2019 2023-12-20 03:15:16,865 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 7:35:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9919, loss_cls: 1.1813, loss: 1.1813 2023-12-20 03:15:39,080 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 7:34:44, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9906, loss_cls: 1.1625, loss: 1.1625 2023-12-20 03:16:01,437 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 7:34:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9900, loss_cls: 1.1830, loss: 1.1830 2023-12-20 03:16:23,091 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 7:33:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.1552, loss: 1.1552 2023-12-20 03:16:45,180 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 7:33:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9925, loss_cls: 1.1384, loss: 1.1384 2023-12-20 03:17:07,394 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 7:33:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.1535, loss: 1.1535 2023-12-20 03:17:29,181 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 7:32:50, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1534, loss: 1.1534 2023-12-20 03:17:51,738 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 7:32:27, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 1.1877, loss: 1.1877 2023-12-20 03:18:13,770 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 7:32:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.1577, loss: 1.1577 2023-12-20 03:18:35,616 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 7:31:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.1614, loss: 1.1614 2023-12-20 03:18:57,231 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 7:31:18, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.1669, loss: 1.1669 2023-12-20 03:19:19,931 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 7:30:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.1622, loss: 1.1622 2023-12-20 03:19:41,706 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 7:30:33, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.1731, loss: 1.1731 2023-12-20 03:20:04,039 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 7:30:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 1.1681, loss: 1.1681 2023-12-20 03:20:26,268 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 7:29:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.1600, loss: 1.1600 2023-12-20 03:20:48,349 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 7:29:24, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.1655, loss: 1.1655 2023-12-20 03:21:10,478 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 7:29:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1745, loss: 1.1745 2023-12-20 03:21:32,402 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 7:28:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1712, loss: 1.1712 2023-12-20 03:21:54,910 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 7:28:15, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9919, loss_cls: 1.1661, loss: 1.1661 2023-12-20 03:22:17,192 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 7:27:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.1891, loss: 1.1891 2023-12-20 03:22:27,023 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-20 03:25:40,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 03:25:41,155 - pyskl - INFO - top1_acc 0.8219 top5_acc 0.9668 2023-12-20 03:25:41,171 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8219, top5_acc: 0.9668 2023-12-20 03:26:33,079 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 7:27:26, time: 0.519, data_time: 0.299, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.1489, loss: 1.1489 2023-12-20 03:26:54,691 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 7:27:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.1338, loss: 1.1338 2023-12-20 03:27:16,616 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 7:26:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.1374, loss: 1.1374 2023-12-20 03:27:38,481 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 7:26:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.1251, loss: 1.1251 2023-12-20 03:28:00,750 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 7:25:54, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9906, loss_cls: 1.1349, loss: 1.1349 2023-12-20 03:28:23,233 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 7:25:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.1504, loss: 1.1504 2023-12-20 03:28:44,933 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 7:25:08, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.1645, loss: 1.1645 2023-12-20 03:29:07,355 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 7:24:45, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.1865, loss: 1.1865 2023-12-20 03:29:29,024 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 7:24:22, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.1421, loss: 1.1421 2023-12-20 03:29:51,022 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 7:24:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.1250, loss: 1.1250 2023-12-20 03:30:12,636 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 7:23:37, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.1402, loss: 1.1402 2023-12-20 03:30:34,228 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 7:23:14, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.1433, loss: 1.1433 2023-12-20 03:30:56,315 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 7:22:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.1568, loss: 1.1568 2023-12-20 03:31:18,518 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 7:22:28, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 1.1532, loss: 1.1532 2023-12-20 03:31:40,587 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 7:22:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 1.1564, loss: 1.1564 2023-12-20 03:32:02,926 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 7:21:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9919, loss_cls: 1.1534, loss: 1.1534 2023-12-20 03:32:24,591 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 7:21:19, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.1586, loss: 1.1586 2023-12-20 03:32:46,194 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 7:20:56, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.1560, loss: 1.1560 2023-12-20 03:33:08,237 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 7:20:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.1304, loss: 1.1304 2023-12-20 03:33:29,803 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 7:20:10, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.1621, loss: 1.1621 2023-12-20 03:33:51,682 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 7:19:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.1331, loss: 1.1331 2023-12-20 03:34:13,162 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 7:19:24, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.1456, loss: 1.1456 2023-12-20 03:34:34,972 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 7:19:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.1795, loss: 1.1795 2023-12-20 03:34:56,323 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 7:18:38, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.1820, loss: 1.1820 2023-12-20 03:35:18,523 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 7:18:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.1414, loss: 1.1414 2023-12-20 03:35:39,946 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 7:17:52, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.1642, loss: 1.1642 2023-12-20 03:36:01,471 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 7:17:29, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1725, loss: 1.1725 2023-12-20 03:36:23,451 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 7:17:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 1.1364, loss: 1.1364 2023-12-20 03:36:45,611 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 7:16:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.1495, loss: 1.1495 2023-12-20 03:37:07,466 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 7:16:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 1.1452, loss: 1.1452 2023-12-20 03:37:29,388 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 7:15:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.1483, loss: 1.1483 2023-12-20 03:37:51,430 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 7:15:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.1736, loss: 1.1736 2023-12-20 03:38:13,395 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 7:15:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.1601, loss: 1.1601 2023-12-20 03:38:35,264 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 7:14:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.1837, loss: 1.1837 2023-12-20 03:38:56,883 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 7:14:26, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.1693, loss: 1.1693 2023-12-20 03:39:18,576 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 7:14:03, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9900, loss_cls: 1.1680, loss: 1.1680 2023-12-20 03:39:40,422 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 7:13:40, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 1.1877, loss: 1.1877 2023-12-20 03:40:02,563 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 7:13:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9900, loss_cls: 1.1858, loss: 1.1858 2023-12-20 03:40:24,283 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 7:12:54, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.1518, loss: 1.1518 2023-12-20 03:40:34,248 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-20 03:43:48,052 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 03:43:48,512 - pyskl - INFO - top1_acc 0.8543 top5_acc 0.9738 2023-12-20 03:43:48,517 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_119.pth was removed 2023-12-20 03:43:48,679 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2023-12-20 03:43:48,681 - pyskl - INFO - Best top1_acc is 0.8543 at 121 epoch. 2023-12-20 03:43:48,696 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8543, top5_acc: 0.9738 2023-12-20 03:44:39,495 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 7:12:27, time: 0.508, data_time: 0.289, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.1293, loss: 1.1293 2023-12-20 03:45:01,021 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 7:12:04, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.1202, loss: 1.1202 2023-12-20 03:45:23,193 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 7:11:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 1.1186, loss: 1.1186 2023-12-20 03:45:46,105 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 7:11:18, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9925, loss_cls: 1.1500, loss: 1.1500 2023-12-20 03:46:08,507 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 7:10:55, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.1325, loss: 1.1325 2023-12-20 03:46:29,867 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 7:10:32, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.1301, loss: 1.1301 2023-12-20 03:46:52,199 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 7:10:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.1126, loss: 1.1126 2023-12-20 03:47:14,519 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 7:09:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.1240, loss: 1.1240 2023-12-20 03:47:36,439 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 7:09:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.1255, loss: 1.1255 2023-12-20 03:47:58,043 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 7:09:01, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.1440, loss: 1.1440 2023-12-20 03:48:19,990 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 7:08:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9925, loss_cls: 1.1417, loss: 1.1417 2023-12-20 03:48:41,725 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 7:08:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.1437, loss: 1.1437 2023-12-20 03:49:03,786 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 7:07:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.1362, loss: 1.1362 2023-12-20 03:49:25,573 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 7:07:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9912, loss_cls: 1.1476, loss: 1.1476 2023-12-20 03:49:47,466 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 7:07:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.1504, loss: 1.1504 2023-12-20 03:50:09,354 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 7:06:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.1361, loss: 1.1361 2023-12-20 03:50:31,633 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 7:06:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.1433, loss: 1.1433 2023-12-20 03:50:54,116 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 7:05:58, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.1199, loss: 1.1199 2023-12-20 03:51:16,744 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 7:05:35, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9919, loss_cls: 1.1613, loss: 1.1613 2023-12-20 03:51:39,135 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 7:05:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.1385, loss: 1.1385 2023-12-20 03:52:01,273 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 7:04:49, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.1432, loss: 1.1432 2023-12-20 03:52:23,626 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 7:04:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9919, loss_cls: 1.1311, loss: 1.1311 2023-12-20 03:52:45,606 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 7:04:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.1464, loss: 1.1464 2023-12-20 03:53:08,043 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 7:03:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.1361, loss: 1.1361 2023-12-20 03:53:29,924 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 7:03:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.1263, loss: 1.1263 2023-12-20 03:53:51,505 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 7:02:55, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 1.1400, loss: 1.1400 2023-12-20 03:54:13,459 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 7:02:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 1.1427, loss: 1.1427 2023-12-20 03:54:34,915 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 7:02:09, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.1416, loss: 1.1416 2023-12-20 03:54:56,672 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 7:01:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.1211, loss: 1.1211 2023-12-20 03:55:18,733 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 7:01:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.1216, loss: 1.1216 2023-12-20 03:55:40,755 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 7:01:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.1086, loss: 1.1086 2023-12-20 03:56:02,935 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 7:00:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.1598, loss: 1.1598 2023-12-20 03:56:24,932 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 7:00:14, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9919, loss_cls: 1.1559, loss: 1.1559 2023-12-20 03:56:46,725 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 6:59:52, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.1467, loss: 1.1467 2023-12-20 03:57:08,844 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 6:59:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.1268, loss: 1.1268 2023-12-20 03:57:31,084 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 6:59:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 1.1860, loss: 1.1860 2023-12-20 03:57:53,320 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 6:58:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.1374, loss: 1.1374 2023-12-20 03:58:15,688 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 6:58:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.1550, loss: 1.1550 2023-12-20 03:58:37,911 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 6:57:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 1.1616, loss: 1.1616 2023-12-20 03:58:47,460 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-20 04:02:04,264 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 04:02:04,926 - pyskl - INFO - top1_acc 0.8462 top5_acc 0.9720 2023-12-20 04:02:04,944 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8462, top5_acc: 0.9720 2023-12-20 04:02:54,912 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 6:57:30, time: 0.500, data_time: 0.281, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 1.1395, loss: 1.1395 2023-12-20 04:03:16,898 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 6:57:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9925, loss_cls: 1.1274, loss: 1.1274 2023-12-20 04:03:38,966 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 6:56:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.1006, loss: 1.1006 2023-12-20 04:04:00,575 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 6:56:21, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 1.1479, loss: 1.1479 2023-12-20 04:04:22,129 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 6:55:58, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.1314, loss: 1.1314 2023-12-20 04:04:44,517 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 6:55:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 1.1108, loss: 1.1108 2023-12-20 04:05:06,823 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 6:55:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9925, loss_cls: 1.1484, loss: 1.1484 2023-12-20 04:05:28,987 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 6:54:49, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.1267, loss: 1.1267 2023-12-20 04:05:50,737 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 6:54:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9906, loss_cls: 1.1275, loss: 1.1275 2023-12-20 04:06:12,725 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 6:54:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9919, loss_cls: 1.1493, loss: 1.1493 2023-12-20 04:06:34,889 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 6:53:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.1178, loss: 1.1178 2023-12-20 04:06:56,262 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 6:53:18, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 1.0000, loss_cls: 1.1301, loss: 1.1301 2023-12-20 04:07:17,854 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 6:52:55, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.1049, loss: 1.1049 2023-12-20 04:07:39,844 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 6:52:32, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9931, loss_cls: 1.1340, loss: 1.1340 2023-12-20 04:08:01,794 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 6:52:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.1592, loss: 1.1592 2023-12-20 04:08:24,196 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 6:51:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.1100, loss: 1.1100 2023-12-20 04:08:46,356 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 6:51:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.1307, loss: 1.1307 2023-12-20 04:09:08,359 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 6:51:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.1343, loss: 1.1343 2023-12-20 04:09:30,368 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 6:50:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.1124, loss: 1.1124 2023-12-20 04:09:52,419 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 6:50:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.1495, loss: 1.1495 2023-12-20 04:10:14,388 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 6:49:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.1420, loss: 1.1420 2023-12-20 04:10:35,939 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 6:49:29, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.1518, loss: 1.1518 2023-12-20 04:10:57,261 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 6:49:06, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 1.1317, loss: 1.1317 2023-12-20 04:11:19,131 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 6:48:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9919, loss_cls: 1.1476, loss: 1.1476 2023-12-20 04:11:41,243 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 6:48:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 1.1094, loss: 1.1094 2023-12-20 04:12:03,017 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 6:47:57, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.1382, loss: 1.1382 2023-12-20 04:12:24,616 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 6:47:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.1318, loss: 1.1318 2023-12-20 04:12:46,646 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 6:47:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.1123, loss: 1.1123 2023-12-20 04:13:09,050 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 6:46:48, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.1174, loss: 1.1174 2023-12-20 04:13:31,657 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 6:46:26, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.1283, loss: 1.1283 2023-12-20 04:13:54,173 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 6:46:03, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.1145, loss: 1.1145 2023-12-20 04:14:15,832 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 6:45:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.1330, loss: 1.1330 2023-12-20 04:14:37,428 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 6:45:17, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.1283, loss: 1.1283 2023-12-20 04:14:59,413 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 6:44:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.1125, loss: 1.1125 2023-12-20 04:15:21,511 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 6:44:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.1316, loss: 1.1316 2023-12-20 04:15:43,588 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 6:44:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.1445, loss: 1.1445 2023-12-20 04:16:05,629 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 6:43:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.1474, loss: 1.1474 2023-12-20 04:16:27,809 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 6:43:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9894, loss_cls: 1.1628, loss: 1.1628 2023-12-20 04:16:50,204 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 6:43:00, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.1595, loss: 1.1595 2023-12-20 04:17:00,145 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-20 04:20:16,534 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 04:20:16,988 - pyskl - INFO - top1_acc 0.8511 top5_acc 0.9734 2023-12-20 04:20:17,004 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8511, top5_acc: 0.9734 2023-12-20 04:21:05,311 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 6:42:32, time: 0.483, data_time: 0.265, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.1328, loss: 1.1328 2023-12-20 04:21:26,984 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 6:42:09, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9938, loss_cls: 1.1149, loss: 1.1149 2023-12-20 04:21:49,073 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 6:41:46, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 1.1021, loss: 1.1021 2023-12-20 04:22:11,400 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 6:41:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.1195, loss: 1.1195 2023-12-20 04:22:33,724 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 6:41:00, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.1290, loss: 1.1290 2023-12-20 04:22:56,074 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 6:40:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 1.1116, loss: 1.1116 2023-12-20 04:23:17,719 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 6:40:14, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 1.1100, loss: 1.1100 2023-12-20 04:23:39,352 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 6:39:51, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9912, loss_cls: 1.1409, loss: 1.1409 2023-12-20 04:24:01,276 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 6:39:29, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.1053, loss: 1.1053 2023-12-20 04:24:22,820 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 6:39:06, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.1253, loss: 1.1253 2023-12-20 04:24:44,217 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 6:38:43, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.1038, loss: 1.1038 2023-12-20 