2023-12-23 13:16:57,113 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] CUDA available: True GPU 0: NVIDIA GeForce RTX 3080 CUDA_HOME: /usr NVCC: Cuda compilation tools, release 10.1, V10.1.24 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 PyTorch: 1.11.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) - OpenMP 201511 (a.k.a. OpenMP 4.5) - LAPACK is enabled (usually provided by MKL) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.3 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.2 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.12.0 OpenCV: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 11.3 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-23 13:16:57,899 - pyskl - INFO - Config: modality = 'bm' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xset/bm' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_1', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_3', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['bm']), 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=['bm']), 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=['bm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['bm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xset_train'), val=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['bm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xset_val'), test=dict( type='PoseDataset', ann_file= '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['bm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xset_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-23 13:16:57,899 - pyskl - INFO - Set random seed to 459017101, deterministic: False 2023-12-23 13:17:09,742 - pyskl - INFO - 54468 videos remain after valid thresholding 2023-12-23 13:17:26,017 - pyskl - INFO - 59477 videos remain after valid thresholding 2023-12-23 13:17:26,043 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm 2023-12-23 13:17:26,043 - pyskl - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) CosineAnnealingLrUpdaterHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook -------------------- after_train_iter: (ABOVE_NORMAL) OptimizerHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- after_train_epoch: (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_val_epoch: (NORMAL ) DistSamplerSeedHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-12-23 13:17:26,044 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-23 13:17:26,044 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm by HardDiskBackend. 2023-12-23 13:18:19,673 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 4:03:55, time: 0.536, data_time: 0.271, memory: 5236, top1_acc: 0.0144, top5_acc: 0.0800, loss_cls: 7.7390, loss: 7.7390 2023-12-23 13:18:44,630 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 7:43:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.0331, top5_acc: 0.1537, loss_cls: 7.3245, loss: 7.3245 2023-12-23 13:19:09,696 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 2 days, 0:59:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.0238, top5_acc: 0.1425, loss_cls: 7.2284, loss: 7.2284 2023-12-23 13:19:35,393 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 21:50:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.0394, top5_acc: 0.1744, loss_cls: 7.2747, loss: 7.2747 2023-12-23 13:20:01,965 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 20:11:48, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.0394, top5_acc: 0.1713, loss_cls: 7.3734, loss: 7.3734 2023-12-23 13:20:28,807 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 19:09:47, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.0456, top5_acc: 0.1794, loss_cls: 7.7414, loss: 7.7414 2023-12-23 13:20:54,568 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 18:12:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.0475, top5_acc: 0.2162, loss_cls: 7.5528, loss: 7.5528 2023-12-23 13:21:20,636 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 17:32:11, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.0688, top5_acc: 0.2350, loss_cls: 7.0551, loss: 7.0551 2023-12-23 13:21:46,215 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 16:56:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.0819, top5_acc: 0.2762, loss_cls: 6.8569, loss: 6.8569 2023-12-23 13:22:11,379 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 16:24:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0706, top5_acc: 0.2794, loss_cls: 6.9025, loss: 6.9025 2023-12-23 13:22:36,446 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 15:56:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.0800, top5_acc: 0.3000, loss_cls: 6.8884, loss: 6.8884 2023-12-23 13:23:01,734 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 15:35:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1056, top5_acc: 0.3444, loss_cls: 7.4625, loss: 7.4625 2023-12-23 13:23:27,061 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 15:17:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1212, top5_acc: 0.3900, loss_cls: 8.3039, loss: 8.3039 2023-12-23 13:23:52,341 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 15:02:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1231, top5_acc: 0.3875, loss_cls: 7.7834, loss: 7.7834 2023-12-23 13:24:17,374 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 14:47:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.1256, top5_acc: 0.4144, loss_cls: 7.4056, loss: 7.4056 2023-12-23 13:24:42,403 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 14:34:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.1462, top5_acc: 0.4163, loss_cls: 7.0983, loss: 7.0983 2023-12-23 13:25:07,446 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 14:22:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.1725, top5_acc: 0.4594, loss_cls: 6.7321, loss: 6.7321 2023-12-23 13:25:33,117 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 14:15:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.1525, top5_acc: 0.4675, loss_cls: 6.6652, loss: 6.6652 2023-12-23 13:25:58,536 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 14:07:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1787, top5_acc: 0.4869, loss_cls: 6.4343, loss: 6.4343 2023-12-23 13:26:23,874 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 14:00:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1875, top5_acc: 0.4869, loss_cls: 6.3304, loss: 6.3304 2023-12-23 13:26:49,123 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 13:53:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1938, top5_acc: 0.5169, loss_cls: 6.2570, loss: 6.2570 2023-12-23 13:27:14,560 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 13:47:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1856, top5_acc: 0.5038, loss_cls: 6.1596, loss: 6.1596 2023-12-23 13:27:41,098 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 13:46:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.1963, top5_acc: 0.5344, loss_cls: 5.9441, loss: 5.9441 2023-12-23 13:28:07,605 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 13:44:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.2112, top5_acc: 0.5631, loss_cls: 5.9075, loss: 5.9075 2023-12-23 13:28:34,120 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 13:43:34, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.2231, top5_acc: 0.5675, loss_cls: 5.8445, loss: 5.8445 2023-12-23 13:29:00,655 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 13:42:31, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.2794, top5_acc: 0.6038, loss_cls: 5.6494, loss: 5.6494 2023-12-23 13:29:26,293 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 13:38:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2519, top5_acc: 0.5863, loss_cls: 5.6694, loss: 5.6694 2023-12-23 13:29:51,639 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 13:34:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2519, top5_acc: 0.5956, loss_cls: 5.6627, loss: 5.6627 2023-12-23 13:30:16,892 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 13:29:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2300, top5_acc: 0.5925, loss_cls: 5.6311, loss: 5.6311 2023-12-23 13:30:42,468 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 13:26:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2719, top5_acc: 0.6444, loss_cls: 5.4955, loss: 5.4955 2023-12-23 13:31:07,855 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 13:22:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2769, top5_acc: 0.6444, loss_cls: 5.5090, loss: 5.5090 2023-12-23 13:31:33,645 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 13:20:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.2956, top5_acc: 0.6512, loss_cls: 5.4357, loss: 5.4357 2023-12-23 13:31:59,119 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 13:17:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.3063, top5_acc: 0.6575, loss_cls: 5.4092, loss: 5.4092 2023-12-23 13:32:24,624 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 13:14:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2981, top5_acc: 0.6600, loss_cls: 5.4044, loss: 5.4044 2023-12-23 13:32:26,604 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-23 13:36:53,783 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:36:54,414 - pyskl - INFO - top1_acc 0.2348 top5_acc 0.5396 2023-12-23 13:36:54,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-23 13:36:54,691 - pyskl - INFO - Best top1_acc is 0.2348 at 1 epoch. 2023-12-23 13:36:54,722 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2348, top5_acc: 0.5396 2023-12-23 13:37:48,658 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 14:17:22, time: 0.539, data_time: 0.285, memory: 5236, top1_acc: 0.2919, top5_acc: 0.6531, loss_cls: 5.4107, loss: 5.4107 2023-12-23 13:38:13,604 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 14:11:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.3513, top5_acc: 0.7006, loss_cls: 5.2093, loss: 5.2093 2023-12-23 13:38:38,760 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 14:06:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3088, top5_acc: 0.6637, loss_cls: 5.3555, loss: 5.3555 2023-12-23 13:39:04,042 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 14:02:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3425, top5_acc: 0.6925, loss_cls: 5.2610, loss: 5.2610 2023-12-23 13:39:29,081 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 13:57:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3038, top5_acc: 0.6844, loss_cls: 5.2986, loss: 5.2986 2023-12-23 13:39:54,056 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 13:53:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3387, top5_acc: 0.7125, loss_cls: 5.2399, loss: 5.2399 2023-12-23 13:40:18,992 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 13:48:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.3356, top5_acc: 0.6963, loss_cls: 5.2595, loss: 5.2595 2023-12-23 13:40:43,917 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 13:44:08, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.3544, top5_acc: 0.7131, loss_cls: 5.1429, loss: 5.1429 2023-12-23 13:41:08,883 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 13:40:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3563, top5_acc: 0.7144, loss_cls: 5.1295, loss: 5.1295 2023-12-23 13:41:33,871 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 13:36:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3469, top5_acc: 0.7281, loss_cls: 5.1338, loss: 5.1338 2023-12-23 13:41:58,884 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 13:32:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3819, top5_acc: 0.7544, loss_cls: 5.0389, loss: 5.0389 2023-12-23 13:42:23,904 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 13:29:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3631, top5_acc: 0.7338, loss_cls: 5.1283, loss: 5.1283 2023-12-23 13:42:49,139 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 13:26:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3738, top5_acc: 0.7406, loss_cls: 5.0637, loss: 5.0637 2023-12-23 13:43:14,468 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 13:23:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3881, top5_acc: 0.7581, loss_cls: 4.9967, loss: 4.9967 2023-12-23 13:43:39,615 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 13:20:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4044, top5_acc: 0.7675, loss_cls: 4.9698, loss: 4.9698 2023-12-23 13:44:04,828 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 13:17:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4012, top5_acc: 0.7644, loss_cls: 4.9609, loss: 4.9609 2023-12-23 13:44:29,887 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 13:14:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4069, top5_acc: 0.7725, loss_cls: 4.9500, loss: 4.9500 2023-12-23 13:44:55,036 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 13:12:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3812, top5_acc: 0.7412, loss_cls: 5.0179, loss: 5.0179 2023-12-23 13:45:20,136 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 13:09:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4275, top5_acc: 0.7831, loss_cls: 4.8693, loss: 4.8693 2023-12-23 13:45:45,515 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 13:07:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4019, top5_acc: 0.7631, loss_cls: 4.9633, loss: 4.9633 2023-12-23 13:46:10,455 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 13:04:30, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4163, top5_acc: 0.7788, loss_cls: 4.9142, loss: 4.9142 2023-12-23 13:46:35,385 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 13:01:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4250, top5_acc: 0.7806, loss_cls: 4.8677, loss: 4.8677 2023-12-23 13:47:00,334 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 12:59:15, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4213, top5_acc: 0.7688, loss_cls: 4.7563, loss: 4.7563 2023-12-23 13:47:25,284 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 12:56:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4525, top5_acc: 0.7900, loss_cls: 4.5427, loss: 4.5427 2023-12-23 13:47:50,209 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 12:54:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4238, top5_acc: 0.7913, loss_cls: 4.6465, loss: 4.6465 2023-12-23 13:48:15,134 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 12:51:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4238, top5_acc: 0.7931, loss_cls: 4.5693, loss: 4.5693 2023-12-23 13:48:40,929 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 12:50:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.4269, top5_acc: 0.7869, loss_cls: 4.5125, loss: 4.5125 2023-12-23 13:49:06,734 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 12:49:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.4375, top5_acc: 0.7944, loss_cls: 4.4945, loss: 4.4945 2023-12-23 13:49:33,173 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 12:49:29, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.4306, top5_acc: 0.7719, loss_cls: 4.5433, loss: 4.5433 2023-12-23 13:49:58,965 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 12:48:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.4350, top5_acc: 0.7894, loss_cls: 4.4904, loss: 4.4904 2023-12-23 13:50:24,549 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 12:47:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.4400, top5_acc: 0.8056, loss_cls: 4.4066, loss: 4.4066 2023-12-23 13:50:49,830 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 12:45:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4288, top5_acc: 0.7863, loss_cls: 4.4455, loss: 4.4455 2023-12-23 13:51:15,823 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 12:44:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.4419, top5_acc: 0.7806, loss_cls: 4.4735, loss: 4.4735 2023-12-23 13:51:41,911 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 12:44:00, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.4481, top5_acc: 0.8037, loss_cls: 4.3841, loss: 4.3841 2023-12-23 13:51:43,836 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-23 13:56:09,911 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:56:10,518 - pyskl - INFO - top1_acc 0.1364 top5_acc 0.3776 2023-12-23 13:56:10,543 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.1364, top5_acc: 0.3776 2023-12-23 13:57:03,091 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 13:13:54, time: 0.525, data_time: 0.273, memory: 5236, top1_acc: 0.4456, top5_acc: 0.8150, loss_cls: 4.3251, loss: 4.3251 2023-12-23 13:57:28,222 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 13:11:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4600, top5_acc: 0.8100, loss_cls: 4.3505, loss: 4.3505 2023-12-23 13:57:53,484 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 13:09:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4531, top5_acc: 0.7931, loss_cls: 4.3504, loss: 4.3504 2023-12-23 13:58:18,761 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 13:07:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4856, top5_acc: 0.8325, loss_cls: 4.0629, loss: 4.0629 2023-12-23 13:58:43,976 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 13:05:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4975, top5_acc: 0.8187, loss_cls: 4.0165, loss: 4.0165 2023-12-23 13:59:09,243 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 13:03:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4694, top5_acc: 0.8306, loss_cls: 3.9532, loss: 3.9532 2023-12-23 13:59:34,412 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 13:01:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4831, top5_acc: 0.8213, loss_cls: 3.8715, loss: 3.8715 2023-12-23 13:59:59,539 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 13:00:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4838, top5_acc: 0.8275, loss_cls: 3.8482, loss: 3.8482 2023-12-23 14:00:25,962 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 12:59:31, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.4800, top5_acc: 0.8119, loss_cls: 3.8381, loss: 3.8381 2023-12-23 14:00:51,207 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 12:57:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4894, top5_acc: 0.8269, loss_cls: 3.8004, loss: 3.8004 2023-12-23 14:01:16,341 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 12:55:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4781, top5_acc: 0.8244, loss_cls: 3.7647, loss: 3.7647 2023-12-23 14:01:41,487 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 12:54:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4944, top5_acc: 0.8125, loss_cls: 3.7846, loss: 3.7846 2023-12-23 14:02:06,660 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 12:52:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4656, top5_acc: 0.8175, loss_cls: 3.7204, loss: 3.7204 2023-12-23 14:02:31,917 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 12:50:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4794, top5_acc: 0.8213, loss_cls: 3.6532, loss: 3.6532 2023-12-23 14:02:57,095 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 12:49:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4894, top5_acc: 0.8156, loss_cls: 3.6311, loss: 3.6311 2023-12-23 14:03:22,386 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 12:47:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4825, top5_acc: 0.8313, loss_cls: 3.5664, loss: 3.5664 2023-12-23 14:03:47,649 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 12:46:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4963, top5_acc: 0.8281, loss_cls: 3.4984, loss: 3.4984 2023-12-23 14:04:12,887 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 12:44:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4475, top5_acc: 0.8013, loss_cls: 3.7031, loss: 3.7031 2023-12-23 14:04:38,337 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 12:43:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4325, top5_acc: 0.7863, loss_cls: 3.7353, loss: 3.7353 2023-12-23 14:05:03,570 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 12:41:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4844, top5_acc: 0.8081, loss_cls: 3.5538, loss: 3.5538 2023-12-23 14:05:28,897 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 12:40:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4750, top5_acc: 0.8094, loss_cls: 3.5688, loss: 3.5688 2023-12-23 14:05:54,664 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 12:39:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5131, top5_acc: 0.8331, loss_cls: 3.4018, loss: 3.4018 2023-12-23 14:06:20,340 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 12:38:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.4806, top5_acc: 0.8025, loss_cls: 3.4728, loss: 3.4728 2023-12-23 14:06:45,756 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 12:37:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5219, top5_acc: 0.8313, loss_cls: 3.3064, loss: 3.3064 2023-12-23 14:07:11,732 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 12:36:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5012, top5_acc: 0.8450, loss_cls: 3.2518, loss: 3.2518 2023-12-23 14:07:38,108 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 12:36:07, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.5119, top5_acc: 0.8344, loss_cls: 3.3073, loss: 3.3073 2023-12-23 14:08:03,510 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 12:34:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4919, top5_acc: 0.8475, loss_cls: 3.2688, loss: 3.2688 2023-12-23 14:08:29,545 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 12:34:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5131, top5_acc: 0.8287, loss_cls: 3.2355, loss: 3.2355 2023-12-23 14:08:54,691 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 12:32:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5031, top5_acc: 0.8450, loss_cls: 3.2814, loss: 3.2814 2023-12-23 14:09:20,290 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 12:31:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5175, top5_acc: 0.8562, loss_cls: 3.1385, loss: 3.1385 2023-12-23 14:09:46,070 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 12:31:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5381, top5_acc: 0.8556, loss_cls: 3.0794, loss: 3.0794 2023-12-23 14:10:12,100 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 12:30:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5062, top5_acc: 0.8450, loss_cls: 3.1454, loss: 3.1454 2023-12-23 14:10:37,722 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 12:29:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5269, top5_acc: 0.8275, loss_cls: 3.2030, loss: 3.2030 2023-12-23 14:11:02,827 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 12:28:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5100, top5_acc: 0.8600, loss_cls: 3.0928, loss: 3.0928 2023-12-23 14:11:04,821 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-23 14:15:30,359 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:15:30,979 - pyskl - INFO - top1_acc 0.5184 top5_acc 0.8383 2023-12-23 14:15:30,984 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_1.pth was removed 2023-12-23 14:15:31,206 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-23 14:15:31,208 - pyskl - INFO - Best top1_acc is 0.5184 at 3 epoch. 