04:25:05,918 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 6:38:20, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9906, loss_cls: 1.1245, loss: 1.1245 2023-12-20 04:25:27,550 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 6:37:57, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 1.1206, loss: 1.1206 2023-12-20 04:25:49,052 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 6:37:34, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.1113, loss: 1.1113 2023-12-20 04:26:10,423 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 6:37:11, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.1124, loss: 1.1124 2023-12-20 04:26:32,208 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 6:36:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.1106, loss: 1.1106 2023-12-20 04:26:54,361 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 6:36:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 1.1053, loss: 1.1053 2023-12-20 04:27:16,836 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 6:36:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.0983, loss: 1.0983 2023-12-20 04:27:39,085 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 6:35:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.1204, loss: 1.1204 2023-12-20 04:28:00,797 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 6:35:16, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.1162, loss: 1.1162 2023-12-20 04:28:22,174 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 6:34:53, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.1379, loss: 1.1379 2023-12-20 04:28:43,687 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 6:34:30, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.1045, loss: 1.1045 2023-12-20 04:29:05,958 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 6:34:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.1075, loss: 1.1075 2023-12-20 04:29:27,743 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 6:33:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.1203, loss: 1.1203 2023-12-20 04:29:49,131 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 6:33:22, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.1131, loss: 1.1131 2023-12-20 04:30:10,471 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 6:32:59, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9938, loss_cls: 1.1306, loss: 1.1306 2023-12-20 04:30:32,095 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 6:32:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 1.1270, loss: 1.1270 2023-12-20 04:30:53,843 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 6:32:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.1141, loss: 1.1141 2023-12-20 04:31:16,978 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 6:31:50, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.1085, loss: 1.1085 2023-12-20 04:31:39,383 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 6:31:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 1.1270, loss: 1.1270 2023-12-20 04:32:01,407 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 6:31:04, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.1115, loss: 1.1115 2023-12-20 04:32:23,572 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 6:30:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.1253, loss: 1.1253 2023-12-20 04:32:45,626 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 6:30:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.1223, loss: 1.1223 2023-12-20 04:33:07,747 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 6:29:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 1.1328, loss: 1.1328 2023-12-20 04:33:29,953 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 6:29:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.1592, loss: 1.1592 2023-12-20 04:33:52,085 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 6:29:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 1.1171, loss: 1.1171 2023-12-20 04:34:14,222 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 6:28:47, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.1151, loss: 1.1151 2023-12-20 04:34:36,029 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 6:28:24, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9912, loss_cls: 1.1402, loss: 1.1402 2023-12-20 04:34:58,261 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 6:28:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.1424, loss: 1.1424 2023-12-20 04:35:07,742 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-20 04:38:23,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 04:38:24,482 - pyskl - INFO - top1_acc 0.8537 top5_acc 0.9745 2023-12-20 04:38:24,498 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8537, top5_acc: 0.9745 2023-12-20 04:39:14,953 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 6:27:34, time: 0.504, data_time: 0.284, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.0923, loss: 1.0923 2023-12-20 04:39:37,064 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 6:27:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.1041, loss: 1.1041 2023-12-20 04:39:58,967 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 6:26:48, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9938, loss_cls: 1.1100, loss: 1.1100 2023-12-20 04:40:21,242 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 6:26:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 1.1038, loss: 1.1038 2023-12-20 04:40:43,583 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 6:26:02, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.1009, loss: 1.1009 2023-12-20 04:41:05,932 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 6:25:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 1.0862, loss: 1.0862 2023-12-20 04:41:27,970 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 6:25:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.1039, loss: 1.1039 2023-12-20 04:41:49,297 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 6:24:54, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.0980, loss: 1.0980 2023-12-20 04:42:10,484 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 6:24:31, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9931, loss_cls: 1.1167, loss: 1.1167 2023-12-20 04:42:32,010 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 6:24:08, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.1002, loss: 1.1002 2023-12-20 04:42:54,119 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 6:23:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.1064, loss: 1.1064 2023-12-20 04:43:16,475 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 6:23:22, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.1236, loss: 1.1236 2023-12-20 04:43:38,673 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 6:22:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.0918, loss: 1.0918 2023-12-20 04:44:00,424 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 6:22:36, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.1065, loss: 1.1065 2023-12-20 04:44:22,381 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 6:22:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.1149, loss: 1.1149 2023-12-20 04:44:44,103 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 6:21:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9931, loss_cls: 1.1179, loss: 1.1179 2023-12-20 04:45:05,904 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 6:21:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.0960, loss: 1.0960 2023-12-20 04:45:27,772 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 6:21:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.1111, loss: 1.1111 2023-12-20 04:45:50,001 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 6:20:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.1122, loss: 1.1122 2023-12-20 04:46:12,245 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 6:20:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.0842, loss: 1.0842 2023-12-20 04:46:34,778 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 6:19:56, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.0862, loss: 1.0862 2023-12-20 04:46:56,496 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 6:19:33, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.0972, loss: 1.0972 2023-12-20 04:47:18,222 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 6:19:10, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.1171, loss: 1.1171 2023-12-20 04:47:40,418 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 6:18:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.1159, loss: 1.1159 2023-12-20 04:48:02,377 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 6:18:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.0927, loss: 1.0927 2023-12-20 04:48:23,824 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 6:18:02, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.1081, loss: 1.1081 2023-12-20 04:48:45,267 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 6:17:39, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 1.1018, loss: 1.1018 2023-12-20 04:49:07,375 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 6:17:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.1075, loss: 1.1075 2023-12-20 04:49:29,291 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 6:16:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9938, loss_cls: 1.1152, loss: 1.1152 2023-12-20 04:49:51,588 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 6:16:30, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.1005, loss: 1.1005 2023-12-20 04:50:13,773 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 6:16:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.0962, loss: 1.0962 2023-12-20 04:50:35,715 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 6:15:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.1185, loss: 1.1185 2023-12-20 04:50:57,730 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 6:15:22, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.1091, loss: 1.1091 2023-12-20 04:51:20,033 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 6:14:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 1.1346, loss: 1.1346 2023-12-20 04:51:41,616 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 6:14:36, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.1123, loss: 1.1123 2023-12-20 04:52:03,409 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 6:14:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9912, loss_cls: 1.1398, loss: 1.1398 2023-12-20 04:52:25,344 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 6:13:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.1061, loss: 1.1061 2023-12-20 04:52:47,784 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 6:13:27, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 1.1238, loss: 1.1238 2023-12-20 04:53:10,202 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 6:13:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 1.1399, loss: 1.1399 2023-12-20 04:53:19,914 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-20 04:56:35,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 04:56:35,922 - pyskl - INFO - top1_acc 0.8564 top5_acc 0.9739 2023-12-20 04:56:35,927 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_121.pth was removed 2023-12-20 04:56:36,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2023-12-20 04:56:36,090 - pyskl - INFO - Best top1_acc is 0.8564 at 125 epoch. 2023-12-20 04:56:36,105 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8564, top5_acc: 0.9739 2023-12-20 04:57:26,510 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 6:12:37, time: 0.504, data_time: 0.279, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9956, loss_cls: 1.0874, loss: 1.0874 2023-12-20 04:57:48,110 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 6:12:14, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9950, loss_cls: 1.1017, loss: 1.1017 2023-12-20 04:58:10,867 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 6:11:51, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.1011, loss: 1.1011 2023-12-20 04:58:32,856 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 6:11:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 1.1090, loss: 1.1090 2023-12-20 04:58:55,181 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 6:11:05, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.0757, loss: 1.0757 2023-12-20 04:59:17,151 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 6:10:42, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 1.0853, loss: 1.0853 2023-12-20 04:59:39,592 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 6:10:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 1.1062, loss: 1.1062 2023-12-20 05:00:01,963 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 6:09:57, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.0864, loss: 1.0864 2023-12-20 05:00:23,840 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 6:09:34, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 1.0968, loss: 1.0968 2023-12-20 05:00:45,884 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 6:09:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.0948, loss: 1.0948 2023-12-20 05:01:08,028 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 6:08:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.1117, loss: 1.1117 2023-12-20 05:01:29,763 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 6:08:25, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 1.1023, loss: 1.1023 2023-12-20 05:01:51,479 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 6:08:02, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.0893, loss: 1.0893 2023-12-20 05:02:13,011 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 6:07:39, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9931, loss_cls: 1.0875, loss: 1.0875 2023-12-20 05:02:34,597 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:07:16, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.0761, loss: 1.0761 2023-12-20 05:02:56,379 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:06:54, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.0839, loss: 1.0839 2023-12-20 05:03:18,259 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:06:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9956, loss_cls: 1.0850, loss: 1.0850 2023-12-20 05:03:39,928 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:06:08, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 1.0832, loss: 1.0832 2023-12-20 05:04:01,811 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:05:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.0920, loss: 1.0920 2023-12-20 05:04:23,375 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:05:22, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.1046, loss: 1.1046 2023-12-20 05:04:45,092 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:04:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 1.0906, loss: 1.0906 2023-12-20 05:05:06,993 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:04:36, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 1.1103, loss: 1.1103 2023-12-20 05:05:28,756 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:04:13, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.0949, loss: 1.0949 2023-12-20 05:05:50,554 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:03:50, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.1030, loss: 1.1030 2023-12-20 05:06:12,060 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:03:27, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.1046, loss: 1.1046 2023-12-20 05:06:33,886 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:03:05, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9925, loss_cls: 1.1160, loss: 1.1160 2023-12-20 05:06:55,765 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:02:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.0790, loss: 1.0790 2023-12-20 05:07:17,606 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:02:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 1.0983, loss: 1.0983 2023-12-20 05:07:39,040 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:01:56, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.0894, loss: 1.0894 2023-12-20 05:08:00,428 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:01:33, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 1.0920, loss: 1.0920 2023-12-20 05:08:22,362 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:01:10, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.0722, loss: 1.0722 2023-12-20 05:08:44,542 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:00:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.1031, loss: 1.1031 2023-12-20 05:09:06,524 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:00:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9925, loss_cls: 1.1086, loss: 1.1086 2023-12-20 05:09:28,678 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:00:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.0926, loss: 1.0926 2023-12-20 05:09:50,866 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 5:59:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.1013, loss: 1.1013 2023-12-20 05:10:12,528 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 5:59:16, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.0979, loss: 1.0979 2023-12-20 05:10:34,671 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 5:58:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.0776, loss: 1.0776 2023-12-20 05:10:56,885 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 5:58:30, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.0750, loss: 1.0750 2023-12-20 05:11:19,353 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 5:58:07, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 1.1174, loss: 1.1174 2023-12-20 05:11:29,316 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-20 05:14:44,173 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 05:14:44,637 - pyskl - INFO - top1_acc 0.8530 top5_acc 0.9745 2023-12-20 05:14:44,653 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8530, top5_acc: 0.9745 2023-12-20 05:15:36,700 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 5:57:39, time: 0.520, data_time: 0.302, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.0895, loss: 1.0895 2023-12-20 05:15:58,857 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 5:57:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.0697, loss: 1.0697 2023-12-20 05:16:21,108 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 5:56:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 1.0975, loss: 1.0975 2023-12-20 05:16:42,874 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 5:56:31, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9931, loss_cls: 1.0801, loss: 1.0801 2023-12-20 05:17:05,021 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 5:56:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.1238, loss: 1.1238 2023-12-20 05:17:26,909 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 5:55:45, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.0741, loss: 1.0741 2023-12-20 05:17:48,849 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 5:55:22, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.0778, loss: 1.0778 2023-12-20 05:18:10,610 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 5:54:59, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 1.1049, loss: 1.1049 2023-12-20 05:18:32,340 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 5:54:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.0921, loss: 1.0921 2023-12-20 05:18:53,750 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 5:54:14, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.0793, loss: 1.0793 2023-12-20 05:19:15,114 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 5:53:51, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.1026, loss: 1.1026 2023-12-20 05:19:36,962 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 5:53:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 1.1217, loss: 1.1217 2023-12-20 05:19:59,058 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 5:53:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9919, loss_cls: 1.1218, loss: 1.1218 2023-12-20 05:20:21,331 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 5:52:42, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.1248, loss: 1.1248 2023-12-20 05:20:43,716 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 5:52:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.0906, loss: 1.0906 2023-12-20 05:21:05,930 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 5:51:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.0814, loss: 1.0814 2023-12-20 05:21:28,233 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 5:51:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9944, loss_cls: 1.0952, loss: 1.0952 2023-12-20 05:21:50,079 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 5:51:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.1125, loss: 1.1125 2023-12-20 05:22:12,255 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 5:50:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 1.0981, loss: 1.0981 2023-12-20 05:22:34,240 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 5:50:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.0783, loss: 1.0783 2023-12-20 05:22:56,402 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 5:50:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.0858, loss: 1.0858 2023-12-20 05:23:18,220 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 5:49:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9944, loss_cls: 1.1060, loss: 1.1060 2023-12-20 05:23:39,899 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 5:49:17, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.0861, loss: 1.0861 2023-12-20 05:24:01,982 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 5:48:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.0660, loss: 1.0660 2023-12-20 05:24:24,156 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 5:48:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 1.0825, loss: 1.0825 2023-12-20 05:24:46,262 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 5:48:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.0765, loss: 1.0765 2023-12-20 05:25:08,498 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 5:47:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 1.0954, loss: 1.0954 2023-12-20 05:25:30,264 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 5:47:22, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.0856, loss: 1.0856 2023-12-20 05:25:52,233 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 5:46:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.0713, loss: 1.0713 2023-12-20 05:26:14,765 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 5:46:37, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0786, loss: 1.0786 2023-12-20 05:26:37,181 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 5:46:14, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.0930, loss: 1.0930 2023-12-20 05:26:59,669 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 5:45:51, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.0889, loss: 1.0889 2023-12-20 05:27:21,975 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 5:45:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.0850, loss: 1.0850 2023-12-20 05:27:44,037 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 5:45:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 1.0993, loss: 1.0993 2023-12-20 05:28:06,272 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 5:44:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.0793, loss: 1.0793 2023-12-20 05:28:28,574 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 5:44:20, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.0791, loss: 1.0791 2023-12-20 05:28:50,515 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 5:43:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.0760, loss: 1.0760 2023-12-20 05:29:12,546 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 5:43:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.0958, loss: 1.0958 2023-12-20 05:29:34,832 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 5:43:12, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9919, loss_cls: 1.1275, loss: 1.1275 2023-12-20 05:29:44,720 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-20 05:33:00,720 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 05:33:01,176 - pyskl - INFO - top1_acc 0.8596 top5_acc 0.9740 2023-12-20 05:33:01,182 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_125.pth was removed 2023-12-20 05:33:01,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-20 05:33:01,344 - pyskl - INFO - Best top1_acc is 0.8596 at 127 epoch. 