2023-12-23 14:15:31,233 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5184, top5_acc: 0.8383 2023-12-23 14:16:24,140 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 12:48:07, time: 0.529, data_time: 0.277, memory: 5236, top1_acc: 0.5325, top5_acc: 0.8619, loss_cls: 3.0517, loss: 3.0517 2023-12-23 14:16:49,269 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 12:46:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5212, top5_acc: 0.8431, loss_cls: 3.1499, loss: 3.1499 2023-12-23 14:17:15,623 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 12:46:04, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.5375, top5_acc: 0.8562, loss_cls: 3.0553, loss: 3.0553 2023-12-23 14:17:41,703 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 12:45:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.5444, top5_acc: 0.8512, loss_cls: 3.0727, loss: 3.0727 2023-12-23 14:18:06,878 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 12:43:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5487, top5_acc: 0.8581, loss_cls: 3.0103, loss: 3.0103 2023-12-23 14:18:31,871 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 12:42:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5275, top5_acc: 0.8469, loss_cls: 3.1357, loss: 3.1357 2023-12-23 14:18:56,847 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 12:40:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5437, top5_acc: 0.8581, loss_cls: 3.0127, loss: 3.0127 2023-12-23 14:19:21,831 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 12:39:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5225, top5_acc: 0.8519, loss_cls: 3.0716, loss: 3.0716 2023-12-23 14:19:47,422 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 12:38:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5637, top5_acc: 0.8706, loss_cls: 2.9073, loss: 2.9073 2023-12-23 14:20:12,963 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 12:37:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5394, top5_acc: 0.8525, loss_cls: 3.1117, loss: 3.1117 2023-12-23 14:20:38,812 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 12:36:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5131, top5_acc: 0.8488, loss_cls: 3.1849, loss: 3.1849 2023-12-23 14:21:05,326 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 12:35:57, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8594, loss_cls: 3.0453, loss: 3.0453 2023-12-23 14:21:31,819 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 12:35:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5344, top5_acc: 0.8469, loss_cls: 3.0332, loss: 3.0332 2023-12-23 14:21:58,025 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 12:35:01, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.5400, top5_acc: 0.8519, loss_cls: 2.9833, loss: 2.9833 2023-12-23 14:22:23,167 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 12:33:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5550, top5_acc: 0.8781, loss_cls: 2.8278, loss: 2.8278 2023-12-23 14:22:48,381 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 12:32:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5506, top5_acc: 0.8575, loss_cls: 2.9081, loss: 2.9081 2023-12-23 14:23:13,438 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 12:31:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5469, top5_acc: 0.8550, loss_cls: 2.8585, loss: 2.8585 2023-12-23 14:23:39,154 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 12:30:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5575, top5_acc: 0.8706, loss_cls: 2.8290, loss: 2.8290 2023-12-23 14:24:05,674 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 12:29:52, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5331, top5_acc: 0.8519, loss_cls: 2.9241, loss: 2.9241 2023-12-23 14:24:32,184 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 12:29:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5594, top5_acc: 0.8794, loss_cls: 2.7773, loss: 2.7773 2023-12-23 14:24:58,678 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 12:29:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5381, top5_acc: 0.8700, loss_cls: 2.8313, loss: 2.8313 2023-12-23 14:25:25,198 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 12:28:52, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5606, top5_acc: 0.8738, loss_cls: 2.6950, loss: 2.6950 2023-12-23 14:25:51,701 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 12:28:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5656, top5_acc: 0.8656, loss_cls: 2.7695, loss: 2.7695 2023-12-23 14:26:18,232 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 12:28:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5563, top5_acc: 0.8750, loss_cls: 2.7720, loss: 2.7720 2023-12-23 14:26:44,601 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 12:27:46, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.5656, top5_acc: 0.8712, loss_cls: 2.7360, loss: 2.7360 2023-12-23 14:27:10,334 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 12:26:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8519, loss_cls: 2.7919, loss: 2.7919 2023-12-23 14:27:35,816 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 12:25:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5613, top5_acc: 0.8706, loss_cls: 2.7310, loss: 2.7310 2023-12-23 14:28:01,227 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 12:24:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5550, top5_acc: 0.8669, loss_cls: 2.7666, loss: 2.7666 2023-12-23 14:28:26,809 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 12:23:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5613, top5_acc: 0.8750, loss_cls: 2.7201, loss: 2.7201 2023-12-23 14:28:52,601 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 12:23:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5531, top5_acc: 0.8600, loss_cls: 2.8268, loss: 2.8268 2023-12-23 14:29:18,552 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 12:22:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5625, top5_acc: 0.8719, loss_cls: 2.7186, loss: 2.7186 2023-12-23 14:29:43,877 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 12:21:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5587, top5_acc: 0.8744, loss_cls: 2.7360, loss: 2.7360 2023-12-23 14:30:09,243 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 12:20:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5737, top5_acc: 0.8519, loss_cls: 2.7895, loss: 2.7895 2023-12-23 14:30:34,543 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 12:19:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5594, top5_acc: 0.8688, loss_cls: 2.7699, loss: 2.7699 2023-12-23 14:30:36,508 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-23 14:35:01,583 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:35:02,226 - pyskl - INFO - top1_acc 0.5483 top5_acc 0.8657 2023-12-23 14:35:02,231 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_3.pth was removed 2023-12-23 14:35:02,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-23 14:35:02,444 - pyskl - INFO - Best top1_acc is 0.5483 at 4 epoch. 2023-12-23 14:35:02,469 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5483, top5_acc: 0.8657 2023-12-23 14:35:56,114 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 12:34:38, time: 0.536, data_time: 0.276, memory: 5236, top1_acc: 0.5650, top5_acc: 0.8706, loss_cls: 2.7076, loss: 2.7076 2023-12-23 14:36:21,281 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 12:33:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5744, top5_acc: 0.8856, loss_cls: 2.6258, loss: 2.6258 2023-12-23 14:36:46,876 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 12:32:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6038, top5_acc: 0.8806, loss_cls: 2.5651, loss: 2.5651 2023-12-23 14:37:12,088 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 12:31:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5806, top5_acc: 0.8856, loss_cls: 2.6087, loss: 2.6087 2023-12-23 14:37:37,414 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 12:30:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5819, top5_acc: 0.8738, loss_cls: 2.6032, loss: 2.6032 2023-12-23 14:38:02,680 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 12:29:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5637, top5_acc: 0.8669, loss_cls: 2.7373, loss: 2.7373 2023-12-23 14:38:28,063 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 12:27:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8788, loss_cls: 2.6923, loss: 2.6923 2023-12-23 14:38:53,426 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 12:26:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8725, loss_cls: 2.7093, loss: 2.7093 2023-12-23 14:39:18,679 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 12:25:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5863, top5_acc: 0.8819, loss_cls: 2.5978, loss: 2.5978 2023-12-23 14:39:43,969 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 12:24:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5794, top5_acc: 0.8825, loss_cls: 2.5931, loss: 2.5931 2023-12-23 14:40:09,134 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 12:23:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5537, top5_acc: 0.8575, loss_cls: 2.7882, loss: 2.7882 2023-12-23 14:40:34,289 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 12:22:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5625, top5_acc: 0.8669, loss_cls: 2.7083, loss: 2.7083 2023-12-23 14:40:59,516 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 12:21:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5794, top5_acc: 0.8825, loss_cls: 2.6389, loss: 2.6389 2023-12-23 14:41:24,888 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 12:20:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8875, loss_cls: 2.4907, loss: 2.4907 2023-12-23 14:41:50,279 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 12:19:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5713, top5_acc: 0.8819, loss_cls: 2.6400, loss: 2.6400 2023-12-23 14:42:15,614 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 12:18:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8938, loss_cls: 2.5092, loss: 2.5092 2023-12-23 14:42:40,890 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 12:17:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5875, top5_acc: 0.8619, loss_cls: 2.6160, loss: 2.6160 2023-12-23 14:43:06,179 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 12:16:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5706, top5_acc: 0.8800, loss_cls: 2.6617, loss: 2.6617 2023-12-23 14:43:31,609 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 12:15:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8788, loss_cls: 2.5525, loss: 2.5525 2023-12-23 14:43:56,658 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 12:14:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5750, top5_acc: 0.8744, loss_cls: 2.5698, loss: 2.5698 2023-12-23 14:44:21,714 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 12:13:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8825, loss_cls: 2.5408, loss: 2.5408 2023-12-23 14:44:46,909 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 12:12:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5687, top5_acc: 0.8831, loss_cls: 2.5882, loss: 2.5882 2023-12-23 14:45:12,202 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 12:11:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5369, top5_acc: 0.8669, loss_cls: 2.7233, loss: 2.7233 2023-12-23 14:45:37,375 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 12:10:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5650, top5_acc: 0.8744, loss_cls: 2.6776, loss: 2.6776 2023-12-23 14:46:02,498 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 12:08:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5687, top5_acc: 0.8762, loss_cls: 2.6323, loss: 2.6323 2023-12-23 14:46:28,105 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 12:08:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8862, loss_cls: 2.5040, loss: 2.5040 2023-12-23 14:46:53,242 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 12:07:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5863, top5_acc: 0.8800, loss_cls: 2.5749, loss: 2.5749 2023-12-23 14:47:18,243 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 12:06:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5513, top5_acc: 0.8562, loss_cls: 2.7259, loss: 2.7259 2023-12-23 14:47:43,409 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 12:05:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5575, top5_acc: 0.8644, loss_cls: 2.7358, loss: 2.7358 2023-12-23 14:48:09,451 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 12:04:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5794, top5_acc: 0.8838, loss_cls: 2.5709, loss: 2.5709 2023-12-23 14:48:35,115 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 12:03:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6131, top5_acc: 0.9000, loss_cls: 2.4198, loss: 2.4198 2023-12-23 14:49:00,348 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 12:02:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5737, top5_acc: 0.8838, loss_cls: 2.5801, loss: 2.5801 2023-12-23 14:49:25,780 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 12:01:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5925, top5_acc: 0.8831, loss_cls: 2.5688, loss: 2.5688 2023-12-23 14:49:51,208 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 12:01:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5737, top5_acc: 0.8856, loss_cls: 2.5959, loss: 2.5959 2023-12-23 14:49:53,149 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-23 14:54:19,315 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:54:19,947 - pyskl - INFO - top1_acc 0.5205 top5_acc 0.8302 2023-12-23 14:54:19,981 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5205, top5_acc: 0.8302 2023-12-23 14:55:12,835 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 12:12:47, time: 0.528, data_time: 0.277, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8812, loss_cls: 2.5064, loss: 2.5064 2023-12-23 14:55:38,641 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 12:12:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5763, top5_acc: 0.8919, loss_cls: 2.5409, loss: 2.5409 2023-12-23 14:56:04,342 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 12:11:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8981, loss_cls: 2.3500, loss: 2.3500 2023-12-23 14:56:29,669 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 12:10:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6031, top5_acc: 0.8912, loss_cls: 2.5081, loss: 2.5081 2023-12-23 14:56:54,701 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 12:09:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8844, loss_cls: 2.5666, loss: 2.5666 2023-12-23 14:57:19,666 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 12:08:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5950, top5_acc: 0.8944, loss_cls: 2.4516, loss: 2.4516 2023-12-23 14:57:44,825 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 12:07:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8950, loss_cls: 2.5082, loss: 2.5082 2023-12-23 14:58:10,554 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 12:06:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5969, top5_acc: 0.8931, loss_cls: 2.4696, loss: 2.4696 2023-12-23 14:58:36,990 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 12:06:00, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8888, loss_cls: 2.3942, loss: 2.3942 2023-12-23 14:59:03,479 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 12:05:37, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5906, top5_acc: 0.8825, loss_cls: 2.5159, loss: 2.5159 2023-12-23 14:59:29,948 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 12:05:13, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5794, top5_acc: 0.8906, loss_cls: 2.5088, loss: 2.5088 2023-12-23 14:59:56,415 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 12:04:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8975, loss_cls: 2.3871, loss: 2.3871 2023-12-23 15:00:22,911 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 12:04:26, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5669, top5_acc: 0.8750, loss_cls: 2.6363, loss: 2.6363 2023-12-23 15:00:49,349 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 12:04:02, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.5425, top5_acc: 0.8594, loss_cls: 2.8171, loss: 2.8171 2023-12-23 15:01:15,121 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 12:03:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8744, loss_cls: 2.5143, loss: 2.5143 2023-12-23 15:01:40,197 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 12:02:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5925, top5_acc: 0.8962, loss_cls: 2.4613, loss: 2.4613 2023-12-23 15:02:06,018 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 12:01:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5919, top5_acc: 0.8700, loss_cls: 2.5736, loss: 2.5736 2023-12-23 15:02:31,796 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 12:00:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8938, loss_cls: 2.4187, loss: 2.4187 2023-12-23 15:02:57,833 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 12:00:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6050, top5_acc: 0.8906, loss_cls: 2.4933, loss: 2.4933 2023-12-23 15:03:23,110 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 11:59:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5763, top5_acc: 0.8712, loss_cls: 2.5979, loss: 2.5979 2023-12-23 15:03:48,550 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 11:58:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6044, top5_acc: 0.8800, loss_cls: 2.4817, loss: 2.4817 2023-12-23 15:04:14,277 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 11:57:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5913, top5_acc: 0.8869, loss_cls: 2.5209, loss: 2.5209 2023-12-23 15:04:39,696 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 11:57:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8800, loss_cls: 2.5716, loss: 2.5716 2023-12-23 15:05:05,004 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 11:56:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.9056, loss_cls: 2.3717, loss: 2.3717 2023-12-23 15:05:30,431 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 11:55:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6038, top5_acc: 0.9038, loss_cls: 2.3855, loss: 2.3855 2023-12-23 15:05:55,575 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 11:54:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8900, loss_cls: 2.4968, loss: 2.4968 2023-12-23 15:06:20,549 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 11:53:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6019, top5_acc: 0.8856, loss_cls: 2.4909, loss: 2.4909 2023-12-23 15:06:45,517 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 11:52:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8831, loss_cls: 2.4913, loss: 2.4913 2023-12-23 15:07:10,905 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 11:51:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.8962, loss_cls: 2.4217, loss: 2.4217 2023-12-23 15:07:36,420 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 11:50:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5975, top5_acc: 0.8894, loss_cls: 2.4471, loss: 2.4471 2023-12-23 15:08:02,084 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 11:50:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6006, top5_acc: 0.9012, loss_cls: 2.4331, loss: 2.4331 2023-12-23 15:08:27,930 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 11:49:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.8812, loss_cls: 2.4274, loss: 2.4274 2023-12-23 15:08:53,485 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 11:48:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6062, top5_acc: 0.8869, loss_cls: 2.4039, loss: 2.4039 2023-12-23 15:09:19,316 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 11:48:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.9006, loss_cls: 2.3547, loss: 2.3547 2023-12-23 15:09:21,246 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-23 15:13:46,737 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:13:47,348 - pyskl - INFO - top1_acc 0.5500 top5_acc 0.8576 2023-12-23 15:13:47,353 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_4.pth was removed 2023-12-23 15:13:47,573 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-23 15:13:47,574 - pyskl - INFO - Best top1_acc is 0.5500 at 6 epoch. 