2023-12-20 05:33:01,359 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8596, top5_acc: 0.9740 2023-12-20 05:33:53,780 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 5:42:43, time: 0.524, data_time: 0.301, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.0719, loss: 1.0719 2023-12-20 05:34:15,596 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 5:42:21, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 1.0713, loss: 1.0713 2023-12-20 05:34:37,446 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 5:41:58, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9944, loss_cls: 1.0874, loss: 1.0874 2023-12-20 05:34:59,408 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 5:41:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.0700, loss: 1.0700 2023-12-20 05:35:21,816 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 5:41:12, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.0836, loss: 1.0836 2023-12-20 05:35:43,147 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 5:40:49, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.0906, loss: 1.0906 2023-12-20 05:36:04,600 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 5:40:26, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9931, loss_cls: 1.0890, loss: 1.0890 2023-12-20 05:36:25,937 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 5:40:03, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.0817, loss: 1.0817 2023-12-20 05:36:47,325 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 5:39:40, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.0733, loss: 1.0733 2023-12-20 05:37:09,073 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 5:39:17, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.0669, loss: 1.0669 2023-12-20 05:37:30,469 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 5:38:54, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9931, loss_cls: 1.0836, loss: 1.0836 2023-12-20 05:37:52,256 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 5:38:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 1.0915, loss: 1.0915 2023-12-20 05:38:13,762 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 5:38:09, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.0763, loss: 1.0763 2023-12-20 05:38:35,307 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 5:37:46, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.0840, loss: 1.0840 2023-12-20 05:38:57,225 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 5:37:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.0679, loss: 1.0679 2023-12-20 05:39:19,058 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 5:37:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.0718, loss: 1.0718 2023-12-20 05:39:40,896 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 5:36:37, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 1.0731, loss: 1.0731 2023-12-20 05:40:03,003 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 5:36:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.0879, loss: 1.0879 2023-12-20 05:40:25,285 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 5:35:51, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 1.0681, loss: 1.0681 2023-12-20 05:40:46,644 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 5:35:29, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 1.0701, loss: 1.0701 2023-12-20 05:41:08,317 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 5:35:06, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.0525, loss: 1.0525 2023-12-20 05:41:30,252 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 5:34:43, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.0789, loss: 1.0789 2023-12-20 05:41:51,815 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 5:34:20, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.0788, loss: 1.0788 2023-12-20 05:42:13,396 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 5:33:57, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9938, loss_cls: 1.0803, loss: 1.0803 2023-12-20 05:42:34,839 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 5:33:34, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 1.0643, loss: 1.0643 2023-12-20 05:42:56,659 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 5:33:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 1.0718, loss: 1.0718 2023-12-20 05:43:18,881 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 5:32:48, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.0791, loss: 1.0791 2023-12-20 05:43:41,328 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 5:32:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.0765, loss: 1.0765 2023-12-20 05:44:02,742 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 5:32:03, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.0802, loss: 1.0802 2023-12-20 05:44:24,801 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 5:31:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 1.0723, loss: 1.0723 2023-12-20 05:44:47,208 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 5:31:17, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.0720, loss: 1.0720 2023-12-20 05:45:09,612 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 5:30:54, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.0747, loss: 1.0747 2023-12-20 05:45:32,173 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 5:30:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.0534, loss: 1.0534 2023-12-20 05:45:54,181 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 5:30:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9938, loss_cls: 1.1140, loss: 1.1140 2023-12-20 05:46:16,504 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 5:29:46, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.0699, loss: 1.0699 2023-12-20 05:46:38,796 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 5:29:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.1101, loss: 1.1101 2023-12-20 05:47:01,338 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 5:29:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 1.0960, loss: 1.0960 2023-12-20 05:47:23,127 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 5:28:38, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.0991, loss: 1.0991 2023-12-20 05:47:44,850 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 5:28:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9944, loss_cls: 1.1156, loss: 1.1156 2023-12-20 05:47:54,244 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-20 05:51:08,683 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 05:51:09,159 - pyskl - INFO - top1_acc 0.8573 top5_acc 0.9740 2023-12-20 05:51:09,175 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8573, top5_acc: 0.9740 2023-12-20 05:51:59,187 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 5:27:46, time: 0.500, data_time: 0.284, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 1.0677, loss: 1.0677 2023-12-20 05:52:20,615 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 5:27:23, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9956, loss_cls: 1.0824, loss: 1.0824 2023-12-20 05:52:42,471 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 5:27:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.0624, loss: 1.0624 2023-12-20 05:53:04,150 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 5:26:37, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 1.0946, loss: 1.0946 2023-12-20 05:53:25,766 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 5:26:14, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9956, loss_cls: 1.0721, loss: 1.0721 2023-12-20 05:53:47,498 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 5:25:52, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.0453, loss: 1.0453 2023-12-20 05:54:09,153 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 5:25:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 1.0678, loss: 1.0678 2023-12-20 05:54:31,367 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 5:25:06, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.0653, loss: 1.0653 2023-12-20 05:54:53,613 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 5:24:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9950, loss_cls: 1.0804, loss: 1.0804 2023-12-20 05:55:15,409 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 5:24:20, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.0705, loss: 1.0705 2023-12-20 05:55:36,854 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 5:23:57, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.0868, loss: 1.0868 2023-12-20 05:55:58,505 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 5:23:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9950, loss_cls: 1.0769, loss: 1.0769 2023-12-20 05:56:20,408 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 5:23:11, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.0565, loss: 1.0565 2023-12-20 05:56:42,198 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 5:22:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 1.0735, loss: 1.0735 2023-12-20 05:57:04,107 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 5:22:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.0527, loss: 1.0527 2023-12-20 05:57:25,708 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 5:22:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.0684, loss: 1.0684 2023-12-20 05:57:47,187 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 5:21:40, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 1.0650, loss: 1.0650 2023-12-20 05:58:09,471 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 5:21:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.0574, loss: 1.0574 2023-12-20 05:58:31,366 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 5:20:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.0704, loss: 1.0704 2023-12-20 05:58:53,447 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 5:20:31, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 1.0685, loss: 1.0685 2023-12-20 05:59:15,342 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 5:20:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 1.0744, loss: 1.0744 2023-12-20 05:59:37,353 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 5:19:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9938, loss_cls: 1.0833, loss: 1.0833 2023-12-20 05:59:59,014 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 5:19:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.0750, loss: 1.0750 2023-12-20 06:00:20,656 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 5:19:00, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.0653, loss: 1.0653 2023-12-20 06:00:42,624 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 5:18:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.0758, loss: 1.0758 2023-12-20 06:01:04,369 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 5:18:14, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 1.0767, loss: 1.0767 2023-12-20 06:01:26,500 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 5:17:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.0761, loss: 1.0761 2023-12-20 06:01:48,830 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 5:17:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 1.0683, loss: 1.0683 2023-12-20 06:02:10,802 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 5:17:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9950, loss_cls: 1.0664, loss: 1.0664 2023-12-20 06:02:33,192 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 5:16:43, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.0738, loss: 1.0738 2023-12-20 06:02:55,381 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 5:16:20, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.0608, loss: 1.0608 2023-12-20 06:03:17,468 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 5:15:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9950, loss_cls: 1.0859, loss: 1.0859 2023-12-20 06:03:39,328 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 5:15:35, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.0682, loss: 1.0682 2023-12-20 06:04:01,393 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 5:15:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9950, loss_cls: 1.0821, loss: 1.0821 2023-12-20 06:04:23,161 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:14:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.0660, loss: 1.0660 2023-12-20 06:04:45,295 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:14:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9956, loss_cls: 1.0910, loss: 1.0910 2023-12-20 06:05:06,920 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:14:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.0651, loss: 1.0651 2023-12-20 06:05:28,668 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:13:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.0791, loss: 1.0791 2023-12-20 06:05:51,068 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:13:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.0998, loss: 1.0998 2023-12-20 06:06:00,834 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-20 06:09:13,867 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 06:09:14,336 - pyskl - INFO - top1_acc 0.8623 top5_acc 0.9746 2023-12-20 06:09:14,341 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_127.pth was removed 2023-12-20 06:09:14,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-20 06:09:14,604 - pyskl - INFO - Best top1_acc is 0.8623 at 129 epoch. 2023-12-20 06:09:14,620 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8623, top5_acc: 0.9746 2023-12-20 06:10:04,211 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:12:49, time: 0.496, data_time: 0.276, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.0508, loss: 1.0508 2023-12-20 06:10:26,230 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:12:26, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.0557, loss: 1.0557 2023-12-20 06:10:48,176 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:12:03, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.0623, loss: 1.0623 2023-12-20 06:11:09,739 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:11:40, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.0724, loss: 1.0724 2023-12-20 06:11:31,546 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:11:17, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.0572, loss: 1.0572 2023-12-20 06:11:52,989 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:10:54, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.0440, loss: 1.0440 2023-12-20 06:12:14,397 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:10:32, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 1.0609, loss: 1.0609 2023-12-20 06:12:35,768 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:10:09, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.0531, loss: 1.0531 2023-12-20 06:12:57,319 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:09:46, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9956, loss_cls: 1.0673, loss: 1.0673 2023-12-20 06:13:18,842 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:09:23, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.0519, loss: 1.0519 2023-12-20 06:13:40,364 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:09:00, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.0418, loss: 1.0418 2023-12-20 06:14:02,703 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:08:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.0621, loss: 1.0621 2023-12-20 06:14:25,277 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:08:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0336, loss: 1.0336 2023-12-20 06:14:47,268 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:07:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.0603, loss: 1.0603 2023-12-20 06:15:09,833 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:07:29, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.0459, loss: 1.0459 2023-12-20 06:15:32,105 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:07:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.0593, loss: 1.0593 2023-12-20 06:15:53,568 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:06:43, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.0641, loss: 1.0641 2023-12-20 06:16:15,192 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:06:20, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.0527, loss: 1.0527 2023-12-20 06:16:37,315 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:05:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.0631, loss: 1.0631 2023-12-20 06:16:59,081 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:05:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.0659, loss: 1.0659 2023-12-20 06:17:20,282 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:05:12, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.0673, loss: 1.0673 2023-12-20 06:17:42,046 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:04:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9944, loss_cls: 1.0809, loss: 1.0809 2023-12-20 06:18:04,279 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:04:26, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 1.0711, loss: 1.0711 2023-12-20 06:18:26,560 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:04:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9938, loss_cls: 1.0574, loss: 1.0574 2023-12-20 06:18:48,261 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:03:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.0465, loss: 1.0465 2023-12-20 06:19:10,211 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:03:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.0433, loss: 1.0433 2023-12-20 06:19:31,584 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:02:55, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.0676, loss: 1.0676 2023-12-20 06:19:53,019 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:02:32, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.0616, loss: 1.0616 2023-12-20 06:20:14,823 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:02:09, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.0599, loss: 1.0599 2023-12-20 06:20:37,207 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:01:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.0735, loss: 1.0735 2023-12-20 06:20:58,883 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:01:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.0424, loss: 1.0424 2023-12-20 06:21:20,449 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:01:00, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 1.0697, loss: 1.0697 2023-12-20 06:21:41,927 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:00:38, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.0474, loss: 1.0474 2023-12-20 06:22:04,165 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:00:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9950, loss_cls: 1.0759, loss: 1.0759 2023-12-20 06:22:26,389 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 4:59:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.0586, loss: 1.0586 2023-12-20 06:22:47,948 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 4:59:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 1.0601, loss: 1.0601 2023-12-20 06:23:09,413 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 4:59:06, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9956, loss_cls: 1.0656, loss: 1.0656 2023-12-20 06:23:31,018 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 4:58:43, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.0813, loss: 1.0813 2023-12-20 06:23:53,252 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 4:58:21, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.0610, loss: 1.0610 2023-12-20 06:24:02,740 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-20 06:27:17,917 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 06:27:18,403 - pyskl - INFO - top1_acc 0.8590 top5_acc 0.9733 2023-12-20 06:27:18,419 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8590, top5_acc: 0.9733 2023-12-20 06:28:06,499 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 4:57:51, time: 0.481, data_time: 0.261, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.0488, loss: 1.0488 2023-12-20 06:28:27,998 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 4:57:28, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9962, loss_cls: 1.0449, loss: 1.0449 2023-12-20 06:28:49,886 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 4:57:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9956, loss_cls: 1.0767, loss: 1.0767 2023-12-20 06:29:11,641 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 4:56:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 1.0532, loss: 1.0532 2023-12-20 06:29:33,522 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 4:56:20, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.0456, loss: 1.0456 2023-12-20 06:29:54,973 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 4:55:57, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.0434, loss: 1.0434 2023-12-20 06:30:16,397 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 4:55:34, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.0426, loss: 1.0426 2023-12-20 06:30:38,181 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 4:55:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.0516, loss: 1.0516 2023-12-20 06:31:00,228 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 4:54:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.0568, loss: 1.0568 2023-12-20 06:31:23,321 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 4:54:26, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.0380, loss: 1.0380 2023-12-20 06:31:45,932 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 4:54:03, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 1.0483, loss: 1.0483 2023-12-20 06:32:08,564 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 4:53:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.0582, loss: 1.0582 2023-12-20 06:32:30,839 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 4:53:17, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.0548, loss: 1.0548 2023-12-20 06:32:53,073 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 4:52:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.0525, loss: 1.0525 2023-12-20 06:33:15,205 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 4:52:32, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.0638, loss: 1.0638 2023-12-20 06:33:37,245 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 4:52:09, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9956, loss_cls: 1.0495, loss: 1.0495 2023-12-20 06:33:58,961 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 4:51:46, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.0456, loss: 1.0456 2023-12-20 06:34:21,103 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 4:51:23, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.0586, loss: 1.0586 2023-12-20 06:34:43,241 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 4:51:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.0411, loss: 1.0411 2023-12-20 06:35:05,390 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 4:50:38, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.0427, loss: 1.0427 2023-12-20 06:35:27,260 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 4:50:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9956, loss_cls: 1.0549, loss: 1.0549 2023-12-20 06:35:49,384 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 4:49:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.0466, loss: 1.0466 2023-12-20 06:36:11,064 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 4:49:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.0488, loss: 1.0488 2023-12-20 06:36:32,985 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 4:49:07, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 1.0569, loss: 1.0569 2023-12-20 06:36:55,284 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 4:48:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.0459, loss: 1.0459 2023-12-20 06:37:17,558 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 4:48:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.0508, loss: 1.0508 2023-12-20 06:37:39,998 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 4:47:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.0427, loss: 1.0427 2023-12-20 06:38:02,135 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 4:47:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.0565, loss: 1.0565 2023-12-20 06:38:24,307 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 4:47:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.0321, loss: 1.0321 2023-12-20 06:38:46,568 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 4:46:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9956, loss_cls: 1.0485, loss: 1.0485 2023-12-20 06:39:08,617 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 4:46:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.0506, loss: 1.0506 2023-12-20 06:39:30,357 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 4:46:04, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.0627, loss: 1.0627 2023-12-20 06:39:52,244 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 4:45:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.0719, loss: 1.0719 2023-12-20 06:40:14,614 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 4:45:19, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.0587, loss: 1.0587 2023-12-20 06:40:36,871 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 4:44:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 1.0588, loss: 1.0588 2023-12-20 06:40:59,117 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 4:44:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.0593, loss: 1.0593 2023-12-20 06:41:21,494 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 4:44:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.0509, loss: 1.0509 2023-12-20 06:41:44,028 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 4:43:48, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 1.0677, loss: 1.0677 2023-12-20 06:42:06,188 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 4:43:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.0689, loss: 1.0689 2023-12-20 06:42:15,575 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-20 06:45:28,992 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 06:45:29,448 - pyskl - INFO - top1_acc 0.8633 top5_acc 0.9740 2023-12-20 06:45:29,453 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_129.pth was removed 2023-12-20 06:45:29,613 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2023-12-20 06:45:29,615 - pyskl - INFO - Best top1_acc is 0.8633 at 131 epoch. 