2023-12-23 15:13:47,604 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.5500, top5_acc: 0.8576 2023-12-23 15:14:39,692 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 11:57:30, time: 0.521, data_time: 0.268, memory: 5236, top1_acc: 0.6112, top5_acc: 0.9000, loss_cls: 2.4015, loss: 2.4015 2023-12-23 15:15:05,013 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 11:56:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8925, loss_cls: 2.3611, loss: 2.3611 2023-12-23 15:15:30,476 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 11:55:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8969, loss_cls: 2.4000, loss: 2.4000 2023-12-23 15:15:55,612 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 11:54:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.9069, loss_cls: 2.3631, loss: 2.3631 2023-12-23 15:16:21,627 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 11:54:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8944, loss_cls: 2.3781, loss: 2.3781 2023-12-23 15:16:47,542 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 11:53:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.9062, loss_cls: 2.2833, loss: 2.2833 2023-12-23 15:17:12,823 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 11:52:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.8981, loss_cls: 2.3664, loss: 2.3664 2023-12-23 15:17:38,097 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 11:51:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.8962, loss_cls: 2.3338, loss: 2.3338 2023-12-23 15:18:03,323 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 11:51:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8831, loss_cls: 2.3853, loss: 2.3853 2023-12-23 15:18:28,407 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 11:50:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6162, top5_acc: 0.8925, loss_cls: 2.3784, loss: 2.3784 2023-12-23 15:18:53,511 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 11:49:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6300, top5_acc: 0.9219, loss_cls: 2.2219, loss: 2.2219 2023-12-23 15:19:18,529 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 11:48:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.9019, loss_cls: 2.3068, loss: 2.3068 2023-12-23 15:19:43,718 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 11:47:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5919, top5_acc: 0.9000, loss_cls: 2.4056, loss: 2.4056 2023-12-23 15:20:08,808 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 11:46:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.9025, loss_cls: 2.3159, loss: 2.3159 2023-12-23 15:20:34,085 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 11:45:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6256, top5_acc: 0.9025, loss_cls: 2.3328, loss: 2.3328 2023-12-23 15:20:59,775 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 11:44:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6094, top5_acc: 0.8875, loss_cls: 2.4125, loss: 2.4125 2023-12-23 15:21:25,094 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 11:44:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8925, loss_cls: 2.3961, loss: 2.3961 2023-12-23 15:21:50,239 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 11:43:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6162, top5_acc: 0.9031, loss_cls: 2.3616, loss: 2.3616 2023-12-23 15:22:15,254 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 11:42:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.9038, loss_cls: 2.2408, loss: 2.2408 2023-12-23 15:22:40,435 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 11:41:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6125, top5_acc: 0.8919, loss_cls: 2.3989, loss: 2.3989 2023-12-23 15:23:05,644 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 11:40:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6131, top5_acc: 0.8944, loss_cls: 2.3899, loss: 2.3899 2023-12-23 15:23:30,754 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 11:39:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8938, loss_cls: 2.3476, loss: 2.3476 2023-12-23 15:23:55,932 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 11:38:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8925, loss_cls: 2.3259, loss: 2.3259 2023-12-23 15:24:21,357 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 11:38:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.8956, loss_cls: 2.3484, loss: 2.3484 2023-12-23 15:24:46,895 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 11:37:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9038, loss_cls: 2.3222, loss: 2.3222 2023-12-23 15:25:13,245 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 11:37:06, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.9119, loss_cls: 2.2636, loss: 2.2636 2023-12-23 15:25:38,852 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 11:36:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9000, loss_cls: 2.2366, loss: 2.2366 2023-12-23 15:26:04,304 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 11:35:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9194, loss_cls: 2.1847, loss: 2.1847 2023-12-23 15:26:30,349 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 11:35:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.8894, loss_cls: 2.4150, loss: 2.4150 2023-12-23 15:26:55,604 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 11:34:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9094, loss_cls: 2.1911, loss: 2.1911 2023-12-23 15:27:21,299 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 11:33:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8906, loss_cls: 2.3418, loss: 2.3418 2023-12-23 15:27:47,816 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 11:33:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.8900, loss_cls: 2.3400, loss: 2.3400 2023-12-23 15:28:14,190 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 11:32:59, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8938, loss_cls: 2.3541, loss: 2.3541 2023-12-23 15:28:40,316 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 11:32:29, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9125, loss_cls: 2.2461, loss: 2.2461 2023-12-23 15:28:42,264 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-23 15:33:08,322 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:33:08,926 - pyskl - INFO - top1_acc 0.5673 top5_acc 0.8706 2023-12-23 15:33:08,931 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_6.pth was removed 2023-12-23 15:33:09,163 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-23 15:33:09,165 - pyskl - INFO - Best top1_acc is 0.5673 at 7 epoch. 2023-12-23 15:33:09,194 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.5673, top5_acc: 0.8706 2023-12-23 15:34:00,905 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 11:40:12, time: 0.517, data_time: 0.262, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9156, loss_cls: 2.1877, loss: 2.1877 2023-12-23 15:34:26,135 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 11:39:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6331, top5_acc: 0.9081, loss_cls: 2.2434, loss: 2.2434 2023-12-23 15:34:51,556 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 11:38:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9106, loss_cls: 2.1644, loss: 2.1644 2023-12-23 15:35:16,706 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 11:37:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9094, loss_cls: 2.2740, loss: 2.2740 2023-12-23 15:35:41,976 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 11:36:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.8956, loss_cls: 2.3181, loss: 2.3181 2023-12-23 15:36:07,425 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 11:36:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8975, loss_cls: 2.3505, loss: 2.3505 2023-12-23 15:36:33,369 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 11:35:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.9006, loss_cls: 2.2601, loss: 2.2601 2023-12-23 15:36:58,946 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 11:34:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.8962, loss_cls: 2.3021, loss: 2.3021 2023-12-23 15:37:24,751 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 11:34:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6100, top5_acc: 0.8950, loss_cls: 2.3380, loss: 2.3380 2023-12-23 15:37:51,053 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 11:33:52, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.8950, loss_cls: 2.2504, loss: 2.2504 2023-12-23 15:38:17,581 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 11:33:30, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9187, loss_cls: 2.2221, loss: 2.2221 2023-12-23 15:38:44,118 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 11:33:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.8956, loss_cls: 2.3403, loss: 2.3403 2023-12-23 15:39:10,630 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 11:32:44, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9031, loss_cls: 2.2747, loss: 2.2747 2023-12-23 15:39:37,198 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 11:32:21, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.9087, loss_cls: 2.2509, loss: 2.2509 2023-12-23 15:40:03,759 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 11:31:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9044, loss_cls: 2.2111, loss: 2.2111 2023-12-23 15:40:30,312 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 11:31:36, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.8988, loss_cls: 2.2964, loss: 2.2964 2023-12-23 15:40:56,848 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 11:31:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.8994, loss_cls: 2.2773, loss: 2.2773 2023-12-23 15:41:23,372 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 11:30:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9094, loss_cls: 2.2267, loss: 2.2267 2023-12-23 15:41:49,884 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 11:30:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.9050, loss_cls: 2.2007, loss: 2.2007 2023-12-23 15:42:16,396 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 11:30:04, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.8969, loss_cls: 2.3220, loss: 2.3220 2023-12-23 15:42:42,909 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 11:29:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8888, loss_cls: 2.4316, loss: 2.4316 2023-12-23 15:43:09,427 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 11:29:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.9031, loss_cls: 2.3266, loss: 2.3266 2023-12-23 15:43:35,956 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 11:28:54, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6031, top5_acc: 0.9019, loss_cls: 2.3681, loss: 2.3681 2023-12-23 15:44:01,758 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 11:28:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.9100, loss_cls: 2.2750, loss: 2.2750 2023-12-23 15:44:26,769 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 11:27:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9169, loss_cls: 2.2572, loss: 2.2572 2023-12-23 15:44:51,754 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 11:26:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.8881, loss_cls: 2.2772, loss: 2.2772 2023-12-23 15:45:16,882 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 11:25:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8962, loss_cls: 2.3568, loss: 2.3568 2023-12-23 15:45:42,068 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 11:24:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6256, top5_acc: 0.9006, loss_cls: 2.2520, loss: 2.2520 2023-12-23 15:46:07,668 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 11:24:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9119, loss_cls: 2.1691, loss: 2.1691 2023-12-23 15:46:33,149 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 11:23:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9113, loss_cls: 2.0882, loss: 2.0882 2023-12-23 15:46:58,906 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 11:23:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.9044, loss_cls: 2.3259, loss: 2.3259 2023-12-23 15:47:24,327 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 11:22:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9163, loss_cls: 2.2031, loss: 2.2031 2023-12-23 15:47:50,066 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 11:21:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9075, loss_cls: 2.2324, loss: 2.2324 2023-12-23 15:48:15,866 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 11:21:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9163, loss_cls: 2.1691, loss: 2.1691 2023-12-23 15:48:17,822 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-23 15:52:43,333 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:52:43,937 - pyskl - INFO - top1_acc 0.6389 top5_acc 0.9007 2023-12-23 15:52:43,941 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_7.pth was removed 2023-12-23 15:52:44,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2023-12-23 15:52:44,156 - pyskl - INFO - Best top1_acc is 0.6389 at 8 epoch. 2023-12-23 15:52:44,182 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6389, top5_acc: 0.9007 2023-12-23 15:53:35,675 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 11:27:40, time: 0.515, data_time: 0.265, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9012, loss_cls: 2.2609, loss: 2.2609 2023-12-23 15:54:00,828 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 11:26:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9113, loss_cls: 2.1838, loss: 2.1838 2023-12-23 15:54:26,307 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 11:26:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9081, loss_cls: 2.1615, loss: 2.1615 2023-12-23 15:54:51,822 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 11:25:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9144, loss_cls: 2.1667, loss: 2.1667 2023-12-23 15:55:16,999 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 11:24:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9100, loss_cls: 2.2004, loss: 2.2004 2023-12-23 15:55:42,234 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 11:23:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.9044, loss_cls: 2.2787, loss: 2.2787 2023-12-23 15:56:07,616 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 11:23:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9169, loss_cls: 2.2371, loss: 2.2371 2023-12-23 15:56:33,130 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 11:22:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.9125, loss_cls: 2.1560, loss: 2.1560 2023-12-23 15:56:58,445 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 11:21:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9163, loss_cls: 2.1586, loss: 2.1586 2023-12-23 15:57:24,693 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 11:21:14, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.8919, loss_cls: 2.2633, loss: 2.2633 2023-12-23 15:57:49,817 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 11:20:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9213, loss_cls: 2.1720, loss: 2.1720 2023-12-23 15:58:15,043 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 11:19:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.8981, loss_cls: 2.2936, loss: 2.2936 2023-12-23 15:58:40,835 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 11:19:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9131, loss_cls: 2.2078, loss: 2.2078 2023-12-23 15:59:06,140 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 11:18:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9119, loss_cls: 2.2035, loss: 2.2035 2023-12-23 15:59:31,189 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 11:17:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9213, loss_cls: 2.1315, loss: 2.1315 2023-12-23 15:59:56,363 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 11:16:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9113, loss_cls: 2.1252, loss: 2.1252 2023-12-23 16:00:21,391 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 11:15:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.9031, loss_cls: 2.3075, loss: 2.3075 2023-12-23 16:00:46,872 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 11:15:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6062, top5_acc: 0.8994, loss_cls: 2.3339, loss: 2.3339 2023-12-23 16:01:11,982 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 11:14:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9119, loss_cls: 2.1967, loss: 2.1967 2023-12-23 16:01:37,139 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 11:13:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9062, loss_cls: 2.2405, loss: 2.2405 2023-12-23 16:02:02,227 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 11:12:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9119, loss_cls: 2.1899, loss: 2.1899 2023-12-23 16:02:27,631 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 11:12:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.8931, loss_cls: 2.3140, loss: 2.3140 2023-12-23 16:02:52,941 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 11:11:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9019, loss_cls: 2.2437, loss: 2.2437 2023-12-23 16:03:18,412 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 11:10:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9275, loss_cls: 2.0450, loss: 2.0450 2023-12-23 16:03:43,852 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 11:10:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9225, loss_cls: 2.1484, loss: 2.1484 2023-12-23 16:04:09,263 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 11:09:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6375, top5_acc: 0.9131, loss_cls: 2.1889, loss: 2.1889 2023-12-23 16:04:34,575 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 11:08:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9213, loss_cls: 2.1312, loss: 2.1312 2023-12-23 16:04:59,909 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 11:08:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9106, loss_cls: 2.1860, loss: 2.1860 2023-12-23 16:05:25,226 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 11:07:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9113, loss_cls: 2.1691, loss: 2.1691 2023-12-23 16:05:50,814 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 11:06:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9131, loss_cls: 2.1602, loss: 2.1602 2023-12-23 16:06:16,796 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 11:06:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9181, loss_cls: 2.1874, loss: 2.1874 2023-12-23 16:06:42,182 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 11:05:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9244, loss_cls: 2.1022, loss: 2.1022 2023-12-23 16:07:07,946 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 11:04:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.8838, loss_cls: 2.2984, loss: 2.2984 2023-12-23 16:07:33,917 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 11:04:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9100, loss_cls: 2.1715, loss: 2.1715 2023-12-23 16:07:36,223 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-23 16:12:03,446 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:12:04,061 - pyskl - INFO - top1_acc 0.5378 top5_acc 0.8357 2023-12-23 16:12:04,093 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.5378, top5_acc: 0.8357 2023-12-23 16:12:57,437 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 11:10:41, time: 0.533, data_time: 0.275, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9131, loss_cls: 2.1086, loss: 2.1086 2023-12-23 16:13:22,755 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 11:09:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9300, loss_cls: 2.0077, loss: 2.0077 2023-12-23 16:13:48,182 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 11:09:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9150, loss_cls: 2.0925, loss: 2.0925 2023-12-23 16:14:13,894 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 11:08:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9225, loss_cls: 2.1062, loss: 2.1062 2023-12-23 16:14:39,260 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 11:07:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9113, loss_cls: 2.1448, loss: 2.1448 2023-12-23 16:15:04,389 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 11:07:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9194, loss_cls: 2.1285, loss: 2.1285 2023-12-23 16:15:29,571 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 11:06:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.9081, loss_cls: 2.2067, loss: 2.2067 2023-12-23 16:15:54,865 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 11:05:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9075, loss_cls: 2.1357, loss: 2.1357 2023-12-23 16:16:20,113 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 11:05:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9038, loss_cls: 2.1801, loss: 2.1801 2023-12-23 16:16:45,433 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 11:04:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9150, loss_cls: 2.2047, loss: 2.2047 2023-12-23 16:17:10,749 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 11:03:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9169, loss_cls: 2.1525, loss: 2.1525 2023-12-23 16:17:35,804 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 11:02:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9175, loss_cls: 2.1161, loss: 2.1161 2023-12-23 16:18:00,911 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 11:02:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9169, loss_cls: 2.1462, loss: 2.1462 2023-12-23 16:18:26,008 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 11:01:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.9031, loss_cls: 2.2627, loss: 2.2627 2023-12-23 16:18:51,208 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 11:00:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9169, loss_cls: 2.1426, loss: 2.1426 2023-12-23 16:19:16,766 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 11:00:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.8975, loss_cls: 2.2720, loss: 2.2720 2023-12-23 16:19:43,160 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 10:59:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9156, loss_cls: 2.0804, loss: 2.0804 2023-12-23 16:20:09,661 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 10:59:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9125, loss_cls: 2.0672, loss: 2.0672 2023-12-23 16:20:36,163 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 10:58:48, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9031, loss_cls: 2.2367, loss: 2.2367 2023-12-23 16:21:02,658 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 10:58:24, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9113, loss_cls: 2.1447, loss: 2.1447 2023-12-23 16:21:29,154 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 10:58:00, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9069, loss_cls: 2.1879, loss: 2.1879 2023-12-23 16:21:55,664 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 10:57:36, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9163, loss_cls: 2.0354, loss: 2.0354 2023-12-23 16:22:22,039 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 10:57:11, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9012, loss_cls: 2.1802, loss: 2.1802 2023-12-23 16:22:47,981 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 10:56:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9200, loss_cls: 2.1531, loss: 2.1531 2023-12-23 16:23:14,481 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 10:56:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9044, loss_cls: 2.2002, loss: 2.2002 2023-12-23 16:23:40,981 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 10:55:51, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9119, loss_cls: 2.1304, loss: 2.1304 2023-12-23 16:24:06,970 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 10:55:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9163, loss_cls: 2.1201, loss: 2.1201 2023-12-23 16:24:32,596 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 10:54:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9137, loss_cls: 2.1253, loss: 2.1253 2023-12-23 16:24:57,914 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 10:54:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9131, loss_cls: 2.1669, loss: 2.1669 2023-12-23 16:25:23,439 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 10:53:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9006, loss_cls: 2.2549, loss: 2.2549 2023-12-23 16:25:48,768 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 10:52:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9094, loss_cls: 2.1430, loss: 2.1430 2023-12-23 16:26:14,200 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 10:52:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9119, loss_cls: 2.0795, loss: 2.0795 2023-12-23 16:26:40,007 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 10:51:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9062, loss_cls: 2.1665, loss: 2.1665 2023-12-23 16:27:05,832 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 10:50:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9019, loss_cls: 2.1740, loss: 2.1740 2023-12-23 16:27:07,936 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-23 16:31:33,237 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:31:33,838 - pyskl - INFO - top1_acc 0.5873 top5_acc 0.8817 2023-12-23 16:31:33,863 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.5873, top5_acc: 0.8817 2023-12-23 16:32:25,168 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 10:56:01, time: 0.513, data_time: 0.261, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9100, loss_cls: 2.1223, loss: 2.1223 2023-12-23 16:32:50,328 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 10:55:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9100, loss_cls: 2.2168, loss: 2.2168 2023-12-23 16:33:15,571 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 10:54:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9125, loss_cls: 2.1029, loss: 2.1029 2023-12-23 16:33:40,719 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 10:53:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9169, loss_cls: 2.0379, loss: 2.0379 2023-12-23 16:34:05,678 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 10:53:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9150, loss_cls: 2.0616, loss: 2.0616 2023-12-23 16:34:30,600 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 10:52:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9062, loss_cls: 2.1367, loss: 2.1367 2023-12-23 16:34:55,524 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 10:51:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9281, loss_cls: 1.9765, loss: 1.9765 2023-12-23 16:35:20,447 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 10:50:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9213, loss_cls: 2.0793, loss: 2.0793 2023-12-23 16:35:45,364 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 10:50:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9175, loss_cls: 2.0532, loss: 2.0532 2023-12-23 16:36:10,317 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 10:49:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9075, loss_cls: 2.2273, loss: 2.2273 2023-12-23 16:36:35,276 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 10:48:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9094, loss_cls: 2.1639, loss: 2.1639 2023-12-23 16:37:00,214 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 10:47:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9169, loss_cls: 2.0543, loss: 2.0543 2023-12-23 16:37:25,131 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 10:47:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9106, loss_cls: 2.1395, loss: 2.1395 2023-12-23 16:37:50,041 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 10:46:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9119, loss_cls: 2.0707, loss: 2.0707 2023-12-23 16:38:14,945 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 10:45:29, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9131, loss_cls: 2.0893, loss: 2.0893 2023-12-23 16:38:39,836 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 10:44:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9100, loss_cls: 2.1618, loss: 2.1618 2023-12-23 16:39:04,755 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 10:43:58, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9169, loss_cls: 2.0064, loss: 2.0064 2023-12-23 16:39:29,690 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 10:43:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9200, loss_cls: 2.0313, loss: 2.0313 2023-12-23 16:39:54,608 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 10:42:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9200, loss_cls: 2.0474, loss: 2.0474 2023-12-23 16:40:19,543 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 10:41:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9250, loss_cls: 1.9827, loss: 1.9827 2023-12-23 16:40:44,468 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 10:40:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9219, loss_cls: 2.0878, loss: 2.0878 2023-12-23 16:41:09,407 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 10:40:15, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9237, loss_cls: 2.0136, loss: 2.0136 2023-12-23 16:41:34,456 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 10:39:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9256, loss_cls: 2.0549, loss: 2.0549 2023-12-23 16:42:00,138 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 10:38:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9156, loss_cls: 2.0930, loss: 2.0930 2023-12-23 16:42:25,996 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 10:38:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9163, loss_cls: 2.0653, loss: 2.0653 2023-12-23 16:42:52,385 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 10:38:01, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9181, loss_cls: 2.0633, loss: 2.0633 2023-12-23 16:43:18,312 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 10:37:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9062, loss_cls: 2.1226, loss: 2.1226 2023-12-23 16:43:43,684 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 10:36:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9231, loss_cls: 2.0772, loss: 2.0772 2023-12-23 16:44:09,259 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 10:36:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9256, loss_cls: 2.0426, loss: 2.0426 2023-12-23 16:44:34,715 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 10:35:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9319, loss_cls: 1.8982, loss: 1.8982 2023-12-23 16:45:00,126 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 10:35:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6375, top5_acc: 0.8994, loss_cls: 2.1977, loss: 2.1977 2023-12-23 16:45:25,985 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 10:34:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9156, loss_cls: 2.1100, loss: 2.1100 2023-12-23 16:45:51,797 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 10:33:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9150, loss_cls: 2.1438, loss: 2.1438 2023-12-23 16:46:17,810 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 10:33:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9213, loss_cls: 2.0918, loss: 2.0918 2023-12-23 16:46:19,762 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-23 16:50:46,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:50:46,618 - pyskl - INFO - top1_acc 0.6249 top5_acc 0.8942 2023-12-23 16:50:46,651 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6249, top5_acc: 0.8942 2023-12-23 16:51:38,733 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 10:38:08, time: 0.521, data_time: 0.272, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9169, loss_cls: 2.0911, loss: 2.0911 2023-12-23 16:52:03,654 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 10:37:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9319, loss_cls: 1.9463, loss: 1.9463 2023-12-23 16:52:29,354 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 10:36:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9294, loss_cls: 1.9524, loss: 1.9524 2023-12-23 16:52:54,936 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 10:36:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9213, loss_cls: 2.0397, loss: 2.0397 2023-12-23 16:53:20,279 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 10:35:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9200, loss_cls: 2.0267, loss: 2.0267 2023-12-23 16:53:45,515 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 10:34:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9281, loss_cls: 1.9500, loss: 1.9500 2023-12-23 16:54:10,692 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 10:34:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9225, loss_cls: 2.0314, loss: 2.0314 2023-12-23 16:54:35,875 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 10:33:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9237, loss_cls: 1.9804, loss: 1.9804 2023-12-23 16:55:00,991 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 10:32:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9313, loss_cls: 1.9144, loss: 1.9144 2023-12-23 16:55:25,958 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 10:32:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9100, loss_cls: 2.0852, loss: 2.0852 2023-12-23 16:55:50,917 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 10:31:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9206, loss_cls: 2.0297, loss: 2.0297 2023-12-23 16:56:15,848 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 10:30:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9294, loss_cls: 2.0666, loss: 2.0666 2023-12-23 16:56:40,796 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 10:30:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9087, loss_cls: 2.1439, loss: 2.1439 2023-12-23 16:57:05,787 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 10:29:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9119, loss_cls: 2.0220, loss: 2.0220 2023-12-23 16:57:30,760 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 10:28:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9281, loss_cls: 1.9748, loss: 1.9748 2023-12-23 16:57:55,725 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 10:27:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9225, loss_cls: 2.0153, loss: 2.0153 2023-12-23 16:58:20,706 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 10:27:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9100, loss_cls: 2.1913, loss: 2.1913 2023-12-23 16:58:45,687 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 10:26:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9163, loss_cls: 2.0972, loss: 2.0972 2023-12-23 16:59:10,681 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 10:25:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9219, loss_cls: 2.1030, loss: 2.1030 2023-12-23 16:59:35,691 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 10:25:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9163, loss_cls: 2.0745, loss: 2.0745 2023-12-23 17:00:00,670 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 10:24:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9169, loss_cls: 2.0234, loss: 2.0234 2023-12-23 17:00:25,638 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 10:23:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9225, loss_cls: 2.0383, loss: 2.0383 2023-12-23 17:00:50,760 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 10:23:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.8988, loss_cls: 2.1672, loss: 2.1672 2023-12-23 17:01:16,567 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 10:22:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9169, loss_cls: 2.0605, loss: 2.0605 2023-12-23 17:01:41,929 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 10:21:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9194, loss_cls: 1.9754, loss: 1.9754 2023-12-23 17:02:07,216 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 10:21:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9300, loss_cls: 1.8967, loss: 1.8967 2023-12-23 17:02:32,752 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 10:20:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9100, loss_cls: 2.1034, loss: 2.1034 2023-12-23 17:02:58,557 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 10:20:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9087, loss_cls: 2.1888, loss: 2.1888 2023-12-23 17:03:24,185 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 10:19:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9069, loss_cls: 2.0755, loss: 2.0755 2023-12-23 17:03:50,018 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 10:19:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9125, loss_cls: 2.1364, loss: 2.1364 2023-12-23 17:04:15,433 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 10:18:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 2.0908, loss: 2.0908 2023-12-23 17:04:42,129 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 10:18:04, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9194, loss_cls: 2.0372, loss: 2.0372 2023-12-23 17:05:07,890 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 10:17:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9144, loss_cls: 2.0476, loss: 2.0476 2023-12-23 17:05:33,625 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 10:17:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9225, loss_cls: 1.9692, loss: 1.9692 2023-12-23 17:05:35,691 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-23 17:10:01,795 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:10:02,397 - pyskl - INFO - top1_acc 0.6086 top5_acc 0.8959 2023-12-23 17:10:02,422 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6086, top5_acc: 0.8959 2023-12-23 17:10:55,040 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 10:21:19, time: 0.526, data_time: 0.265, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9300, loss_cls: 