2023-12-20 06:45:29,630 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8633, top5_acc: 0.9740 2023-12-20 06:46:24,756 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 4:42:57, time: 0.551, data_time: 0.328, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9956, loss_cls: 1.0466, loss: 1.0466 2023-12-20 06:46:47,038 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 4:42:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 1.0616, loss: 1.0616 2023-12-20 06:47:08,835 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 4:42:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.0528, loss: 1.0528 2023-12-20 06:47:30,629 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 4:41:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9962, loss_cls: 1.0542, loss: 1.0542 2023-12-20 06:47:52,859 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 4:41:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.0549, loss: 1.0549 2023-12-20 06:48:15,009 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 4:41:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.0379, loss: 1.0379 2023-12-20 06:48:37,266 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 4:40:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.0406, loss: 1.0406 2023-12-20 06:48:59,466 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 4:40:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.0470, loss: 1.0470 2023-12-20 06:49:21,467 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 4:39:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 2023-12-20 06:49:43,405 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 4:39:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.0575, loss: 1.0575 2023-12-20 06:50:05,350 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 4:39:08, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.0429, loss: 1.0429 2023-12-20 06:50:27,049 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 4:38:46, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.0583, loss: 1.0583 2023-12-20 06:50:48,868 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 4:38:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.0390, loss: 1.0390 2023-12-20 06:51:10,259 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 4:38:00, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 1.0491, loss: 1.0491 2023-12-20 06:51:31,979 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 4:37:37, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.0377, loss: 1.0377 2023-12-20 06:51:53,748 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 4:37:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 1.0551, loss: 1.0551 2023-12-20 06:52:16,573 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 4:36:52, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0467, loss: 1.0467 2023-12-20 06:52:38,390 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 4:36:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.0376, loss: 1.0376 2023-12-20 06:53:00,367 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 4:36:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.0333, loss: 1.0333 2023-12-20 06:53:21,935 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 4:35:43, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.0427, loss: 1.0427 2023-12-20 06:53:43,482 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 4:35:20, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.0440, loss: 1.0440 2023-12-20 06:54:04,983 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 4:34:57, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 1.0650, loss: 1.0650 2023-12-20 06:54:26,567 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 4:34:34, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0336, loss: 1.0336 2023-12-20 06:54:48,322 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 4:34:12, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 1.0472, loss: 1.0472 2023-12-20 06:55:09,786 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 4:33:49, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 1.0642, loss: 1.0642 2023-12-20 06:55:31,595 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 4:33:26, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.0417, loss: 1.0417 2023-12-20 06:55:53,892 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 4:33:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.0558, loss: 1.0558 2023-12-20 06:56:15,583 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 4:32:40, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.0435, loss: 1.0435 2023-12-20 06:56:37,991 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 4:32:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.0400, loss: 1.0400 2023-12-20 06:57:00,244 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 4:31:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.0374, loss: 1.0374 2023-12-20 06:57:22,586 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 4:31:32, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.0289, loss: 1.0289 2023-12-20 06:57:44,966 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 4:31:09, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.0309, loss: 1.0309 2023-12-20 06:58:07,340 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 4:30:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.0384, loss: 1.0384 2023-12-20 06:58:29,562 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 4:30:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 1.0493, loss: 1.0493 2023-12-20 06:58:51,391 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 4:30:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.0453, loss: 1.0453 2023-12-20 06:59:13,306 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 4:29:38, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9931, loss_cls: 1.0645, loss: 1.0645 2023-12-20 06:59:35,240 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 4:29:15, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.0444, loss: 1.0444 2023-12-20 06:59:57,868 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 4:28:53, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.0659, loss: 1.0659 2023-12-20 07:00:20,414 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 4:28:30, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.0517, loss: 1.0517 2023-12-20 07:00:30,149 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-20 07:03:45,677 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:03:46,290 - pyskl - INFO - top1_acc 0.8683 top5_acc 0.9755 2023-12-20 07:03:46,295 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_131.pth was removed 2023-12-20 07:03:46,458 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-20 07:03:46,459 - pyskl - INFO - Best top1_acc is 0.8683 at 132 epoch. 2023-12-20 07:03:46,475 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8683, top5_acc: 0.9755 2023-12-20 07:04:36,044 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 4:28:00, time: 0.496, data_time: 0.279, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0221, loss: 1.0221 2023-12-20 07:04:57,271 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 4:27:38, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 1.0379, loss: 1.0379 2023-12-20 07:05:18,325 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 4:27:15, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 1.0444, loss: 1.0444 2023-12-20 07:05:39,739 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 4:26:52, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.0293, loss: 1.0293 2023-12-20 07:06:01,433 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 4:26:29, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 2023-12-20 07:06:23,414 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 4:26:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.0425, loss: 1.0425 2023-12-20 07:06:45,654 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 4:25:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.0343, loss: 1.0343 2023-12-20 07:07:08,251 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 4:25:21, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.0294, loss: 1.0294 2023-12-20 07:07:30,376 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 4:24:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.0358, loss: 1.0358 2023-12-20 07:07:52,382 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 4:24:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.0431, loss: 1.0431 2023-12-20 07:08:14,304 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 4:24:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.0280, loss: 1.0280 2023-12-20 07:08:35,707 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 4:23:49, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.0453, loss: 1.0453 2023-12-20 07:08:57,671 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 4:23:27, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0224, loss: 1.0224 2023-12-20 07:09:19,214 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 4:23:04, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.0325, loss: 1.0325 2023-12-20 07:09:41,088 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 4:22:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.0455, loss: 1.0455 2023-12-20 07:10:02,508 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:22:18, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 1.0535, loss: 1.0535 2023-12-20 07:10:24,370 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:21:55, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0347, loss: 1.0347 2023-12-20 07:10:46,110 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:21:32, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.0321, loss: 1.0321 2023-12-20 07:11:08,422 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:21:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0261, loss: 1.0261 2023-12-20 07:11:30,814 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:20:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.0345, loss: 1.0345 2023-12-20 07:11:52,556 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:20:24, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0253, loss: 1.0253 2023-12-20 07:12:14,373 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:20:01, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.0310, loss: 1.0310 2023-12-20 07:12:36,063 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:19:38, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.0466, loss: 1.0466 2023-12-20 07:12:58,026 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:19:16, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.0326, loss: 1.0326 2023-12-20 07:13:20,350 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:18:53, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.0268, loss: 1.0268 2023-12-20 07:13:42,459 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:18:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.0297, loss: 1.0297 2023-12-20 07:14:04,046 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:18:07, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9962, loss_cls: 1.0546, loss: 1.0546 2023-12-20 07:14:25,518 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:17:44, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.0347, loss: 1.0347 2023-12-20 07:14:47,713 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:17:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.0319, loss: 1.0319 2023-12-20 07:15:09,705 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:16:59, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.0301, loss: 1.0301 2023-12-20 07:15:31,452 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:16:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0209, loss: 1.0209 2023-12-20 07:15:53,527 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:16:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.0422, loss: 1.0422 2023-12-20 07:16:15,107 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:15:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 1.0286, loss: 1.0286 2023-12-20 07:16:36,687 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:15:27, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.0359, loss: 1.0359 2023-12-20 07:16:58,408 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:15:05, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.0443, loss: 1.0443 2023-12-20 07:17:20,353 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:14:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9956, loss_cls: 1.0417, loss: 1.0417 2023-12-20 07:17:42,315 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:14:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.0364, loss: 1.0364 2023-12-20 07:18:04,304 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:13:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.0298, loss: 1.0298 2023-12-20 07:18:26,396 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:13:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.0466, loss: 1.0466 2023-12-20 07:18:35,955 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-20 07:21:50,245 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:21:50,698 - pyskl - INFO - top1_acc 0.8702 top5_acc 0.9764 2023-12-20 07:21:50,703 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_132.pth was removed 2023-12-20 07:21:50,868 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-20 07:21:50,870 - pyskl - INFO - Best top1_acc is 0.8702 at 133 epoch. 2023-12-20 07:21:50,885 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8702, top5_acc: 0.9764 2023-12-20 07:22:41,547 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:13:04, time: 0.507, data_time: 0.289, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9956, loss_cls: 1.0453, loss: 1.0453 2023-12-20 07:23:03,012 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:12:41, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9956, loss_cls: 1.0433, loss: 1.0433 2023-12-20 07:23:24,691 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:12:18, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0154, loss: 1.0154 2023-12-20 07:23:46,836 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:11:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0250, loss: 1.0250 2023-12-20 07:24:08,921 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:11:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0200, loss: 1.0200 2023-12-20 07:24:30,573 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:11:10, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.0357, loss: 1.0357 2023-12-20 07:24:52,598 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:10:47, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0153, loss: 1.0153 2023-12-20 07:25:14,621 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:10:24, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.0356, loss: 1.0356 2023-12-20 07:25:36,043 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:10:02, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.0382, loss: 1.0382 2023-12-20 07:25:57,502 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:09:39, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0288, loss: 1.0288 2023-12-20 07:26:19,021 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:09:16, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.0423, loss: 1.0423 2023-12-20 07:26:41,079 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:08:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.0398, loss: 1.0398 2023-12-20 07:27:03,130 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:08:30, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0278, loss: 1.0278 2023-12-20 07:27:24,911 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:08:07, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9956, loss_cls: 1.0362, loss: 1.0362 2023-12-20 07:27:46,972 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:07:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 1.0371, loss: 1.0371 2023-12-20 07:28:08,604 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:07:22, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.0415, loss: 1.0415 2023-12-20 07:28:30,550 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:06:59, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.0306, loss: 1.0306 2023-12-20 07:28:52,084 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:06:36, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0164, loss: 1.0164 2023-12-20 07:29:14,085 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:06:13, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9956, loss_cls: 1.0371, loss: 1.0371 2023-12-20 07:29:36,041 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:05:51, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.0316, loss: 1.0316 2023-12-20 07:29:57,704 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:05:28, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0315, loss: 1.0315 2023-12-20 07:30:19,655 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:05:05, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.0198, loss: 1.0198 2023-12-20 07:30:41,537 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:04:42, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.0256, loss: 1.0256 2023-12-20 07:31:02,967 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:04:19, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0372, loss: 1.0372 2023-12-20 07:31:24,688 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:03:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9956, loss_cls: 1.0468, loss: 1.0468 2023-12-20 07:31:46,361 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:03:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.0233, loss: 1.0233 2023-12-20 07:32:08,511 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:03:11, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0378, loss: 1.0378 2023-12-20 07:32:31,337 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:02:48, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.0297, loss: 1.0297 2023-12-20 07:32:53,875 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:02:26, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0222, loss: 1.0222 2023-12-20 07:33:16,190 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:02:03, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.0194, loss: 1.0194 2023-12-20 07:33:38,443 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:01:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0257, loss: 1.0257 2023-12-20 07:34:00,665 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:01:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.0313, loss: 1.0313 2023-12-20 07:34:22,713 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:00:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0217, loss: 1.0217 2023-12-20 07:34:44,888 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:00:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.0394, loss: 1.0394 2023-12-20 07:35:07,029 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:00:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9962, loss_cls: 1.0366, loss: 1.0366 2023-12-20 07:35:29,216 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 3:59:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.0218, loss: 1.0218 2023-12-20 07:35:51,733 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 3:59:23, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.0202, loss: 1.0202 2023-12-20 07:36:14,121 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 3:59:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.0363, loss: 1.0363 2023-12-20 07:36:36,800 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 3:58:38, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9962, loss_cls: 1.0461, loss: 1.0461 2023-12-20 07:36:46,647 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-20 07:40:02,699 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:40:03,186 - pyskl - INFO - top1_acc 0.8639 top5_acc 0.9747 2023-12-20 07:40:03,203 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8639, top5_acc: 0.9747 2023-12-20 07:40:54,009 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 3:58:09, time: 0.508, data_time: 0.290, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0140, loss: 1.0140 2023-12-20 07:41:15,615 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 3:57:46, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.0235, loss: 1.0235 2023-12-20 07:41:37,425 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 3:57:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.0379, loss: 1.0379 2023-12-20 07:41:59,432 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 3:57:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0217, loss: 1.0217 2023-12-20 07:42:22,001 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 3:56:37, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0234, loss: 1.0234 2023-12-20 07:42:44,000 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 3:56:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.0408, loss: 1.0408 2023-12-20 07:43:05,557 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 3:55:52, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 1.0393, loss: 1.0393 2023-12-20 07:43:27,899 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 3:55:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0248, loss: 1.0248 2023-12-20 07:43:49,415 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 3:55:06, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.0301, loss: 1.0301 2023-12-20 07:44:11,022 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 3:54:43, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.0308, loss: 1.0308 2023-12-20 07:44:33,141 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 3:54:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.0193, loss: 1.0193 2023-12-20 07:44:54,447 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 3:53:58, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0269, loss: 1.0269 2023-12-20 07:45:15,828 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 3:53:35, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0185, loss: 1.0185 2023-12-20 07:45:37,302 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 3:53:12, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 1.0262, loss: 1.0262 2023-12-20 07:45:58,992 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 3:52:49, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0195, loss: 1.0195 2023-12-20 07:46:20,851 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 3:52:26, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.0251, loss: 1.0251 2023-12-20 07:46:43,424 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 3:52:04, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9962, loss_cls: 1.0440, loss: 1.0440 2023-12-20 07:47:05,679 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 3:51:41, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0225, loss: 1.0225 2023-12-20 07:47:28,638 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 3:51:18, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0306, loss: 1.0306 2023-12-20 07:47:50,919 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 3:50:56, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0247, loss: 1.0247 2023-12-20 07:48:12,929 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 3:50:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.0255, loss: 1.0255 2023-12-20 07:48:35,003 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 3:50:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0221, loss: 1.0221 2023-12-20 07:48:57,364 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 3:49:47, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 1.0274, loss: 1.0274 2023-12-20 07:49:19,571 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 3:49:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0244, loss: 1.0244 2023-12-20 07:49:41,489 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 3:49:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.0315, loss: 1.0315 2023-12-20 07:50:03,242 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 3:48:39, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.0354, loss: 1.0354 2023-12-20 07:50:25,789 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 3:48:16, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0174, loss: 