1.8891, loss: 1.8891 2023-12-23 17:11:21,008 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 10:20:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9194, loss_cls: 2.0289, loss: 2.0289 2023-12-23 17:11:46,463 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 10:20:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9087, loss_cls: 2.0722, loss: 2.0722 2023-12-23 17:12:11,711 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 10:19:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9181, loss_cls: 1.9745, loss: 1.9745 2023-12-23 17:12:37,039 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 10:18:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9187, loss_cls: 2.0268, loss: 2.0268 2023-12-23 17:13:02,193 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 10:18:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9237, loss_cls: 1.9776, loss: 1.9776 2023-12-23 17:13:27,261 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 10:17:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9256, loss_cls: 1.9948, loss: 1.9948 2023-12-23 17:13:52,464 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 10:16:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9225, loss_cls: 1.9914, loss: 1.9914 2023-12-23 17:14:17,760 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 10:16:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.9131, loss_cls: 2.1983, loss: 2.1983 2023-12-23 17:14:43,099 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 10:15:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9331, loss_cls: 1.9047, loss: 1.9047 2023-12-23 17:15:08,308 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 10:15:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9187, loss_cls: 2.0280, loss: 2.0280 2023-12-23 17:15:33,589 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 10:14:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9156, loss_cls: 2.0885, loss: 2.0885 2023-12-23 17:15:58,765 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 10:13:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9231, loss_cls: 1.9463, loss: 1.9463 2023-12-23 17:16:24,046 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 10:13:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9200, loss_cls: 2.0071, loss: 2.0071 2023-12-23 17:16:49,343 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 10:12:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9056, loss_cls: 2.0826, loss: 2.0826 2023-12-23 17:17:14,918 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 10:11:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9337, loss_cls: 1.9526, loss: 1.9526 2023-12-23 17:17:40,058 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 10:11:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9200, loss_cls: 2.0566, loss: 2.0566 2023-12-23 17:18:05,238 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 10:10:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 1.8616, loss: 1.8616 2023-12-23 17:18:30,249 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 10:10:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9237, loss_cls: 2.0100, loss: 2.0100 2023-12-23 17:18:55,202 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 10:09:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9087, loss_cls: 2.0685, loss: 2.0685 2023-12-23 17:19:20,152 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 10:08:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9131, loss_cls: 2.0714, loss: 2.0714 2023-12-23 17:19:45,107 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 10:07:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9294, loss_cls: 1.9326, loss: 1.9326 2023-12-23 17:20:10,264 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 10:07:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9231, loss_cls: 1.9582, loss: 1.9582 2023-12-23 17:20:35,853 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 10:06:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9263, loss_cls: 2.0051, loss: 2.0051 2023-12-23 17:21:01,178 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 10:06:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9194, loss_cls: 2.0246, loss: 2.0246 2023-12-23 17:21:26,519 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 10:05:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 1.9466, loss: 1.9466 2023-12-23 17:21:51,841 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 10:04:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9125, loss_cls: 2.1104, loss: 2.1104 2023-12-23 17:22:17,151 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 10:04:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9250, loss_cls: 1.9751, loss: 1.9751 2023-12-23 17:22:42,497 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 10:03:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9275, loss_cls: 2.0345, loss: 2.0345 2023-12-23 17:23:07,462 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 10:03:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9237, loss_cls: 1.9839, loss: 1.9839 2023-12-23 17:23:32,458 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 10:02:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6375, top5_acc: 0.9163, loss_cls: 2.1479, loss: 2.1479 2023-12-23 17:23:57,710 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 10:01:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9250, loss_cls: 2.0331, loss: 2.0331 2023-12-23 17:24:24,082 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 10:01:24, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9219, loss_cls: 2.0157, loss: 2.0157 2023-12-23 17:24:49,804 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 10:00:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9125, loss_cls: 2.0333, loss: 2.0333 2023-12-23 17:24:51,768 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-23 17:29:19,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:29:19,985 - pyskl - INFO - top1_acc 0.6025 top5_acc 0.8801 2023-12-23 17:29:20,023 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6025, top5_acc: 0.8801 2023-12-23 17:30:12,964 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 10:04:51, time: 0.529, data_time: 0.276, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9300, loss_cls: 1.8724, loss: 1.8724 2023-12-23 17:30:38,146 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 10:04:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9213, loss_cls: 1.8898, loss: 1.8898 2023-12-23 17:31:04,022 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 10:03:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9050, loss_cls: 2.0847, loss: 2.0847 2023-12-23 17:31:29,302 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 10:03:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9331, loss_cls: 1.9136, loss: 1.9136 2023-12-23 17:31:54,529 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 10:02:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9200, loss_cls: 2.0201, loss: 2.0201 2023-12-23 17:32:19,731 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 10:01:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9256, loss_cls: 1.9458, loss: 1.9458 2023-12-23 17:32:45,056 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 10:01:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9225, loss_cls: 1.9760, loss: 1.9760 2023-12-23 17:33:10,466 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 10:00:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9237, loss_cls: 1.9391, loss: 1.9391 2023-12-23 17:33:35,826 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 10:00:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9150, loss_cls: 2.0609, loss: 2.0609 2023-12-23 17:34:01,142 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 9:59:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9169, loss_cls: 1.9997, loss: 1.9997 2023-12-23 17:34:26,510 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 9:58:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9181, loss_cls: 1.9821, loss: 1.9821 2023-12-23 17:34:51,780 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 9:58:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 1.8346, loss: 1.8346 2023-12-23 17:35:17,026 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 9:57:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9213, loss_cls: 1.9821, loss: 1.9821 2023-12-23 17:35:42,261 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 9:56:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9137, loss_cls: 1.9850, loss: 1.9850 2023-12-23 17:36:07,546 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 9:56:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9200, loss_cls: 2.0974, loss: 2.0974 2023-12-23 17:36:33,021 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 9:55:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9350, loss_cls: 1.8673, loss: 1.8673 2023-12-23 17:36:58,534 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 9:55:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9206, loss_cls: 2.0239, loss: 2.0239 2023-12-23 17:37:24,785 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 9:54:48, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 1.9471, loss: 1.9471 2023-12-23 17:37:50,023 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 9:54:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9200, loss_cls: 2.0272, loss: 2.0272 2023-12-23 17:38:15,304 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 9:53:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9269, loss_cls: 1.9449, loss: 1.9449 2023-12-23 17:38:40,631 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 9:53:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9187, loss_cls: 2.0376, loss: 2.0376 2023-12-23 17:39:05,671 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 9:52:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9181, loss_cls: 2.0571, loss: 2.0571 2023-12-23 17:39:31,139 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 9:51:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9250, loss_cls: 1.9140, loss: 1.9140 2023-12-23 17:39:56,701 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 9:51:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9150, loss_cls: 2.0009, loss: 2.0009 2023-12-23 17:40:21,957 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 9:50:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9150, loss_cls: 2.0706, loss: 2.0706 2023-12-23 17:40:46,958 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 9:49:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9313, loss_cls: 1.8808, loss: 1.8808 2023-12-23 17:41:12,383 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 9:49:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9163, loss_cls: 2.0262, loss: 2.0262 2023-12-23 17:41:37,872 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 9:48:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9219, loss_cls: 2.0572, loss: 2.0572 2023-12-23 17:42:03,192 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 9:48:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9206, loss_cls: 1.9646, loss: 1.9646 2023-12-23 17:42:28,453 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 9:47:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9163, loss_cls: 2.0136, loss: 2.0136 2023-12-23 17:42:53,511 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 9:47:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9244, loss_cls: 1.8988, loss: 1.8988 2023-12-23 17:43:18,784 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 9:46:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9219, loss_cls: 1.9827, loss: 1.9827 2023-12-23 17:43:44,675 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 9:45:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9163, loss_cls: 1.9685, loss: 1.9685 2023-12-23 17:44:10,288 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 9:45:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9144, loss_cls: 2.0215, loss: 2.0215 2023-12-23 17:44:12,527 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-23 17:48:37,233 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:48:37,834 - pyskl - INFO - top1_acc 0.6212 top5_acc 0.8988 2023-12-23 17:48:37,860 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6212, top5_acc: 0.8988 2023-12-23 17:49:30,106 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 9:48:55, time: 0.522, data_time: 0.263, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9206, loss_cls: 2.0198, loss: 2.0198 2023-12-23 17:49:55,132 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 9:48:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9287, loss_cls: 1.9205, loss: 1.9205 2023-12-23 17:50:20,429 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 9:47:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9256, loss_cls: 1.8734, loss: 1.8734 2023-12-23 17:50:45,582 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 9:47:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9313, loss_cls: 1.8768, loss: 1.8768 2023-12-23 17:51:10,582 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 9:46:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9231, loss_cls: 1.9656, loss: 1.9656 2023-12-23 17:51:35,503 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 9:45:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9344, loss_cls: 1.9227, loss: 1.9227 2023-12-23 17:52:00,400 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 9:45:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9100, loss_cls: 2.0734, loss: 2.0734 2023-12-23 17:52:25,290 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 9:44:26, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9237, loss_cls: 1.8378, loss: 1.8378 2023-12-23 17:52:50,203 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 9:43:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9213, loss_cls: 1.9373, loss: 1.9373 2023-12-23 17:53:15,096 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 9:43:07, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9263, loss_cls: 1.9615, loss: 1.9615 2023-12-23 17:53:40,004 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 9:42:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9275, loss_cls: 1.9375, loss: 1.9375 2023-12-23 17:54:04,910 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 9:41:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9363, loss_cls: 1.8887, loss: 1.8887 2023-12-23 17:54:29,798 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 9:41:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9275, loss_cls: 1.9022, loss: 1.9022 2023-12-23 17:54:54,694 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 9:40:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9213, loss_cls: 2.0632, loss: 2.0632 2023-12-23 17:55:19,590 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 9:39:52, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9294, loss_cls: 1.8816, loss: 1.8816 2023-12-23 17:55:44,492 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 9:39:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9250, loss_cls: 1.8262, loss: 1.8262 2023-12-23 17:56:09,432 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 9:38:34, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9137, loss_cls: 2.0609, loss: 2.0609 2023-12-23 17:56:34,397 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 9:37:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9344, loss_cls: 1.9099, loss: 1.9099 2023-12-23 17:56:59,348 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 9:37:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9200, loss_cls: 1.9891, loss: 1.9891 2023-12-23 17:57:24,245 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 9:36:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9137, loss_cls: 1.9456, loss: 1.9456 2023-12-23 17:57:49,206 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 9:36:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9200, loss_cls: 1.9703, loss: 1.9703 2023-12-23 17:58:14,147 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 9:35:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9169, loss_cls: 1.9550, loss: 1.9550 2023-12-23 17:58:39,525 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 9:34:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9156, loss_cls: 2.0245, loss: 2.0245 2023-12-23 17:59:04,920 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 9:34:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9237, loss_cls: 1.9085, loss: 1.9085 2023-12-23 17:59:31,003 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 9:33:47, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9306, loss_cls: 1.8463, loss: 1.8463 2023-12-23 17:59:56,664 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 9:33:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9244, loss_cls: 1.9456, loss: 1.9456 2023-12-23 18:00:22,286 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 9:32:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9250, loss_cls: 1.9876, loss: 1.9876 2023-12-23 18:00:47,629 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 9:32:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9237, loss_cls: 1.9432, loss: 1.9432 2023-12-23 18:01:12,587 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 9:31:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9163, loss_cls: 1.9622, loss: 1.9622 2023-12-23 18:01:37,533 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 9:30:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9169, loss_cls: 1.9641, loss: 1.9641 2023-12-23 18:02:02,503 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 9:30:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9062, loss_cls: 2.1338, loss: 2.1338 2023-12-23 18:02:27,473 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 9:29:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9025, loss_cls: 2.1095, loss: 2.1095 2023-12-23 18:02:52,927 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 9:29:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9231, loss_cls: 1.9420, loss: 1.9420 2023-12-23 18:03:18,857 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 9:28:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9250, loss_cls: 1.9836, loss: 1.9836 2023-12-23 18:03:20,837 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-23 18:07:48,424 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:07:49,051 - pyskl - INFO - top1_acc 0.6285 top5_acc 0.8993 2023-12-23 18:07:49,091 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6285, top5_acc: 0.8993 2023-12-23 18:08:41,830 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 9:31:55, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9219, loss_cls: 2.0083, loss: 2.0083 2023-12-23 18:09:06,811 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 9:31:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9244, loss_cls: 1.9317, loss: 1.9317 2023-12-23 18:09:32,650 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 9:30:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9219, loss_cls: 1.9349, loss: 1.9349 2023-12-23 18:09:57,992 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 9:30:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9181, loss_cls: 1.9548, loss: 1.9548 2023-12-23 18:10:22,961 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 9:29:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9213, loss_cls: 1.9476, loss: 1.9476 2023-12-23 18:10:47,905 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 9:28:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9281, loss_cls: 1.8803, loss: 1.8803 2023-12-23 18:11:12,853 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 9:28:19, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9275, loss_cls: 1.8942, loss: 1.8942 2023-12-23 18:11:38,158 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 9:27:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9306, loss_cls: 1.8513, loss: 1.8513 2023-12-23 18:12:03,289 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 9:27:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9363, loss_cls: 1.8607, loss: 1.8607 2023-12-23 18:12:28,378 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 9:26:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9113, loss_cls: 1.9732, loss: 1.9732 2023-12-23 18:12:53,315 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 9:25:54, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 1.8736, loss: 1.8736 2023-12-23 18:13:18,211 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 9:25:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9287, loss_cls: 1.9222, loss: 1.9222 2023-12-23 18:13:43,134 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 