1.0174 2023-12-20 07:50:48,760 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 3:47:53, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0168, loss: 1.0168 2023-12-20 07:51:11,119 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 3:47:31, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 1.0293, loss: 1.0293 2023-12-20 07:51:33,489 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 3:47:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.0273, loss: 1.0273 2023-12-20 07:51:55,670 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 3:46:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0246, loss: 1.0246 2023-12-20 07:52:17,864 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 3:46:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.0351, loss: 1.0351 2023-12-20 07:52:40,381 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 3:46:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0279, loss: 1.0279 2023-12-20 07:53:02,585 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 3:45:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.0245, loss: 1.0245 2023-12-20 07:53:24,903 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 3:45:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.0435, loss: 1.0435 2023-12-20 07:53:47,514 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 3:44:52, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 1.0249, loss: 1.0249 2023-12-20 07:54:10,244 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 3:44:29, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.0260, loss: 1.0260 2023-12-20 07:54:32,497 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 3:44:06, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.0246, loss: 1.0246 2023-12-20 07:54:54,690 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 3:43:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.0358, loss: 1.0358 2023-12-20 07:55:04,129 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-20 07:58:18,185 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:58:18,639 - pyskl - INFO - top1_acc 0.8685 top5_acc 0.9751 2023-12-20 07:58:18,655 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8685, top5_acc: 0.9751 2023-12-20 07:59:07,172 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 3:43:13, time: 0.485, data_time: 0.268, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0276, loss: 1.0276 2023-12-20 07:59:28,881 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 3:42:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0216, loss: 1.0216 2023-12-20 07:59:50,318 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 3:42:28, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0183, loss: 1.0183 2023-12-20 08:00:11,748 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 3:42:05, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.0430, loss: 1.0430 2023-12-20 08:00:33,980 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 3:41:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0159, loss: 1.0159 2023-12-20 08:00:55,986 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 3:41:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0155, loss: 1.0155 2023-12-20 08:01:17,517 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 3:40:57, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9962, loss_cls: 1.0235, loss: 1.0235 2023-12-20 08:01:38,982 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 3:40:34, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0171, loss: 1.0171 2023-12-20 08:02:00,939 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 3:40:11, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.0146, loss: 1.0146 2023-12-20 08:02:22,963 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 3:39:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.0077, loss: 1.0077 2023-12-20 08:02:44,624 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 3:39:25, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0201, loss: 1.0201 2023-12-20 08:03:06,037 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 3:39:03, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.0167, loss: 1.0167 2023-12-20 08:03:27,938 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 3:38:40, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0146, loss: 1.0146 2023-12-20 08:03:49,370 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 3:38:17, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 1.0290, loss: 1.0290 2023-12-20 08:04:11,137 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 3:37:54, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.0243, loss: 1.0243 2023-12-20 08:04:33,060 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 3:37:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9956, loss_cls: 1.0304, loss: 1.0304 2023-12-20 08:04:55,138 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 3:37:09, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.0365, loss: 1.0365 2023-12-20 08:05:16,948 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 3:36:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.0233, loss: 1.0233 2023-12-20 08:05:38,821 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 3:36:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0210, loss: 1.0210 2023-12-20 08:06:00,455 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 3:36:00, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0257, loss: 1.0257 2023-12-20 08:06:22,249 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 3:35:37, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.0237, loss: 1.0237 2023-12-20 08:06:43,937 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 3:35:15, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0098, loss: 1.0098 2023-12-20 08:07:06,221 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 3:34:52, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9956, loss_cls: 1.0335, loss: 1.0335 2023-12-20 08:07:28,361 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 3:34:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.0161, loss: 1.0161 2023-12-20 08:07:50,175 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 3:34:06, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0100, loss: 1.0100 2023-12-20 08:08:12,492 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 3:33:44, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0139, loss: 1.0139 2023-12-20 08:08:34,600 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 3:33:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0191, loss: 1.0191 2023-12-20 08:08:56,749 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 3:32:58, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.0229, loss: 1.0229 2023-12-20 08:09:19,082 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 3:32:35, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0129, loss: 1.0129 2023-12-20 08:09:41,266 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 3:32:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0187, loss: 1.0187 2023-12-20 08:10:03,182 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 3:31:50, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0173, loss: 1.0173 2023-12-20 08:10:24,925 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 3:31:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0208, loss: 1.0208 2023-12-20 08:10:47,041 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 3:31:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0183, loss: 1.0183 2023-12-20 08:11:08,903 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 3:30:41, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0287, loss: 1.0287 2023-12-20 08:11:31,137 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 3:30:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0149, loss: 1.0149 2023-12-20 08:11:53,532 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 3:29:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.0336, loss: 1.0336 2023-12-20 08:12:15,787 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:29:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0216, loss: 1.0216 2023-12-20 08:12:38,267 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:29:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.0362, loss: 1.0362 2023-12-20 08:13:00,906 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:28:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.0380, loss: 1.0380 2023-12-20 08:13:10,225 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-20 08:16:23,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 08:16:24,372 - pyskl - INFO - top1_acc 0.8717 top5_acc 0.9769 2023-12-20 08:16:24,377 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_133.pth was removed 2023-12-20 08:16:24,537 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-20 08:16:24,539 - pyskl - INFO - Best top1_acc is 0.8717 at 136 epoch. 2023-12-20 08:16:24,554 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8717, top5_acc: 0.9769 2023-12-20 08:17:14,282 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:28:18, time: 0.497, data_time: 0.276, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0170, loss: 1.0170 2023-12-20 08:17:36,076 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:27:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0180, loss: 1.0180 2023-12-20 08:17:58,238 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:27:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0117, loss: 1.0117 2023-12-20 08:18:20,315 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:27:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0202, loss: 1.0202 2023-12-20 08:18:42,219 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:26:47, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9962, loss_cls: 1.0242, loss: 1.0242 2023-12-20 08:19:04,131 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:26:24, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 1.0193, loss: 1.0193 2023-12-20 08:19:26,044 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:26:01, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0187, loss: 1.0187 2023-12-20 08:19:47,512 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:25:38, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0092, loss: 1.0092 2023-12-20 08:20:09,065 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:25:16, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.0172, loss: 1.0172 2023-12-20 08:20:30,616 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:24:53, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0184, loss: 1.0184 2023-12-20 08:20:52,194 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:24:30, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.0404, loss: 1.0404 2023-12-20 08:21:14,268 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:24:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0113, loss: 1.0113 2023-12-20 08:21:36,368 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:23:44, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9969, loss_cls: 1.0121, loss: 1.0121 2023-12-20 08:21:58,091 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:23:22, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 2023-12-20 08:22:19,600 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:22:59, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0142, loss: 1.0142 2023-12-20 08:22:41,721 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:22:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9962, loss_cls: 1.0245, loss: 1.0245 2023-12-20 08:23:03,314 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:22:13, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.0227, loss: 1.0227 2023-12-20 08:23:24,955 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:21:50, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.0242, loss: 1.0242 2023-12-20 08:23:46,964 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:21:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0229, loss: 1.0229 2023-12-20 08:24:08,838 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:21:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.0302, loss: 1.0302 2023-12-20 08:24:30,218 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:20:42, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.0198, loss: 1.0198 2023-12-20 08:24:52,012 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:20:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0108, loss: 1.0108 2023-12-20 08:25:13,413 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:19:57, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0184, loss: 1.0184 2023-12-20 08:25:35,074 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:19:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.0064, loss: 1.0064 2023-12-20 08:25:56,853 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:19:11, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.0082, loss: 1.0082 2023-12-20 08:26:18,676 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:18:48, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0028, loss: 1.0028 2023-12-20 08:26:40,856 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:18:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0232, loss: 1.0232 2023-12-20 08:27:03,220 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:18:03, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0081, loss: 1.0081 2023-12-20 08:27:25,251 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:17:40, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0107, loss: 1.0107 2023-12-20 08:27:47,397 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:17:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0145, loss: 1.0145 2023-12-20 08:28:09,449 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:16:54, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9956, loss_cls: 1.0317, loss: 1.0317 2023-12-20 08:28:31,312 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:16:32, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0253, loss: 1.0253 2023-12-20 08:28:52,976 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:16:09, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0137, loss: 1.0137 2023-12-20 08:29:15,017 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:15:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 1.0297, loss: 1.0297 2023-12-20 08:29:37,205 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:15:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9962, loss_cls: 1.0227, loss: 1.0227 2023-12-20 08:29:59,501 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:15:01, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.0214, loss: 1.0214 2023-12-20 08:30:21,657 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:14:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0103, loss: 1.0103 2023-12-20 08:30:43,715 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:14:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 1.0252, loss: 1.0252 2023-12-20 08:31:06,207 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:13:52, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.0334, loss: 1.0334 2023-12-20 08:31:16,111 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-20 08:34:30,712 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 08:34:31,164 - pyskl - INFO - top1_acc 0.8753 top5_acc 0.9762 2023-12-20 08:34:31,169 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_136.pth was removed 2023-12-20 08:34:31,337 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2023-12-20 08:34:31,339 - pyskl - INFO - Best top1_acc is 0.8753 at 137 epoch. 2023-12-20 08:34:31,354 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8753, top5_acc: 0.9762 2023-12-20 08:35:20,456 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:13:22, time: 0.491, data_time: 0.274, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0087, loss: 1.0087 2023-12-20 08:35:41,548 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:12:59, time: 0.211, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 1.0262, loss: 1.0262 2023-12-20 08:36:03,124 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:12:37, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0133, loss: 1.0133 2023-12-20 08:36:24,564 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:12:14, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0119, loss: 1.0119 2023-12-20 08:36:46,758 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:11:51, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 1.0197, loss: 1.0197 2023-12-20 08:37:09,058 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:11:28, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0128, loss: 1.0128 2023-12-20 08:37:31,188 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:11:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0111, loss: 1.0111 2023-12-20 08:37:53,367 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:10:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0013, loss: 1.0013 2023-12-20 08:38:15,333 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:10:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.0069, loss: 1.0069 2023-12-20 08:38:37,236 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:09:57, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.0116, loss: 1.0116 2023-12-20 08:38:59,686 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:09:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0120, loss: 1.0120 2023-12-20 08:39:21,377 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:09:12, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0129, loss: 1.0129 2023-12-20 08:39:43,656 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:08:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.0311, loss: 1.0311 2023-12-20 08:40:05,806 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:08:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0077, loss: 1.0077 2023-12-20 08:40:28,094 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:08:04, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0069, loss: 1.0069 2023-12-20 08:40:50,194 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:07:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0041, loss: 1.0041 2023-12-20 08:41:12,343 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:07:18, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0120, loss: 1.0120 2023-12-20 08:41:34,567 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:06:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0185, loss: 1.0185 2023-12-20 08:41:56,237 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:06:33, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.0212, loss: 1.0212 2023-12-20 08:42:17,652 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:06:10, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0152, loss: 1.0152 2023-12-20 08:42:39,369 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:05:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0207, loss: 1.0207 2023-12-20 08:43:01,591 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:05:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0110, loss: 1.0110 2023-12-20 08:43:23,676 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:05:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0143, loss: 1.0143 2023-12-20 08:43:45,571 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:04:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.0134, loss: 1.0134 2023-12-20 08:44:07,712 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:04:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.0165, loss: 1.0165 2023-12-20 08:44:30,180 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:03:53, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0076, loss: 1.0076 2023-12-20 08:44:52,414 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:03:31, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0142, loss: 1.0142 2023-12-20 08:45:14,513 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:03:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0121, loss: 1.0121 2023-12-20 08:45:36,213 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:02:45, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0127, loss: 1.0127 2023-12-20 08:45:58,283 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:02:22, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.0140, loss: 1.0140 2023-12-20 08:46:20,407 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:01:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0102, loss: 1.0102 2023-12-20 08:46:42,136 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:01:37, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 2023-12-20 08:47:03,552 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:01:14, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.0065, loss: 1.0065 2023-12-20 08:47:25,319 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:00:51, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.0210, loss: 1.0210 2023-12-20 08:47:46,697 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:00:28, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0073, loss: 1.0073 2023-12-20 08:48:09,135 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:00:06, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.0208, loss: 1.0208 2023-12-20 08:48:31,434 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 2:59:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0138, loss: 1.0138 2023-12-20 08:48:53,253 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 2:59:20, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9944, loss_cls: 1.0393, loss: 1.0393 2023-12-20 08:49:15,500 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 2:58:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.0205, loss: 1.0205 2023-12-20 08:49:25,141 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-20 08:52:36,160 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 08:52:36,630 - pyskl - INFO - top1_acc 0.8706 top5_acc 0.9748 2023-12-20 08:52:36,646 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8706, top5_acc: 0.9748 2023-12-20 08:53:25,425 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 2:58:27, time: 0.488, data_time: 0.272, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9926, loss: 0.9926 2023-12-20 08:53:47,242 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 2:58:04, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9962, loss_cls: 1.0296, loss: 1.0296 2023-12-20 08:54:08,755 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 2:57:42, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0082, loss: 1.0082 2023-12-20 08:54:30,529 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 2:57:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0111, loss: 1.0111 2023-12-20 08:54:51,925 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 2:56:56, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0104, loss: 1.0104 2023-12-20 08:55:13,861 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 2:56:33, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0069, loss: 1.0069 2023-12-20 08:55:35,971 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 2:56:10, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.0070, loss: 1.0070 2023-12-20 08:55:58,053 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 2:55:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0070, loss: 1.0070 2023-12-20 08:56:20,226 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 2:55:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9962, loss_cls: 1.0215, loss: 1.0215 2023-12-20 08:56:42,192 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 2:55:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0020, loss: 1.0020 2023-12-20 08:57:03,594 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 2:54:39, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 2023-12-20 08:57:25,588 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 2:54:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.0316, loss: 1.0316 2023-12-20 08:57:47,594 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 2:53:54, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0100, loss: 1.0100 2023-12-20 08:58:09,462 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 2:53:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.0152, loss: 1.0152 2023-12-20 08:58:31,028 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 2:53:08, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.0054, loss: 1.0054 2023-12-20 08:58:52,399 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 2:52:46, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0163, loss: 1.0163 2023-12-20 08:59:13,886 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 2:52:23, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.0046, loss: 1.0046 2023-12-20 08:59:35,661 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 2:52:00, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0075, loss: 1.0075 2023-12-20 08:59:56,963 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 2:51:37, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.0199, loss: 1.0199 2023-12-20 09:00:19,102 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 2:51:14, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0025, loss: 1.0025 2023-12-20 09:00:41,056 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 2:50:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0051, loss: 1.0051 2023-12-20 09:01:03,144 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 2:50:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9992, loss: 0.9992 2023-12-20 09:01:25,199 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 2:50:06, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0062, loss: 1.0062 2023-12-20 09:01:47,021 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 2:49:43, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0075, loss: 1.0075 2023-12-20 09:02:09,420 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 2:49:21, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0110, loss: 1.0110 2023-12-20 09:02:31,596 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 2:48:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0101, loss: 1.0101 2023-12-20 09:02:53,556 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 2:48:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0041, loss: 1.0041 2023-12-20 09:03:15,617 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 2:48:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0002, loss: 1.0002 2023-12-20 09:03:37,640 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 2:47:50, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.0141, loss: 1.0141 2023-12-20 09:03:59,324 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 2:47:27, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0094, loss: 1.0094 2023-12-20 09:04:21,544 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 2:47:04, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0073, loss: 1.0073 2023-12-20 09:04:44,169 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 2:46:42, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.0164, loss: 1.0164 2023-12-20 09:05:05,736 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 2:46:19, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 1.0046, loss: 1.0046 2023-12-20 09:05:27,853 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 2:45:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0238, loss: 1.0238 2023-12-20 09:05:50,149 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 2:45:33, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.0288, loss: 1.0288 2023-12-20 09:06:12,961 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 2:45:11, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.0155, loss: 1.0155 2023-12-20 09:06:35,568 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 2:44:48, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.0025, loss: 1.0025 2023-12-20 09:06:57,886 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 2:44:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 1.0368, loss: 1.0368 2023-12-20 09:07:20,540 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 2:44:02, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0166, loss: 1.0166 2023-12-20 09:07:29,839 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-20 09:10:42,428 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 09:10:42,885 - pyskl - INFO - top1_acc 0.8754 top5_acc 0.9763 2023-12-20 09:10:42,890 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_137.pth was removed 2023-12-20 09:10:43,049 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-20 09:10:43,051 - pyskl - INFO - Best top1_acc is 0.8754 at 139 epoch. 2023-12-20 09:10:43,066 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8754, top5_acc: 0.9763 2023-12-20 09:11:40,467 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 2:43:33, time: 0.574, data_time: 0.354, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 1.0176, loss: 1.0176 2023-12-20 09:12:01,870 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 2:43:10, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0148, loss: 1.0148 2023-12-20 09:12:23,055 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 2:42:47, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0082, loss: 1.0082 2023-12-20 09:12:44,374 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 2:42:24, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.0180, loss: 1.0180 2023-12-20 09:13:06,417 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 2:42:02, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0112, loss: 1.0112 2023-12-20 09:13:28,278 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 2:41:39, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0107, loss: 1.0107 2023-12-20 09:13:50,156 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 2:41:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0069, loss: 1.0069 2023-12-20 09:14:11,923 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 2:40:53, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0180, loss: 1.0180 2023-12-20 09:14:33,582 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 2:40:31, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0077, loss: 1.0077 2023-12-20 09:14:55,347 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 2:40:08, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.9999, loss: 0.9999 2023-12-20 09:15:17,366 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 2:39:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.0265, loss: 1.0265 2023-12-20 09:15:39,982 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 2:39:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 1.0242, loss: 1.0242 2023-12-20 09:16:02,032 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 2:39:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0111, loss: 1.0111 2023-12-20 09:16:23,641 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 2:38:37, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 1.0002, loss: 1.0002 2023-12-20 09:16:46,196 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 2:38:14, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.0172, loss: 1.0172 2023-12-20 09:17:08,317 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 2:37:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0052, loss: 1.0052 2023-12-20 09:17:30,473 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 2:37:29, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.0016, loss: 1.0016 2023-12-20 09:17:51,803 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:37:06, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.0048, loss: 1.0048 2023-12-20 09:18:13,543 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:36:43, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.0012, loss: 1.0012 2023-12-20 09:18:35,080 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:36:20, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9956, loss_cls: 1.0211, loss: 1.0211 2023-12-20 09:18:56,708 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:35:58, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0060, loss: 1.0060 2023-12-20 09:19:18,496 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:35:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0008, loss: 1.0008 2023-12-20 09:19:41,019 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:35:12, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0095, loss: 1.0095 2023-12-20 09:20:02,848 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:34:49, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0046, loss: 1.0046 2023-12-20 09:20:24,107 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:34:27, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 1.0204, loss: 1.0204 2023-12-20 09:20:46,221 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:34:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.0078, loss: 1.0078 2023-12-20 09:21:08,945 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:33:41, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0085, loss: 1.0085 2023-12-20 09:21:31,564 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:33:18, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 2023-12-20 09:21:53,629 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:32:56, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0126, loss: 1.0126 2023-12-20 09:22:15,758 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:32:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0147, loss: 1.0147 2023-12-20 09:22:37,608 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:32:10, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0094, loss: 1.0094 2023-12-20 09:22:59,801 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:31:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 2023-12-20 09:23:21,748 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:31:25, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.0046, loss: 1.0046 2023-12-20 09:23:43,684 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:31:02, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9962, loss_cls: 1.0187, loss: 1.0187 2023-12-20 09:24:06,335 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:30:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.0115, loss: 1.0115 2023-12-20 09:24:28,552 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:30:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0072, loss: 1.0072 2023-12-20 09:24:51,269 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:29:54, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 2023-12-20 09:25:13,768 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:29:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0023, loss: 1.0023 2023-12-20 09:25:36,511 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:29:08, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9956, loss_cls: 1.0306, loss: 1.0306 2023-12-20 09:25:46,443 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-20 09:29:00,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 09:29:01,053 - pyskl - INFO - top1_acc 0.8718 top5_acc 0.9768 2023-12-20 09:29:01,070 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8718, top5_acc: 0.9768 2023-12-20 09:29:53,003 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:28:38, time: 0.519, data_time: 0.298, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0022, loss: 1.0022 2023-12-20 09:30:14,650 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:28:15, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0005, loss: 1.0005 2023-12-20 09:30:36,523 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:27:53, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9969, loss_cls: 1.0137, loss: 1.0137 2023-12-20 09:30:58,895 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:27:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9962, loss_cls: 1.0082, loss: 1.0082 2023-12-20 09:31:21,273 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:27:07, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0099, loss: 1.0099 2023-12-20 09:31:42,888 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:26:44, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0042, loss: 1.0042 2023-12-20 09:32:05,434 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:26:22, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 1.0117, loss: 1.0117 2023-12-20 09:32:27,708 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:25:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9962, loss_cls: 1.0207, loss: 1.0207 2023-12-20 09:32:50,381 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:25:36, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0040, loss: 1.0040 2023-12-20 09:33:12,715 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:25:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.0168, loss: 1.0168 2023-12-20 09:33:35,766 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:24:51, time: 0.231, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.9997, loss: 0.9997 2023-12-20 09:33:57,558 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:24:28, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.0086, loss: 1.0086 2023-12-20 09:34:19,506 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:24:05, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0040, loss: 1.0040 2023-12-20 09:34:41,622 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:23:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9956, loss_cls: 1.0181, loss: 1.0181 2023-12-20 09:35:03,582 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:23:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.0018, loss: 1.0018 2023-12-20 09:35:25,264 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:22:57, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0006, loss: 1.0006 2023-12-20 09:35:46,924 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:22:34, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0116, loss: 1.0116 2023-12-20 09:36:09,026 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:22:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.0117, loss: 1.0117 2023-12-20 09:36:30,907 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:21:49, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0073, loss: 1.0073 2023-12-20 09:36:52,342 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:21:26, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.0021, loss: 1.0021 2023-12-20 09:37:14,052 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:21:03, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0113, loss: 1.0113 2023-12-20 09:37:35,527 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:20:41, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.0089, loss: 1.0089 2023-12-20 09:37:57,354 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:20:18, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0087, loss: 1.0087 2023-12-20 09:38:18,823 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:19:55, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9962, loss_cls: 1.0139, loss: 1.0139 2023-12-20 09:38:40,288 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:19:32, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0055, loss: 1.0055 2023-12-20 09:39:01,958 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:19:10, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9969, loss: 0.9969 2023-12-20 09:39:23,636 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:18:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0019, loss: 1.0019 2023-12-20 09:39:45,300 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:18:24, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9969, loss_cls: 1.0079, loss: 1.0079 2023-12-20 09:40:07,427 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:18:01, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0010, loss: 1.0010 2023-12-20 09:40:29,436 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:17:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0163, loss: 1.0163 2023-12-20 09:40:51,531 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:17:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 2023-12-20 09:41:13,552 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:16:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0013, loss: 1.0013 2023-12-20 09:41:35,352 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:16:30, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.0021, loss: 1.0021 2023-12-20 09:41:57,036 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:16:08, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 1.0164, loss: 1.0164 2023-12-20 09:42:19,762 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:15:45, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0002, loss: 1.0002 2023-12-20 09:42:42,509 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:15:22, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.0089, loss: 1.0089 2023-12-20 09:43:04,500 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:15:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0020, loss: 1.0020 2023-12-20 09:43:26,148 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:14:37, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 1.0138, loss: 1.0138 2023-12-20 09:43:48,498 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:14:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.0168, loss: 1.0168 2023-12-20 09:43:58,916 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-20 09:47:15,148 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 09:47:15,598 - pyskl - INFO - top1_acc 0.8752 top5_acc 0.9769 2023-12-20 09:47:15,615 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8752, top5_acc: 0.9769 2023-12-20 09:48:06,586 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:13:44, time: 0.510, data_time: 0.292, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.9949, loss: 0.9949 2023-12-20 09:48:28,041 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:13:21, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9949, loss: 0.9949 2023-12-20 09:48:50,035 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:12:58, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.0003, loss: 1.0003 2023-12-20 09:49:11,832 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:12:35, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0022, loss: 1.0022 2023-12-20 09:49:33,965 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:12:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0076, loss: 1.0076 2023-12-20 09:49:56,258 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:11:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.0026, loss: 1.0026 2023-12-20 09:50:18,960 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:11:27, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0069, loss: 1.0069 2023-12-20 09:50:40,869 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:11:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0046, loss: 1.0046 2023-12-20 09:51:02,926 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:10:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0093, loss: 1.0093 2023-12-20 09:51:25,106 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:10:19, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.9996, loss: 0.9996 2023-12-20 09:51:46,774 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:09:56, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0065, loss: 1.0065 2023-12-20 09:52:08,729 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:09:33, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 1.0133, loss: 1.0133 2023-12-20 09:52:31,593 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:09:11, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9976, loss: 0.9976 2023-12-20 09:52:53,706 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:08:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9947, loss: 0.9947 2023-12-20 09:53:16,333 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:08:25, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.9970, loss: 0.9970 2023-12-20 09:53:39,233 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:08:03, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0081, loss: 1.0081 2023-12-20 09:54:01,866 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:07:40, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9986, loss: 0.9986 2023-12-20 09:54:23,963 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:07:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9969, loss_cls: 1.0119, loss: 1.0119 2023-12-20 09:54:45,387 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:06:54, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0045, loss: 1.0045 2023-12-20 09:55:06,942 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:06:32, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0019, loss: 1.0019 2023-12-20 09:55:28,368 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:06:09, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0025, loss: 1.0025 2023-12-20 09:55:50,135 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:05:46, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.9965, loss: 0.9965 2023-12-20 09:56:12,340 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:05:23, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.0000, loss: 1.0000 2023-12-20 09:56:34,508 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:05:01, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.0002, loss: 1.0002 2023-12-20 09:56:56,504 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:04:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9970, loss: 0.9970 2023-12-20 09:57:18,500 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:04:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9968, loss: 0.9968 2023-12-20 09:57:40,476 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:03:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0036, loss: 1.0036 2023-12-20 09:58:02,595 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:03:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.9912, loss: 0.9912 2023-12-20 09:58:24,841 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:03:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.0028, loss: 1.0028 2023-12-20 09:58:47,193 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:02:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0072, loss: 1.0072 2023-12-20 09:59:09,452 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:02:22, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0091, loss: 1.0091 2023-12-20 09:59:31,550 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:01:59, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 1.0094, loss: 1.0094 2023-12-20 09:59:53,264 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:01:36, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 1.0017, loss: 1.0017 2023-12-20 10:00:15,008 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:01:13, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.0114, loss: 1.0114 2023-12-20 10:00:37,139 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:00:51, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 2023-12-20 10:00:59,677 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:00:28, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9962, loss_cls: 1.0164, loss: 1.0164 2023-12-20 10:01:22,132 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:00:05, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0022, loss: 1.0022 2023-12-20 10:01:44,338 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 1:59:43, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0082, loss: 1.0082 2023-12-20 10:02:06,331 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 1:59:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0015, loss: 1.0015 2023-12-20 10:02:16,357 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-20 10:05:32,505 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 10:05:33,155 - pyskl - INFO - top1_acc 0.8761 top5_acc 0.9769 2023-12-20 10:05:33,161 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_139.pth was removed 2023-12-20 10:05:33,324 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2023-12-20 10:05:33,326 - pyskl - INFO - Best top1_acc is 0.8761 at 142 epoch. 