9:24:38, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9306, loss_cls: 1.8988, loss: 1.8988 2023-12-23 18:14:08,050 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 9:24:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9213, loss_cls: 1.9541, loss: 1.9541 2023-12-23 18:14:33,229 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 9:23:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9244, loss_cls: 1.9287, loss: 1.9287 2023-12-23 18:14:58,368 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 9:22:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9169, loss_cls: 1.9324, loss: 1.9324 2023-12-23 18:15:24,251 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 9:22:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9137, loss_cls: 2.0421, loss: 2.0421 2023-12-23 18:15:49,513 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 9:21:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9294, loss_cls: 1.9420, loss: 1.9420 2023-12-23 18:16:14,665 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 9:21:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9275, loss_cls: 1.9292, loss: 1.9292 2023-12-23 18:16:40,418 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 9:20:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9250, loss_cls: 1.9165, loss: 1.9165 2023-12-23 18:17:06,537 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 9:20:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9244, loss_cls: 1.9895, loss: 1.9895 2023-12-23 18:17:32,030 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 9:19:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9306, loss_cls: 1.8989, loss: 1.8989 2023-12-23 18:17:57,515 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 9:19:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9275, loss_cls: 1.8736, loss: 1.8736 2023-12-23 18:18:23,591 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 9:18:39, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9081, loss_cls: 1.9493, loss: 1.9493 2023-12-23 18:18:50,167 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 9:18:16, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9175, loss_cls: 1.9377, loss: 1.9377 2023-12-23 18:19:15,918 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 9:17:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9219, loss_cls: 1.9549, loss: 1.9549 2023-12-23 18:19:41,190 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 9:17:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9269, loss_cls: 1.9094, loss: 1.9094 2023-12-23 18:20:06,641 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 9:16:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9313, loss_cls: 1.8557, loss: 1.8557 2023-12-23 18:20:32,257 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 9:16:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9256, loss_cls: 1.8829, loss: 1.8829 2023-12-23 18:20:57,680 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 9:15:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9213, loss_cls: 1.9119, loss: 1.9119 2023-12-23 18:21:23,366 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 9:15:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9269, loss_cls: 1.9355, loss: 1.9355 2023-12-23 18:21:48,758 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 9:14:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9287, loss_cls: 1.9030, loss: 1.9030 2023-12-23 18:22:14,575 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 9:14:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9144, loss_cls: 2.0160, loss: 2.0160 2023-12-23 18:22:40,871 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 9:13:36, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9250, loss_cls: 1.8540, loss: 1.8540 2023-12-23 18:22:42,820 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-23 18:27:08,218 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:27:08,814 - pyskl - INFO - top1_acc 0.5840 top5_acc 0.8672 2023-12-23 18:27:08,840 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.5840, top5_acc: 0.8672 2023-12-23 18:27:59,828 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 9:16:24, time: 0.510, data_time: 0.258, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9400, loss_cls: 1.7856, loss: 1.7856 2023-12-23 18:28:24,835 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 9:15:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9256, loss_cls: 1.8906, loss: 1.8906 2023-12-23 18:28:51,000 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 9:15:20, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9400, loss_cls: 1.8258, loss: 1.8258 2023-12-23 18:29:16,648 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 9:14:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9281, loss_cls: 1.8719, loss: 1.8719 2023-12-23 18:29:41,785 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 9:14:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9250, loss_cls: 1.8616, loss: 1.8616 2023-12-23 18:30:06,889 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 9:13:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9281, loss_cls: 1.8804, loss: 1.8804 2023-12-23 18:30:32,182 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 9:13:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9337, loss_cls: 1.8284, loss: 1.8284 2023-12-23 18:30:57,805 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 9:12:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9381, loss_cls: 1.7931, loss: 1.7931 2023-12-23 18:31:23,061 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 9:11:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9363, loss_cls: 1.7765, loss: 1.7765 2023-12-23 18:31:48,193 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 9:11:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9269, loss_cls: 1.9498, loss: 1.9498 2023-12-23 18:32:13,343 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 9:10:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9219, loss_cls: 1.9146, loss: 1.9146 2023-12-23 18:32:38,368 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 9:10:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9300, loss_cls: 1.8201, loss: 1.8201 2023-12-23 18:33:03,486 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 9:09:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9300, loss_cls: 1.7993, loss: 1.7993 2023-12-23 18:33:28,829 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 9:09:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 1.8758, loss: 1.8758 2023-12-23 18:33:53,861 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 9:08:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9219, loss_cls: 1.9400, loss: 1.9400 2023-12-23 18:34:19,208 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 9:07:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9356, loss_cls: 1.8207, loss: 1.8207 2023-12-23 18:34:44,173 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 9:07:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9325, loss_cls: 1.8360, loss: 1.8360 2023-12-23 18:35:09,175 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 9:06:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9281, loss_cls: 1.8691, loss: 1.8691 2023-12-23 18:35:35,461 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 9:06:14, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9319, loss_cls: 1.8962, loss: 1.8962 2023-12-23 18:36:01,872 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 9:05:49, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9294, loss_cls: 1.8680, loss: 1.8680 2023-12-23 18:36:27,975 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 9:05:22, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9169, loss_cls: 2.0078, loss: 2.0078 2023-12-23 18:36:53,226 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 9:04:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 1.7885, loss: 1.7885 2023-12-23 18:37:18,778 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 9:04:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9237, loss_cls: 1.9076, loss: 1.9076 2023-12-23 18:37:44,685 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 9:03:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9331, loss_cls: 1.8430, loss: 1.8430 2023-12-23 18:38:09,866 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 9:03:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9306, loss_cls: 1.8383, loss: 1.8383 2023-12-23 18:38:35,134 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 9:02:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9206, loss_cls: 1.9251, loss: 1.9251 2023-12-23 18:39:00,407 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 9:02:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9163, loss_cls: 2.0591, loss: 2.0591 2023-12-23 18:39:26,054 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 9:01:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9144, loss_cls: 1.9932, loss: 1.9932 2023-12-23 18:39:51,240 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 9:01:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9106, loss_cls: 1.9419, loss: 1.9419 2023-12-23 18:40:16,373 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 9:00:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9156, loss_cls: 1.9239, loss: 1.9239 2023-12-23 18:40:42,050 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 8:59:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9137, loss_cls: 1.9588, loss: 1.9588 2023-12-23 18:41:07,166 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 8:59:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9263, loss_cls: 1.8896, loss: 1.8896 2023-12-23 18:41:32,666 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 8:58:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9263, loss_cls: 1.8128, loss: 1.8128 2023-12-23 18:41:58,740 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 8:58:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9150, loss_cls: 1.9223, loss: 1.9223 2023-12-23 18:42:00,664 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-23 18:46:26,789 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:46:27,378 - pyskl - INFO - top1_acc 0.6275 top5_acc 0.8923 2023-12-23 18:46:27,403 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6275, top5_acc: 0.8923 2023-12-23 18:47:18,963 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 9:01:01, time: 0.516, data_time: 0.267, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9394, loss_cls: 1.8123, loss: 1.8123 2023-12-23 18:47:43,852 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 9:00:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9244, loss_cls: 1.8977, loss: 1.8977 2023-12-23 18:48:09,143 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 8:59:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9206, loss_cls: 1.8461, loss: 1.8461 2023-12-23 18:48:34,642 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 8:59:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9381, loss_cls: 1.7695, loss: 1.7695 2023-12-23 18:48:59,926 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 8:58:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9263, loss_cls: 1.8919, loss: 1.8919 2023-12-23 18:49:25,075 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 8:58:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9313, loss_cls: 1.8414, loss: 1.8414 2023-12-23 18:49:50,236 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 8:57:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9263, loss_cls: 1.8923, loss: 1.8923 2023-12-23 18:50:15,397 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 8:57:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9331, loss_cls: 1.7717, loss: 1.7717 2023-12-23 18:50:40,570 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 8:56:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9356, loss_cls: 1.7848, loss: 1.7848 2023-12-23 18:51:05,807 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 8:55:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9325, loss_cls: 1.8379, loss: 1.8379 2023-12-23 18:51:31,197 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 8:55:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9256, loss_cls: 1.8989, loss: 1.8989 2023-12-23 18:51:56,573 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 8:54:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9219, loss_cls: 1.8693, loss: 1.8693 2023-12-23 18:52:21,718 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 8:54:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 1.8117, loss: 1.8117 2023-12-23 18:52:46,640 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 8:53:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 1.9190, loss: 1.9190 2023-12-23 18:53:11,574 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 8:53:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9250, loss_cls: 1.9350, loss: 1.9350 2023-12-23 18:53:36,484 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 8:52:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9250, loss_cls: 1.8706, loss: 1.8706 2023-12-23 18:54:01,381 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 8:51:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9337, loss_cls: 1.8594, loss: 1.8594 2023-12-23 18:54:26,272 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 8:51:11, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 1.8188, loss: 1.8188 2023-12-23 18:54:51,463 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 8:50:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 1.8888, loss: 1.8888 2023-12-23 18:55:16,730 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 8:50:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 1.8403, loss: 1.8403 2023-12-23 18:55:41,951 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 8:49:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9350, loss_cls: 1.8971, loss: 1.8971 2023-12-23 18:56:07,336 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 8:48:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9106, loss_cls: 1.9420, loss: 1.9420 2023-12-23 18:56:32,611 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 8:48:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9169, loss_cls: 1.9222, loss: 1.9222 2023-12-23 18:56:58,389 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 8:47:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9275, loss_cls: 1.8781, loss: 1.8781 2023-12-23 18:57:23,545 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 8:47:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9263, loss_cls: 1.8711, loss: 1.8711 2023-12-23 18:57:48,863 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 8:46:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9194, loss_cls: 1.8811, loss: 1.8811 2023-12-23 18:58:14,120 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 8:46:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9250, loss_cls: 1.8395, loss: 1.8395 2023-12-23 18:58:39,568 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 8:45:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9275, loss_cls: 1.9233, loss: 1.9233 2023-12-23 18:59:04,786 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 8:45:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9231, loss_cls: 1.8980, loss: 1.8980 2023-12-23 18:59:30,133 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 8:44:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9275, loss_cls: 1.9357, loss: 1.9357 2023-12-23 18:59:55,878 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 8:44:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9244, loss_cls: 1.8308, loss: 1.8308 2023-12-23 19:00:21,269 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 8:43:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9331, loss_cls: 1.8545, loss: 1.8545 2023-12-23 19:00:47,271 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 8:43:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9275, loss_cls: 1.9013, loss: 1.9013 2023-12-23 19:01:13,066 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 8:42:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9131, loss_cls: 2.0205, loss: 2.0205 2023-12-23 19:01:15,053 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-23 19:05:43,127 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:05:43,731 - pyskl - INFO - top1_acc 0.6662 top5_acc 0.9043 2023-12-23 19:05:43,736 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_8.pth was removed 2023-12-23 19:05:43,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2023-12-23 19:05:43,981 - pyskl - INFO - Best top1_acc is 0.6662 at 18 epoch. 2023-12-23 19:05:44,007 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6662, top5_acc: 0.9043 2023-12-23 19:06:37,274 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 8:45:19, time: 0.533, data_time: 0.277, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9319, loss_cls: 1.8491, loss: 1.8491 2023-12-23 19:07:02,678 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 8:44:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9331, loss_cls: 1.8069, loss: 1.8069 2023-12-23 19:07:28,133 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 8:44:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9387, loss_cls: 1.8810, loss: 1.8810 2023-12-23 19:07:53,728 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 8:43:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 1.7717, loss: 1.7717 2023-12-23 19:08:19,193 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 8:43:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9431, loss_cls: 1.7594, loss: 1.7594 2023-12-23 19:08:44,568 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 8:42:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9313, loss_cls: 1.8981, loss: 1.8981 2023-12-23 19:09:09,911 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 8:42:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 1.8122, loss: 1.8122 2023-12-23 19:09:35,423 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 8:41:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9431, loss_cls: 1.8080, loss: 1.8080 2023-12-23 19:10:01,010 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 8:41:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 1.7393, loss: 1.7393 2023-12-23 19:10:26,282 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 8:40:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9294, loss_cls: 1.8067, loss: 1.8067 2023-12-23 19:10:51,589 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 8:39:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9194, loss_cls: 1.9623, loss: 1.9623 2023-12-23 19:11:16,965 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 8:39:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9337, loss_cls: 1.8631, loss: 1.8631 2023-12-23 19:11:42,288 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 8:38:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9344, loss_cls: 1.7925, loss: 1.7925 2023-12-23 19:12:07,721 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 8:38:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9206, loss_cls: 1.9709, loss: 1.9709 2023-12-23 19:12:33,317 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 8:37:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9163, loss_cls: 1.9509, loss: 1.9509 2023-12-23 19:12:58,644 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 8:37:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9425, loss_cls: 1.7804, loss: 1.7804 2023-12-23 19:13:24,088 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 8:36:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9163, loss_cls: 1.8901, loss: 1.8901 2023-12-23 19:13:49,490 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 8:36:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9287, loss_cls: 1.8273, loss: 1.8273 2023-12-23 19:14:14,853 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 8:35:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9363, loss_cls: 1.8127, loss: 1.8127 2023-12-23 19:14:40,235 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 8:35:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9350, loss_cls: 1.8501, loss: 1.8501 2023-12-23 19:15:05,523 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 8:34:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9250, loss_cls: 1.8646, loss: 1.8646 2023-12-23 19:15:30,824 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 8:34:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9181, loss_cls: 1.9026, loss: 1.9026 2023-12-23 19:15:56,417 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 8:33:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9237, loss_cls: 1.8776, loss: 1.8776 2023-12-23 19:16:22,227 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 8:33:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9213, loss_cls: 1.8657, loss: 1.8657 2023-12-23 19:16:48,060 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 8:32:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9294, loss_cls: 1.8421, loss: 1.8421 2023-12-23 19:17:13,986 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 8:32:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9356, loss_cls: 1.7953, loss: 1.7953 2023-12-23 19:17:39,667 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 8:31:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9181, loss_cls: 2.0115, loss: 2.0115 2023-12-23 19:18:05,668 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 8:31:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9313, loss_cls: 1.8291, loss: 1.8291 2023-12-23 19:18:31,235 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 8:30:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9363, loss_cls: 1.7650, loss: 1.7650 2023-12-23 19:18:57,012 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 8:30:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 1.7417, loss: 1.7417 2023-12-23 19:19:22,671 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 8:29:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9325, loss_cls: 1.8590, loss: 1.8590 2023-12-23 19:19:48,346 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 8:29:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9081, loss_cls: 1.9539, loss: 1.9539 2023-12-23 19:20:14,125 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 8:28:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9125, loss_cls: 1.9127, loss: 1.9127 2023-12-23 19:20:40,237 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 8:28:14, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 1.8316, loss: 1.8316 2023-12-23 19:20:42,340 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-23 19:25:08,711 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:25:09,411 - pyskl - INFO - top1_acc 0.6358 top5_acc 0.8990 2023-12-23 19:25:09,439 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6358, top5_acc: 0.8990 2023-12-23 19:26:02,836 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 8:30:45, time: 0.534, data_time: 0.281, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9456, loss_cls: 1.7042, loss: 1.7042 2023-12-23 19:26:28,369 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 8:30:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 1.6788, loss: 1.6788 2023-12-23 19:26:54,503 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 8:29:47, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9287, loss_cls: 1.8753, loss: 1.8753 2023-12-23 19:27:20,354 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 8:29:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9313, loss_cls: 1.8849, loss: 1.8849 2023-12-23 19:27:46,166 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 8:28:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9269, loss_cls: 1.9301, loss: 1.9301 2023-12-23 19:28:11,999 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 8:28:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9294, loss_cls: 1.8572, loss: 1.8572 2023-12-23 19:28:37,833 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 8:27:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9250, loss_cls: 1.8728, loss: 1.8728 2023-12-23 19:29:03,346 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 8:27:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9300, loss_cls: 1.8467, loss: 1.8467 2023-12-23 19:29:29,048 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 8:26:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9406, loss_cls: 1.7790, loss: 1.7790 2023-12-23 19:29:54,942 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 8:26:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 1.7600, loss: 1.7600 2023-12-23 19:30:20,891 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 8:25:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9325, loss_cls: 1.7909, loss: 1.7909 2023-12-23 19:30:46,456 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 8:25:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9256, loss_cls: 1.8386, loss: 1.8386 2023-12-23 19:31:12,143 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 8:24:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9300, loss_cls: 1.8479, loss: 1.8479 2023-12-23 19:31:37,733 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 8:24:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9406, loss_cls: 1.7523, loss: 1.7523 2023-12-23 19:32:03,515 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 8:23:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9306, loss_cls: 1.7996, loss: 1.7996 2023-12-23 19:32:29,116 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 8:23:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9269, loss_cls: 1.8431, loss: 1.8431 2023-12-23 19:32:54,899 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 8:22:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9169, loss_cls: 1.9336, loss: 1.9336 2023-12-23 19:33:20,441 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 8:22:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9106, loss_cls: 1.9894, loss: 1.9894 2023-12-23 19:33:45,934 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 8:21:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9300, loss_cls: 1.8382, loss: 1.8382 2023-12-23 19:34:11,493 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 8:21:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9213, loss_cls: 1.8574, loss: 1.8574 2023-12-23 19:34:36,970 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 8:20:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9231, loss_cls: 1.9014, loss: 1.9014 2023-12-23 19:35:02,710 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 8:20:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9237, loss_cls: 1.8452, loss: 1.8452 2023-12-23 19:35:28,698 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 8:19:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9344, loss_cls: 1.7413, loss: 1.7413 2023-12-23 19:35:54,452 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 8:19:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9200, loss_cls: 1.8537, loss: 1.8537 2023-12-23 19:36:20,235 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 8:18:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9269, loss_cls: 1.8462, loss: 1.8462 2023-12-23 19:36:46,069 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 8:18:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9294, loss_cls: 1.8146, loss: 1.8146 2023-12-23 19:37:11,957 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 8:17:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9350, loss_cls: 1.8962, loss: 1.8962 2023-12-23 19:37:37,506 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 8:17:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9206, loss_cls: 1.8863, loss: 1.8863 2023-12-23 19:38:02,858 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 8:16:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9231, loss_cls: 1.8714, loss: 1.8714 2023-12-23 19:38:28,134 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 8:16:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9237, loss_cls: 1.8651, loss: 1.8651 2023-12-23 19:38:53,427 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 8:15:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9250, loss_cls: 1.8001, loss: 1.8001 2023-12-23 19:39:18,931 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 8:15:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9387, loss_cls: 1.7709, loss: 1.7709 2023-12-23 19:39:44,507 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 8:14:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 1.7557, loss: 1.7557 2023-12-23 19:40:10,549 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 8:14:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9294, loss_cls: 1.7670, loss: 1.7670 2023-12-23 19:40:12,591 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-23 19:44:38,529 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:44:39,205 - pyskl - INFO - top1_acc 0.6760 top5_acc 0.9139 2023-12-23 19:44:39,210 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_18.pth was removed 2023-12-23 19:44:39,427 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2023-12-23 19:44:39,429 - pyskl - INFO - Best top1_acc is 0.6760 at 20 epoch. 2023-12-23 19:44:39,456 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.6760, top5_acc: 0.9139 2023-12-23 19:45:32,649 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 8:16:38, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 1.6939, loss: 1.6939 2023-12-23 19:45:58,120 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 8:16:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9381, loss_cls: 1.7453, loss: 1.7453 2023-12-23 19:46:23,795 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 8:15:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 1.7863, loss: 1.7863 2023-12-23 19:46:49,492 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 8:15:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9331, loss_cls: 1.7720, loss: 1.7720 2023-12-23 19:47:15,045 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 8:14:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9306, loss_cls: 1.7756, loss: 1.7756 2023-12-23 19:47:40,524 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 8:14:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 1.7454, loss: 1.7454 2023-12-23 19:48:05,897 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 8:13:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9313, loss_cls: 1.7698, loss: 1.7698 2023-12-23 19:48:31,308 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 8:13:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9300, loss_cls: 1.7705, loss: 1.7705 2023-12-23 19:48:56,771 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 8:12:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 1.8522, loss: 1.8522 2023-12-23 19:49:22,245 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 8:11:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9400, loss_cls: 1.7673, loss: 1.7673 2023-12-23 19:49:47,671 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 8:11:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9244, loss_cls: 1.8604, loss: 1.8604 2023-12-23 19:50:13,094 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 8:10:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9313, loss_cls: 1.7972, loss: 1.7972 2023-12-23 19:50:38,739 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 8:10:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9200, loss_cls: 2.0032, loss: 2.0032 2023-12-23 19:51:03,986 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 8:09:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9363, loss_cls: 1.7966, loss: 1.7966 2023-12-23 19:51:29,144 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 8:09:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 1.8206, loss: 1.8206 2023-12-23 19:51:54,311 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 8:08:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9313, loss_cls: 1.7794, loss: 1.7794 2023-12-23 19:52:19,470 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 8:08:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9269, loss_cls: 1.7839, loss: 1.7839 2023-12-23 19:52:44,641 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 8:07:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9263, loss_cls: 1.8335, loss: 1.8335 2023-12-23 19:53:09,794 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 8:07:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 1.8729, loss: 1.8729 2023-12-23 19:53:34,994 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 8:06:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9319, loss_cls: 1.7655, loss: 1.7655 2023-12-23 19:54:00,154 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 8:06:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9350, loss_cls: 1.7955, loss: 1.7955 2023-12-23 19:54:25,748 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 8:05:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9200, loss_cls: 1.8609, loss: 1.8609 2023-12-23 19:54:51,524 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 8:05:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9313, loss_cls: 1.7982, loss: 1.7982 2023-12-23 19:55:17,133 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 8:04:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9394, loss_cls: 1.7572, loss: 1.7572 2023-12-23 19:55:42,889 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 8:04:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 1.7660, loss: 1.7660 2023-12-23 19:56:08,574 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 8:03:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9237, loss_cls: 1.8848, loss: 1.8848 2023-12-23 19:56:34,262 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 8:03:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9206, loss_cls: 1.8254, loss: 1.8254 2023-12-23 19:56:59,996 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 8:02:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9294, loss_cls: 1.8815, loss: 1.8815 2023-12-23 19:57:25,546 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 8:02:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9200, loss_cls: 1.9287, loss: 1.9287 2023-12-23 19:57:51,119 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 8:01:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9281, loss_cls: 1.8423, loss: 1.8423 2023-12-23 19:58:16,961 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 8:01:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9263, loss_cls: 1.8520, loss: 1.8520 2023-12-23 19:58:42,914 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 8:00:38, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9313, loss_cls: 1.8422, loss: 1.8422 2023-12-23 19:59:08,653 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 8:00:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9225, loss_cls: 1.9023, loss: 1.9023 2023-12-23 19:59:34,948 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 7:59:43, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9363, loss_cls: 1.8215, loss: 1.8215 2023-12-23 19:59:37,061 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-23 20:04:03,702 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:04:04,309 - pyskl - INFO - top1_acc 0.6061 top5_acc 0.8730 2023-12-23 20:04:04,336 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6061, top5_acc: 0.8730 2023-12-23 20:04:57,603 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 8:01:53, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 1.7050, loss: 1.7050 2023-12-23 20:05:23,126 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 8:01:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 1.8149, loss: 1.8149 2023-12-23 20:05:48,897 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 8:00:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9281, loss_cls: 1.7714, loss: 1.7714 2023-12-23 20:06:14,489 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 8:00:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 1.6889, loss: 1.6889 2023-12-23 20:06:39,781 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 7:59:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9244, loss_cls: 1.8682, loss: 1.8682 2023-12-23 20:07:05,131 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 7:59:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9344, loss_cls: 1.7422, loss: 1.7422 2023-12-23 20:07:30,436 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 7:58:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9256, loss_cls: 1.8262, loss: 1.8262 2023-12-23 20:07:55,939 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 7:58:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9281, loss_cls: 1.8022, loss: 1.8022 2023-12-23 20:08:21,546 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 7:57:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9213, loss_cls: 1.8284, loss: 1.8284 2023-12-23 20:08:47,228 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 7:57:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9225, loss_cls: 1.8154, loss: 1.8154 2023-12-23 20:09:12,646 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 7:56:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9331, loss_cls: 1.8347, loss: 1.8347 2023-12-23 20:09:38,045 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 7:56:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 1.8189, loss: 1.8189 2023-12-23 20:10:03,679 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 7:55:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9256, loss_cls: 1.7552, loss: 1.7552 2023-12-23 20:10:29,237 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 7:55:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 1.7597, loss: 1.7597 2023-12-23 20:10:54,866 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 7:54:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9300, loss_cls: 1.7735, loss: 1.7735 2023-12-23 20:11:20,628 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 7:54:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 1.7569, loss: 1.7569 2023-12-23 20:11:46,162 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 7:53:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9300, loss_cls: 1.8160, loss: 1.8160 2023-12-23 20:12:11,647 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 7:53:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9250, loss_cls: 1.8040, loss: 1.8040 2023-12-23 20:12:37,221 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 7:52:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 1.7884, loss: 1.7884 2023-12-23 20:13:02,851 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 7:52:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 1.8233, loss: 1.8233 2023-12-23 20:13:28,316 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 7:51:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9300, loss_cls: 1.8113, loss: 1.8113 2023-12-23 20:13:53,997 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 7:51:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9294, loss_cls: 1.8159, loss: 1.8159 2023-12-23 20:14:19,842 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 7:50:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9213, loss_cls: 1.8213, loss: 1.8213 2023-12-23 20:14:45,760 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 7:50:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9181, loss_cls: 1.7920, loss: 1.7920 2023-12-23 20:15:11,238 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 7:49:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9337, loss_cls: 1.7662, loss: 1.7662 2023-12-23 20:15:37,081 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 7:49:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9475, loss_cls: 1.7098, loss: 1.7098 2023-12-23 20:16:02,532 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 7:48:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9281, loss_cls: 1.8507, loss: 1.8507 2023-12-23 20:16:27,581 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 7:48:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9206, loss_cls: 1.8452, loss: 1.8452 2023-12-23 20:16:52,613 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 7:47:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9325, loss_cls: 1.8012, loss: 1.8012 2023-12-23 20:17:17,627 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 7:47:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9325, loss_cls: 1.7611, loss: 1.7611 2023-12-23 20:17:42,680 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 7:46:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9350, loss_cls: 1.7982, loss: 1.7982 2023-12-23 20:18:08,274 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 7:46:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9387, loss_cls: 1.7681, loss: 1.7681 2023-12-23 20:18:34,178 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 7:45:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9350, loss_cls: 1.7867, loss: 1.7867 2023-12-23 20:19:00,434 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 7:45:08, time: 0.263, data_time: 0.001, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9225, loss_cls: 1.8129, loss: 1.8129 2023-12-23 20:19:02,438 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-23 20:23:29,432 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:23:30,043 - pyskl - INFO - top1_acc 0.6710 top5_acc 0.9155 