2023-12-20 10:05:33,341 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8761, top5_acc: 0.9769 2023-12-20 10:06:22,871 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 1:58:49, time: 0.495, data_time: 0.278, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 2023-12-20 10:06:45,243 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 1:58:26, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.0042, loss: 1.0042 2023-12-20 10:07:07,712 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 1:58:04, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 1.0160, loss: 1.0160 2023-12-20 10:07:29,690 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 1:57:41, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9959, loss: 0.9959 2023-12-20 10:07:51,638 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 1:57:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.9894, loss: 0.9894 2023-12-20 10:08:13,145 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 1:56:56, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9983, loss: 0.9983 2023-12-20 10:08:35,207 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 1:56:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9946, loss: 0.9946 2023-12-20 10:08:57,182 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 1:56:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9962, loss: 0.9962 2023-12-20 10:09:18,905 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 1:55:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0054, loss: 1.0054 2023-12-20 10:09:41,084 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 1:55:25, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 2023-12-20 10:10:03,276 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 1:55:02, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0068, loss: 1.0068 2023-12-20 10:10:25,311 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 1:54:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9996, loss: 0.9996 2023-12-20 10:10:47,365 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 1:54:16, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.0052, loss: 1.0052 2023-12-20 10:11:09,587 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 1:53:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.0036, loss: 1.0036 2023-12-20 10:11:31,568 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 1:53:31, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0053, loss: 1.0053 2023-12-20 10:11:53,105 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 1:53:08, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9985, loss: 0.9985 2023-12-20 10:12:15,091 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 1:52:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9981, loss: 0.9981 2023-12-20 10:12:36,913 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 1:52:23, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9951, loss: 0.9951 2023-12-20 10:12:58,962 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 1:52:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0017, loss: 1.0017 2023-12-20 10:13:21,258 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 1:51:37, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0010, loss: 1.0010 2023-12-20 10:13:43,415 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 1:51:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0084, loss: 1.0084 2023-12-20 10:14:05,632 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 1:50:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0087, loss: 1.0087 2023-12-20 10:14:27,745 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 1:50:29, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9918, loss: 0.9918 2023-12-20 10:14:49,704 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 1:50:06, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0006, loss: 1.0006 2023-12-20 10:15:11,435 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 1:49:44, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9995, loss: 0.9995 2023-12-20 10:15:34,217 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 1:49:21, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0002, loss: 1.0002 2023-12-20 10:15:56,605 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 1:48:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.0062, loss: 1.0062 2023-12-20 10:16:18,725 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 1:48:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0106, loss: 1.0106 2023-12-20 10:16:40,914 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 1:48:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.9946, loss: 0.9946 2023-12-20 10:17:03,199 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 1:47:50, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9940, loss: 0.9940 2023-12-20 10:17:25,272 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 1:47:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.0052, loss: 1.0052 2023-12-20 10:17:47,402 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 1:47:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.9903, loss: 0.9903 2023-12-20 10:18:09,392 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 1:46:42, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.0073, loss: 1.0073 2023-12-20 10:18:31,432 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 1:46:19, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 1.0088, loss: 1.0088 2023-12-20 10:18:54,275 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 1:45:57, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9975, loss: 0.9975 2023-12-20 10:19:16,310 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 1:45:34, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0082, loss: 1.0082 2023-12-20 10:19:37,724 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 1:45:11, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.9997, loss: 0.9997 2023-12-20 10:19:59,267 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:44:48, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0131, loss: 1.0131 2023-12-20 10:20:21,404 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:44:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0034, loss: 1.0034 2023-12-20 10:20:31,105 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-20 10:23:46,136 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 10:23:46,803 - pyskl - INFO - top1_acc 0.8754 top5_acc 0.9776 2023-12-20 10:23:46,820 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8754, top5_acc: 0.9776 2023-12-20 10:24:38,058 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:43:55, time: 0.512, data_time: 0.290, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9975, loss_cls: 0.9972, loss: 0.9972 2023-12-20 10:24:59,836 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:43:32, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0022, loss: 1.0022 2023-12-20 10:25:21,735 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:43:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.0008, loss: 1.0008 2023-12-20 10:25:43,906 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:42:47, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0030, loss: 1.0030 2023-12-20 10:26:06,129 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:42:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0098, loss: 1.0098 2023-12-20 10:26:28,801 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:42:01, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 2023-12-20 10:26:51,415 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:41:39, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.0067, loss: 1.0067 2023-12-20 10:27:13,316 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:41:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.9988, loss: 0.9988 2023-12-20 10:27:35,442 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:40:53, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.0010, loss: 1.0010 2023-12-20 10:27:58,453 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:40:31, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.9999, loss: 0.9999 2023-12-20 10:28:20,757 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:40:08, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0060, loss: 1.0060 2023-12-20 10:28:42,745 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:39:45, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0069, loss: 1.0069 2023-12-20 10:29:04,297 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:39:22, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 2023-12-20 10:29:26,338 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:39:00, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0046, loss: 1.0046 2023-12-20 10:29:48,383 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:38:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0018, loss: 1.0018 2023-12-20 10:30:09,955 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:38:14, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0020, loss: 1.0020 2023-12-20 10:30:31,632 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:37:51, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.9895, loss: 0.9895 2023-12-20 10:30:53,942 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:37:29, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.0053, loss: 1.0053 2023-12-20 10:31:16,802 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:37:06, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0012, loss: 1.0012 2023-12-20 10:31:39,068 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:36:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.0050, loss: 1.0050 2023-12-20 10:32:01,365 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:36:21, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9950, loss: 0.9950 2023-12-20 10:32:23,785 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:35:58, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0012, loss: 1.0012 2023-12-20 10:32:46,190 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:35:35, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0111, loss: 1.0111 2023-12-20 10:33:08,107 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:35:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9992, loss: 0.9992 2023-12-20 10:33:29,789 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:34:50, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.0002, loss: 1.0002 2023-12-20 10:33:52,052 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:34:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9971, loss: 0.9971 2023-12-20 10:34:14,002 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:34:04, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.9902, loss: 0.9902 2023-12-20 10:34:36,241 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:33:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.0047, loss: 1.0047 2023-12-20 10:34:58,574 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:33:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9988, loss: 0.9988 2023-12-20 10:35:20,732 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:32:56, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.9992, loss: 0.9992 2023-12-20 10:35:42,992 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:32:34, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.9965, loss: 0.9965 2023-12-20 10:36:05,360 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:32:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0010, loss: 1.0010 2023-12-20 10:36:27,346 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:31:48, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0089, loss: 1.0089 2023-12-20 10:36:49,308 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:31:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.9985, loss: 0.9985 2023-12-20 10:37:11,359 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:31:03, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.0000, loss: 1.0000 2023-12-20 10:37:33,651 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:30:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.0095, loss: 1.0095 2023-12-20 10:37:55,602 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:30:17, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.9993, loss: 0.9993 2023-12-20 10:38:17,769 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:29:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.0056, loss: 1.0056 2023-12-20 10:38:39,935 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:29:32, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.0092, loss: 1.0092 2023-12-20 10:38:49,555 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-20 10:42:04,690 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 10:42:05,296 - pyskl - INFO - top1_acc 0.8767 top5_acc 0.9773 2023-12-20 10:42:05,301 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_142.pth was removed 2023-12-20 10:42:05,461 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-20 10:42:05,463 - pyskl - INFO - Best top1_acc is 0.8767 at 144 epoch. 2023-12-20 10:42:05,478 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8767, top5_acc: 0.9773 2023-12-20 10:42:59,916 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:29:01, time: 0.544, data_time: 0.322, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.9961, loss: 0.9961 2023-12-20 10:43:21,894 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:28:38, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9954, loss: 0.9954 2023-12-20 10:43:43,846 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:28:16, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0018, loss: 1.0018 2023-12-20 10:44:06,058 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:27:53, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9938, loss: 0.9938 2023-12-20 10:44:28,202 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:27:30, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0028, loss: 1.0028 2023-12-20 10:44:50,275 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:27:07, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 2023-12-20 10:45:12,503 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:26:45, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0041, loss: 1.0041 2023-12-20 10:45:34,739 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:26:22, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9951, loss: 0.9951 2023-12-20 10:45:56,929 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:25:59, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.9997, loss: 0.9997 2023-12-20 10:46:18,915 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:25:37, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.9976, loss: 0.9976 2023-12-20 10:46:41,088 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:25:14, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9956, loss_cls: 1.0158, loss: 1.0158 2023-12-20 10:47:02,939 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:24:51, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.9977, loss: 0.9977 2023-12-20 10:47:24,323 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:24:28, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.9975, loss: 0.9975 2023-12-20 10:47:46,225 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:24:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0006, loss: 1.0006 2023-12-20 10:48:08,313 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:23:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.9967, loss: 0.9967 2023-12-20 10:48:30,273 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:23:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 1.0168, loss: 1.0168 2023-12-20 10:48:51,596 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:22:57, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.0052, loss: 1.0052 2023-12-20 10:49:13,617 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:22:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9905, loss: 0.9905 2023-12-20 10:49:35,713 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:22:12, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0046, loss: 1.0046 2023-12-20 10:49:58,075 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:21:49, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0021, loss: 1.0021 2023-12-20 10:50:20,346 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:21:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9962, loss: 0.9962 2023-12-20 10:50:42,755 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:21:04, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0060, loss: 1.0060 2023-12-20 10:51:04,599 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:20:41, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9965, loss: 0.9965 2023-12-20 10:51:26,400 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:20:19, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.9968, loss: 0.9968 2023-12-20 10:51:48,828 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:19:56, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.9947, loss: 0.9947 2023-12-20 10:52:11,735 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:19:33, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.9959, loss: 0.9959 2023-12-20 10:52:34,109 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:19:10, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9947, loss: 0.9947 2023-12-20 10:52:56,244 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:18:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0052, loss: 1.0052 2023-12-20 10:53:18,258 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:18:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9949, loss: 0.9949 2023-12-20 10:53:40,322 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:18:02, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.9934, loss: 0.9934 2023-12-20 10:54:02,403 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:17:40, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9962, loss_cls: 1.0097, loss: 1.0097 2023-12-20 10:54:24,612 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:17:17, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 2023-12-20 10:54:46,516 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:16:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9975, loss_cls: 0.9958, loss: 0.9958 2023-12-20 10:55:08,987 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:16:31, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9917, loss: 0.9917 2023-12-20 10:55:31,453 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:16:09, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9875, loss: 0.9875 2023-12-20 10:55:53,656 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:15:46, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.0009, loss: 1.0009 2023-12-20 10:56:15,663 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:15:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.9972, loss: 0.9972 2023-12-20 10:56:37,628 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:15:01, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0013, loss: 1.0013 2023-12-20 10:56:59,819 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:14:38, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 1.0094, loss: 1.0094 2023-12-20 10:57:09,942 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-20 11:00:26,172 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 11:00:26,690 - pyskl - INFO - top1_acc 0.8766 top5_acc 0.9771 2023-12-20 11:00:26,705 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8766, top5_acc: 0.9771 2023-12-20 11:01:19,111 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:14:07, time: 0.524, data_time: 0.302, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9962, loss: 0.9962 2023-12-20 11:01:40,942 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:13:44, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9969, loss: 0.9969 2023-12-20 11:02:03,026 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:13:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9949, loss: 0.9949 2023-12-20 11:02:25,292 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:12:59, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 2023-12-20 11:02:47,593 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:12:36, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 2023-12-20 11:03:10,289 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:12:13, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 2023-12-20 11:03:32,731 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:11:51, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.0069, loss: 1.0069 2023-12-20 11:03:54,855 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:11:28, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.9969, loss: 0.9969 2023-12-20 11:04:16,474 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:11:05, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0125, loss: 1.0125 2023-12-20 11:04:38,574 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:10:43, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0044, loss: 1.0044 2023-12-20 11:05:00,643 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:10:20, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0008, loss: 1.0008 2023-12-20 11:05:22,856 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:09:57, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0032, loss: 1.0032 2023-12-20 11:05:45,746 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:09:34, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.9976, loss: 0.9976 2023-12-20 11:06:07,777 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:09:12, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9913, loss: 0.9913 2023-12-20 11:06:29,736 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:08:49, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0033, loss: 1.0033 2023-12-20 11:06:52,030 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:08:26, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9966, loss: 0.9966 2023-12-20 11:07:14,168 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:08:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.9996, loss: 0.9996 2023-12-20 11:07:36,406 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:07:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.9986, loss: 0.9986 2023-12-20 11:07:58,827 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:07:18, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9929, loss: 0.9929 2023-12-20 11:08:21,044 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:06:55, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0088, loss: 1.0088 2023-12-20 11:08:43,171 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:06:33, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0083, loss: 1.0083 2023-12-20 11:09:05,519 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:06:10, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9970, loss: 0.9970 2023-12-20 11:09:27,269 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:05:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.0100, loss: 1.0100 2023-12-20 11:09:49,319 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:05:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.0056, loss: 1.0056 2023-12-20 11:10:11,814 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:05:02, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9941, loss: 0.9941 2023-12-20 11:10:33,853 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:04:39, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9895, loss: 0.9895 2023-12-20 11:10:55,951 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:04:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.9980, loss: 0.9980 2023-12-20 11:11:18,131 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:03:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.9970, loss: 0.9970 2023-12-20 11:11:40,446 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:03:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0025, loss: 1.0025 2023-12-20 11:12:02,664 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:03:08, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.0068, loss: 1.0068 2023-12-20 11:12:24,694 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:02:46, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.9969, loss: 0.9969 2023-12-20 11:12:46,690 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:02:23, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.0093, loss: 1.0093 2023-12-20 11:13:08,542 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:02:00, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.0012, loss: 1.0012 2023-12-20 11:13:30,799 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:01:38, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 1.0125, loss: 1.0125 2023-12-20 11:13:52,828 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:01:15, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.0026, loss: 1.0026 2023-12-20 11:14:15,031 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:00:52, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.0027, loss: 1.0027 2023-12-20 11:14:37,782 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:00:30, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.9919, loss: 0.9919 2023-12-20 11:14:59,992 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:00:07, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9963, loss: 0.9963 2023-12-20 11:15:22,520 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 0:59:44, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.0086, loss: 1.0086 2023-12-20 11:15:32,280 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-20 11:18:46,907 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 11:18:47,389 - pyskl - INFO - top1_acc 0.8772 top5_acc 0.9779 2023-12-20 11:18:47,395 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_144.pth was removed 2023-12-20 11:18:47,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. 2023-12-20 11:18:47,562 - pyskl - INFO - Best top1_acc is 0.8772 at 146 epoch. 2023-12-20 11:18:47,577 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8772, top5_acc: 0.9779 2023-12-20 11:19:43,384 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 0:59:13, time: 0.558, data_time: 0.336, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.0059, loss: 1.0059 2023-12-20 11:20:05,487 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 0:58:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9984, loss: 0.9984 2023-12-20 11:20:27,079 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 0:58:28, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.0112, loss: 1.0112 2023-12-20 11:20:49,322 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 0:58:05, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0032, loss: 1.0032 2023-12-20 11:21:11,500 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 0:57:42, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0002, loss: 1.0002 2023-12-20 11:21:33,799 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 0:57:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.9930, loss: 0.9930 2023-12-20 11:21:56,651 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 0:56:57, time: 0.229, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 1.0134, loss: 1.0134 2023-12-20 11:22:18,778 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 0:56:34, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9923, loss: 0.9923 2023-12-20 11:22:41,205 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 0:56:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0048, loss: 1.0048 2023-12-20 11:23:03,554 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 0:55:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9917, loss: 0.9917 2023-12-20 11:23:26,216 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 0:55:26, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0079, loss: 1.0079 2023-12-20 11:23:48,412 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 0:55:03, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 2023-12-20 11:24:10,780 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 0:54:41, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9888, loss: 0.9888 2023-12-20 11:24:32,641 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 0:54:18, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.9984, loss: 0.9984 2023-12-20 11:24:54,919 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 0:53:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9971, loss: 0.9971 2023-12-20 11:25:17,904 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 0:53:32, time: 0.230, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.9872, loss: 0.9872 2023-12-20 11:25:39,869 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 0:53:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9971, loss: 0.9971 2023-12-20 11:26:02,195 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 0:52:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 2023-12-20 11:26:24,428 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:52:24, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.9938, loss: 0.9938 2023-12-20 11:26:46,148 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:52:02, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0032, loss: 1.0032 2023-12-20 11:27:08,358 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:51:39, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 2023-12-20 11:27:30,988 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:51:16, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0060, loss: 1.0060 2023-12-20 11:27:52,795 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:50:54, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9925, loss: 0.9925 2023-12-20 11:28:15,109 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:50:31, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.9912, loss: 0.9912 2023-12-20 11:28:37,509 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:50:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9866, loss: 0.9866 2023-12-20 11:28:59,356 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:49:45, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.0024, loss: 1.0024 2023-12-20 11:29:21,011 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:49:23, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 2023-12-20 11:29:42,672 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:49:00, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.9937, loss: 0.9937 2023-12-20 11:30:04,725 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:48:37, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9948, loss: 0.9948 2023-12-20 11:30:26,825 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:48:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9926, loss: 0.9926 2023-12-20 11:30:48,573 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:47:52, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9913, loss: 0.9913 2023-12-20 11:31:10,172 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:47:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0030, loss: 1.0030 2023-12-20 11:31:32,155 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:47:07, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.9964, loss: 0.9964 2023-12-20 11:31:54,593 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:46:44, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0054, loss: 1.0054 2023-12-20 11:32:16,733 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:46:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0047, loss: 1.0047 2023-12-20 11:32:38,903 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:45:58, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0058, loss: 1.0058 2023-12-20 11:33:01,477 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:45:36, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.9961, loss: 0.9961 2023-12-20 11:33:23,638 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:45:13, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 2023-12-20 11:33:46,117 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:44:50, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0004, loss: 1.0004 2023-12-20 11:33:56,032 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-20 11:37:12,428 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 11:37:12,926 - pyskl - INFO - top1_acc 0.8771 top5_acc 0.9777 2023-12-20 11:37:12,941 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8771, top5_acc: 0.9777 2023-12-20 11:38:05,112 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:44:19, time: 0.522, data_time: 0.301, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.9946, loss: 0.9946 2023-12-20 11:38:27,057 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:43:56, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0038, loss: 1.0038 2023-12-20 11:38:49,668 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:43:34, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9981, loss: 0.9981 2023-12-20 11:39:12,127 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:43:11, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9936, loss: 0.9936 2023-12-20 11:39:34,182 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:42:48, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.0065, loss: 1.0065 2023-12-20 11:39:56,179 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:42:25, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 2023-12-20 11:40:18,157 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:42:03, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.0024, loss: 1.0024 2023-12-20 11:40:40,466 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:41:40, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.9978, loss: 0.9978 2023-12-20 11:41:03,197 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:41:17, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.0021, loss: 1.0021 2023-12-20 11:41:25,526 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:40:55, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9967, loss: 0.9967 2023-12-20 11:41:48,102 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:40:32, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9962, loss: 0.9962 2023-12-20 11:42:10,693 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:40:09, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0042, loss: 1.0042 2023-12-20 11:42:32,971 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:39:47, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.9948, loss: 0.9948 2023-12-20 11:42:55,250 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:39:24, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.0047, loss: 1.0047 2023-12-20 11:43:17,679 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:39:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.0046, loss: 1.0046 2023-12-20 11:43:40,443 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:38:39, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0036, loss: 1.0036 2023-12-20 11:44:03,208 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:38:16, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9954, loss: 0.9954 2023-12-20 11:44:25,561 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:37:53, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.0069, loss: 1.0069 2023-12-20 11:44:47,953 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:37:30, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9951, loss: 0.9951 2023-12-20 11:45:10,307 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:37:08, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9964, loss: 0.9964 2023-12-20 11:45:32,800 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:36:45, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.9968, loss: 0.9968 2023-12-20 11:45:55,424 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:36:22, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9898, loss: 0.9898 2023-12-20 11:46:17,889 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:36:00, time: 0.225, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9945, loss: 0.9945 2023-12-20 11:46:40,114 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:35:37, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.9995, loss: 0.9995 2023-12-20 11:47:02,373 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:35:14, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.9959, loss: 0.9959 2023-12-20 11:47:24,477 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:34:52, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.9932, loss: 0.9932 2023-12-20 11:47:46,307 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:34:29, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0029, loss: 1.0029 2023-12-20 11:48:08,038 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:34:06, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9945, loss: 0.9945 2023-12-20 11:48:30,296 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:33:43, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0003, loss: 1.0003 2023-12-20 11:48:52,400 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:33:21, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0019, loss: 1.0019 2023-12-20 11:49:14,262 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:32:58, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0087, loss: 1.0087 2023-12-20 11:49:36,388 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:32:35, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.9883, loss: 0.9883 2023-12-20 11:49:58,504 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:32:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 2023-12-20 11:50:20,865 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:31:50, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0050, loss: 1.0050 2023-12-20 11:50:42,923 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:31:27, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.9984, loss: 0.9984 2023-12-20 11:51:05,308 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:31:05, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.0110, loss: 1.0110 2023-12-20 11:51:27,970 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:30:42, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0032, loss: 1.0032 2023-12-20 11:51:50,095 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:30:19, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.9985, loss: 0.9985 2023-12-20 11:52:12,135 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:29:56, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.0079, loss: 1.0079 2023-12-20 11:52:21,573 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-20 11:55:36,750 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 11:55:37,233 - pyskl - INFO - top1_acc 0.8781 top5_acc 0.9776 2023-12-20 11:55:37,237 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_146.pth was removed 2023-12-20 11:55:37,402 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. 2023-12-20 11:55:37,403 - pyskl - INFO - Best top1_acc is 0.8781 at 148 epoch. 2023-12-20 11:55:37,418 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8781, top5_acc: 0.9776 2023-12-20 11:56:28,817 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:29:25, time: 0.514, data_time: 0.298, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9916, loss: 0.9916 2023-12-20 11:56:50,258 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:29:02, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 1.0116, loss: 1.0116 2023-12-20 11:57:11,570 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:28:40, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9922, loss: 0.9922 2023-12-20 11:57:33,425 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:28:17, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.0012, loss: 1.0012 2023-12-20 11:57:55,638 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:27:54, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0056, loss: 1.0056 2023-12-20 11:58:18,262 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:27:31, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9998, loss: 0.9998 2023-12-20 11:58:41,081 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:27:09, time: 0.228, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0061, loss: 1.0061 2023-12-20 11:59:03,514 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:26:46, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9978, loss: 0.9978 2023-12-20 11:59:25,800 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:26:23, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.0005, loss: 1.0005 2023-12-20 11:59:48,151 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:26:01, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.9948, loss: 0.9948 2023-12-20 12:00:10,726 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:25:38, time: 0.226, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9969, loss_cls: 1.0043, loss: 1.0043 2023-12-20 12:00:32,959 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:25:15, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.0098, loss: 1.0098 2023-12-20 12:00:54,940 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:24:53, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9884, loss: 0.9884 2023-12-20 12:01:16,617 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:24:30, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 2023-12-20 12:01:38,962 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:24:07, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.0059, loss: 1.0059 2023-12-20 12:02:01,281 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:23:45, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.9959, loss: 0.9959 2023-12-20 12:02:23,275 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:23:22, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.9996, loss: 0.9996 2023-12-20 12:02:45,004 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:22:59, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9934, loss: 0.9934 2023-12-20 12:03:06,490 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:22:36, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9915, loss: 0.9915 2023-12-20 12:03:28,319 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:22:14, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0034, loss: 1.0034 2023-12-20 12:03:49,640 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:21:51, time: 0.213, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.0060, loss: 1.0060 2023-12-20 12:04:10,808 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:21:28, time: 0.212, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0042, loss: 1.0042 2023-12-20 12:04:32,728 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:21:06, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9999, loss: 0.9999 2023-12-20 12:04:54,737 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:20:43, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.0018, loss: 1.0018 2023-12-20 12:05:17,153 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:20:20, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0011, loss: 1.0011 2023-12-20 12:05:39,407 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:19:58, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9930, loss: 0.9930 2023-12-20 12:06:01,399 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:19:35, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.9976, loss: 0.9976 2023-12-20 12:06:23,612 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:19:12, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.0006, loss: 1.0006 2023-12-20 12:06:45,876 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:18:49, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.9998, loss: 0.9998 2023-12-20 12:07:08,186 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:18:27, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.9986, loss: 0.9986 2023-12-20 12:07:30,252 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:18:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.9924, loss: 0.9924 2023-12-20 12:07:52,455 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:17:41, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9952, loss: 0.9952 2023-12-20 12:08:14,789 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:17:19, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.0017, loss: 1.0017 2023-12-20 12:08:37,494 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:16:56, time: 0.227, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 2023-12-20 12:08:59,727 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:16:33, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 2023-12-20 12:09:22,170 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:16:11, time: 0.224, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0089, loss: 1.0089 2023-12-20 12:09:44,448 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:15:48, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.0010, loss: 1.0010 2023-12-20 12:10:06,780 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:15:25, time: 0.223, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.9916, loss: 0.9916 2023-12-20 12:10:28,406 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:15:03, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9941, loss: 0.9941 2023-12-20 12:10:37,717 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-20 12:13:53,764 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 12:13:54,303 - pyskl - INFO - top1_acc 0.8780 top5_acc 0.9779 2023-12-20 12:13:54,318 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8780, top5_acc: 0.9779 2023-12-20 12:14:44,140 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:14:31, time: 0.498, data_time: 0.279, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9948, loss: 0.9948 2023-12-20 12:15:06,217 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:14:08, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9933, loss: 0.9933 2023-12-20 12:15:28,291 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:13:45, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.0106, loss: 1.0106 2023-12-20 12:15:50,223 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:13:23, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0050, loss: 1.0050 2023-12-20 12:16:11,871 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:13:00, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.0099, loss: 1.0099 2023-12-20 12:16:33,376 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:12:37, time: 0.215, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.9969, loss: 0.9969 2023-12-20 12:16:55,435 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:12:15, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.9972, loss: 0.9972 2023-12-20 12:17:17,459 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:11:52, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9908, loss: 0.9908 2023-12-20 12:17:39,104 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:11:29, time: 0.216, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.0069, loss: 1.0069 2023-12-20 12:18:00,777 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:11:07, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.0064, loss: 1.0064 2023-12-20 12:18:22,699 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:10:44, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.0037, loss: 1.0037 2023-12-20 12:18:44,563 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:10:21, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0034, loss: 1.0034 2023-12-20 12:19:06,338 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:09:59, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.9937, loss: 0.9937 2023-12-20 12:19:28,483 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:09:36, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.0079, loss: 1.0079 2023-12-20 12:19:50,582 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:09:13, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 2023-12-20 12:20:12,652 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:08:50, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.9957, loss: 0.9957 2023-12-20 12:20:34,663 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:08:28, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0094, loss: 1.0094 2023-12-20 12:20:56,787 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:08:05, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.9928, loss: 0.9928 2023-12-20 12:21:18,844 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:07:42, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.0054, loss: 1.0054 2023-12-20 12:21:40,861 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:07:20, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9944, loss: 0.9944 2023-12-20 12:22:02,966 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:06:57, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.9999, loss: 0.9999 2023-12-20 12:22:25,127 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:06:34, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 2023-12-20 12:22:46,989 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:06:12, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.0054, loss: 1.0054 2023-12-20 12:23:08,395 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:05:49, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.9963, loss: 0.9963 2023-12-20 12:23:30,452 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:05:26, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9969, loss: 0.9969 2023-12-20 12:23:52,538 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:04, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.9895, loss: 0.9895 2023-12-20 12:24:14,637 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:04:41, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.0042, loss: 1.0042 2023-12-20 12:24:36,827 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:18, time: 0.222, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.9967, loss: 0.9967 2023-12-20 12:24:58,590 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:03:55, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.9972, loss: 0.9972 2023-12-20 12:25:20,037 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:03:33, time: 0.214, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9886, loss: 0.9886 2023-12-20 12:25:42,064 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:10, time: 0.220, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.9914, loss: 0.9914 2023-12-20 12:26:03,748 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:02:47, time: 0.217, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.9913, loss: 0.9913 2023-12-20 12:26:25,843 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:25, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.9932, loss: 0.9932 2023-12-20 12:26:47,618 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:02, time: 0.218, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.9997, loss: 0.9997 2023-12-20 12:27:09,680 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:39, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.9999, loss: 0.9999 2023-12-20 12:27:31,763 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:17, time: 0.221, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.9973, loss: 0.9973 2023-12-20 12:27:53,634 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:00:54, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9856, loss: 0.9856 2023-12-20 12:28:15,512 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:31, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.9955, loss: 0.9955 2023-12-20 12:28:37,456 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:09, time: 0.219, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9876, loss: 0.9876 2023-12-20 12:28:46,933 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-20 12:32:02,706 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 12:32:03,173 - pyskl - INFO - top1_acc 0.8796 top5_acc 0.9782 2023-12-20 12:32:03,178 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_148.pth was removed 2023-12-20 12:32:03,352 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. 2023-12-20 12:32:03,354 - pyskl - INFO - Best top1_acc is 0.8796 at 150 epoch. 2023-12-20 12:32:03,368 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8796, top5_acc: 0.9782 2023-12-20 12:32:15,551 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-20 13:02:22,633 - pyskl - INFO - Testing results of the last checkpoint 2023-12-20 13:02:22,634 - pyskl - INFO - top1_acc: 0.8830 2023-12-20 13:02:22,634 - pyskl - INFO - top5_acc: 0.9789 2023-12-20 13:02:22,635 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/k_1/best_top1_acc_epoch_150.pth 2023-12-20 13:32:10,790 - pyskl - INFO - Testing results of the best checkpoint 2023-12-20 13:32:10,790 - pyskl - INFO - top1_acc: 0.8830 2023-12-20 13:32:10,790 - pyskl - INFO - top5_acc: 0.9789