2023-12-23 20:23:30,077 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6710, top5_acc: 0.9155 2023-12-23 20:24:23,555 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 7:47:11, time: 0.535, data_time: 0.282, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 1.7690, loss: 1.7690 2023-12-23 20:24:48,980 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 7:46:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9425, loss_cls: 1.6531, loss: 1.6531 2023-12-23 20:25:14,691 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 7:46:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 1.7422, loss: 1.7422 2023-12-23 20:25:40,305 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 7:45:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9419, loss_cls: 1.6632, loss: 1.6632 2023-12-23 20:26:05,936 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 7:45:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9263, loss_cls: 1.8474, loss: 1.8474 2023-12-23 20:26:31,519 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 7:44:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9425, loss_cls: 1.7824, loss: 1.7824 2023-12-23 20:26:56,969 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 7:44:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 1.8271, loss: 1.8271 2023-12-23 20:27:22,378 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 7:43:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9263, loss_cls: 1.8333, loss: 1.8333 2023-12-23 20:27:47,855 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 7:43:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9387, loss_cls: 1.7170, loss: 1.7170 2023-12-23 20:28:13,255 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 7:42:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9287, loss_cls: 1.8134, loss: 1.8134 2023-12-23 20:28:38,436 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 7:42:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 1.8088, loss: 1.8088 2023-12-23 20:29:03,625 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 7:41:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9231, loss_cls: 1.8198, loss: 1.8198 2023-12-23 20:29:28,776 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 7:41:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.7549, loss: 1.7549 2023-12-23 20:29:53,959 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 7:40:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9131, loss_cls: 1.8966, loss: 1.8966 2023-12-23 20:30:19,111 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 7:39:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9281, loss_cls: 1.7898, loss: 1.7898 2023-12-23 20:30:44,235 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 7:39:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 1.7959, loss: 1.7959 2023-12-23 20:31:09,414 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 7:38:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9169, loss_cls: 1.8632, loss: 1.8632 2023-12-23 20:31:34,540 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 7:38:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 1.7467, loss: 1.7467 2023-12-23 20:31:59,664 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 7:37:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 1.7092, loss: 1.7092 2023-12-23 20:32:24,817 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 7:37:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 1.8572, loss: 1.8572 2023-12-23 20:32:50,084 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 7:36:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9213, loss_cls: 1.8160, loss: 1.8160 2023-12-23 20:33:15,922 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 7:36:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 1.7573, loss: 1.7573 2023-12-23 20:33:41,501 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 7:35:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 1.7474, loss: 1.7474 2023-12-23 20:34:07,041 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 7:35:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9313, loss_cls: 1.8185, loss: 1.8185 2023-12-23 20:34:32,399 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 7:34:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9275, loss_cls: 1.8670, loss: 1.8670 2023-12-23 20:34:58,251 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 7:34:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9369, loss_cls: 1.8149, loss: 1.8149 2023-12-23 20:35:24,091 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 7:33:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9287, loss_cls: 1.8335, loss: 1.8335 2023-12-23 20:35:49,680 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 7:33:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9256, loss_cls: 1.8576, loss: 1.8576 2023-12-23 20:36:15,018 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 7:32:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 1.7793, loss: 1.7793 2023-12-23 20:36:40,199 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 7:32:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9256, loss_cls: 1.8671, loss: 1.8671 2023-12-23 20:37:05,564 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 7:31:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9425, loss_cls: 1.7697, loss: 1.7697 2023-12-23 20:37:31,083 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 7:31:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9281, loss_cls: 1.7746, loss: 1.7746 2023-12-23 20:37:56,725 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 7:30:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 1.8065, loss: 1.8065 2023-12-23 20:38:22,613 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 7:30:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9394, loss_cls: 1.8078, loss: 1.8078 2023-12-23 20:38:24,619 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-23 20:42:51,310 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:42:51,933 - pyskl - INFO - top1_acc 0.6314 top5_acc 0.8877 2023-12-23 20:42:51,964 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.6314, top5_acc: 0.8877 2023-12-23 20:43:45,276 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 7:32:07, time: 0.533, data_time: 0.280, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9419, loss_cls: 1.8038, loss: 1.8038 2023-12-23 20:44:10,589 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 7:31:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9244, loss_cls: 1.7967, loss: 1.7967 2023-12-23 20:44:36,435 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 7:31:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9363, loss_cls: 1.7854, loss: 1.7854 2023-12-23 20:45:01,957 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 7:30:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9350, loss_cls: 1.7319, loss: 1.7319 2023-12-23 20:45:27,619 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 7:30:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9256, loss_cls: 1.8260, loss: 1.8260 2023-12-23 20:45:52,854 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 7:29:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9425, loss_cls: 1.7797, loss: 1.7797 2023-12-23 20:46:18,020 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 7:29:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 1.7841, loss: 1.7841 2023-12-23 20:46:43,233 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 7:28:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 1.7941, loss: 1.7941 2023-12-23 20:47:08,414 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 7:27:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 1.6504, loss: 1.6504 2023-12-23 20:47:33,601 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 7:27:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 1.8201, loss: 1.8201 2023-12-23 20:47:58,769 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 7:26:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9294, loss_cls: 1.7765, loss: 1.7765 2023-12-23 20:48:23,932 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 7:26:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9219, loss_cls: 1.8307, loss: 1.8307 2023-12-23 20:48:49,184 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 7:25:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9300, loss_cls: 1.7732, loss: 1.7732 2023-12-23 20:49:14,611 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 7:25:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9331, loss_cls: 1.7402, loss: 1.7402 2023-12-23 20:49:39,920 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 7:24:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9300, loss_cls: 1.7881, loss: 1.7881 2023-12-23 20:50:05,149 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 7:24:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9300, loss_cls: 1.8140, loss: 1.8140 2023-12-23 20:50:30,556 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 7:23:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9337, loss_cls: 1.7803, loss: 1.7803 2023-12-23 20:50:56,260 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 7:23:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9313, loss_cls: 1.7536, loss: 1.7536 2023-12-23 20:51:21,621 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 7:22:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9356, loss_cls: 1.7444, loss: 1.7444 2023-12-23 20:51:47,000 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 7:22:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9400, loss_cls: 1.7235, loss: 1.7235 2023-12-23 20:52:12,513 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 7:21:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9463, loss_cls: 1.7607, loss: 1.7607 2023-12-23 20:52:38,343 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 7:21:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9363, loss_cls: 1.7309, loss: 1.7309 2023-12-23 20:53:03,951 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 7:20:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 1.7727, loss: 1.7727 2023-12-23 20:53:29,562 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 7:20:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 1.6705, loss: 1.6705 2023-12-23 20:53:55,049 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 7:19:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9425, loss_cls: 1.7118, loss: 1.7118 2023-12-23 20:54:20,787 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 7:19:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9306, loss_cls: 1.8660, loss: 1.8660 2023-12-23 20:54:46,434 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 7:18:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9250, loss_cls: 1.7669, loss: 1.7669 2023-12-23 20:55:12,266 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 7:18:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9306, loss_cls: 1.8196, loss: 1.8196 2023-12-23 20:55:38,125 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 7:17:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9406, loss_cls: 1.6920, loss: 1.6920 2023-12-23 20:56:03,893 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 7:17:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9194, loss_cls: 1.8364, loss: 1.8364 2023-12-23 20:56:29,625 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 7:16:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9269, loss_cls: 1.8126, loss: 1.8126 2023-12-23 20:56:55,345 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 7:16:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9394, loss_cls: 1.7417, loss: 1.7417 2023-12-23 20:57:21,220 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 7:15:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9263, loss_cls: 1.8720, loss: 1.8720 2023-12-23 20:57:46,592 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 7:15:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9331, loss_cls: 1.7470, loss: 1.7470 2023-12-23 20:57:48,552 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-23 21:02:13,805 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:02:14,413 - pyskl - INFO - top1_acc 0.6173 top5_acc 0.8815 2023-12-23 21:02:14,439 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.6173, top5_acc: 0.8815 2023-12-23 21:03:07,576 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 7:17:14, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 1.7088, loss: 1.7088 2023-12-23 21:03:32,949 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 7:16:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9369, loss_cls: 1.7586, loss: 1.7586 2023-12-23 21:03:58,660 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 7:16:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9363, loss_cls: 1.6825, loss: 1.6825 2023-12-23 21:04:24,102 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 7:15:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9413, loss_cls: 1.7053, loss: 1.7053 2023-12-23 21:04:49,322 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 7:15:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9363, loss_cls: 1.7487, loss: 1.7487 2023-12-23 21:05:14,705 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 7:14:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9300, loss_cls: 1.7340, loss: 1.7340 2023-12-23 21:05:39,976 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 7:14:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9263, loss_cls: 1.7795, loss: 1.7795 2023-12-23 21:06:05,298 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 7:13:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9287, loss_cls: 1.7719, loss: 1.7719 2023-12-23 21:06:30,835 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 7:13:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9325, loss_cls: 1.8090, loss: 1.8090 2023-12-23 21:06:56,277 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 7:12:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 1.7295, loss: 1.7295 2023-12-23 21:07:21,689 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 7:12:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 1.6663, loss: 1.6663 2023-12-23 21:07:47,077 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 7:11:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9256, loss_cls: 1.8294, loss: 1.8294 2023-12-23 21:08:12,730 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 7:11:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9231, loss_cls: 1.7742, loss: 1.7742 2023-12-23 21:08:38,366 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 7:10:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9263, loss_cls: 1.8023, loss: 1.8023 2023-12-23 21:09:03,651 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 7:10:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9363, loss_cls: 1.8771, loss: 1.8771 2023-12-23 21:09:28,871 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 7:09:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9281, loss_cls: 1.8304, loss: 1.8304 2023-12-23 21:09:54,162 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 7:09:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 1.7099, loss: 1.7099 2023-12-23 21:10:19,401 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 7:08:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9369, loss_cls: 1.7151, loss: 1.7151 2023-12-23 21:10:44,841 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 7:08:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9263, loss_cls: 1.8208, loss: 1.8208 2023-12-23 21:11:10,063 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 7:07:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9425, loss_cls: 1.7355, loss: 1.7355 2023-12-23 21:11:35,522 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 7:07:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9275, loss_cls: 1.8505, loss: 1.8505 2023-12-23 21:12:01,083 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 7:06:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 1.7911, loss: 1.7911 2023-12-23 21:12:26,621 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 7:06:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9425, loss_cls: 1.7224, loss: 1.7224 2023-12-23 21:12:52,186 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 7:05:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9344, loss_cls: 1.8201, loss: 1.8201 2023-12-23 21:13:17,895 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 7:05:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9187, loss_cls: 1.7646, loss: 1.7646 2023-12-23 21:13:43,600 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 7:04:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 1.7646, loss: 1.7646 2023-12-23 21:14:09,302 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 7:04:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9369, loss_cls: 1.7689, loss: 1.7689 2023-12-23 21:14:34,892 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 7:03:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9256, loss_cls: 1.8212, loss: 1.8212 2023-12-23 21:15:00,374 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 7:03:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9431, loss_cls: 1.6657, loss: 1.6657 2023-12-23 21:15:25,897 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 7:02:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9369, loss_cls: 1.6551, loss: 1.6551 2023-12-23 21:15:51,522 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 7:02:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 1.8134, loss: 1.8134 2023-12-23 21:16:17,369 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 7:01:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9263, loss_cls: 1.9227, loss: 1.9227 2023-12-23 21:16:43,149 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 7:01:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9313, loss_cls: 1.7901, loss: 1.7901 2023-12-23 21:17:08,490 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 7:00:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9331, loss_cls: 1.7762, loss: 1.7762 2023-12-23 21:17:10,499 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-23 21:21:35,756 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:21:36,361 - pyskl - INFO - top1_acc 0.6462 top5_acc 0.9019 2023-12-23 21:21:36,387 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.6462, top5_acc: 0.9019 2023-12-23 21:22:29,406 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 7:02:19, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 1.7650, loss: 1.7650 2023-12-23 21:22:54,980 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 7:01:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 1.6560, loss: 1.6560 2023-12-23 21:23:20,578 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 7:01:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9425, loss_cls: 1.6886, loss: 1.6886 2023-12-23 21:23:46,101 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 7:00:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 1.7223, loss: 1.7223 2023-12-23 21:24:11,457 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 7:00:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 1.7922, loss: 1.7922 2023-12-23 21:24:36,744 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 6:59:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9275, loss_cls: 1.7780, loss: 1.7780 2023-12-23 21:25:02,211 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 6:59:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.7468, loss: 1.7468 2023-12-23 21:25:27,514 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 6:58:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9263, loss_cls: 1.7651, loss: 1.7651 2023-12-23 21:25:52,817 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 6:58:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 1.7143, loss: 1.7143 2023-12-23 21:26:18,179 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 6:57:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 1.8012, loss: 1.8012 2023-12-23 21:26:43,624 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 6:57:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9300, loss_cls: 1.8108, loss: 1.8108 2023-12-23 21:27:08,851 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 6:56:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9413, loss_cls: 1.6764, loss: 1.6764 2023-12-23 21:27:34,402 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 6:56:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9281, loss_cls: 1.8152, loss: 1.8152 2023-12-23 21:27:59,836 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 6:55:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9506, loss_cls: 1.6528, loss: 1.6528 2023-12-23 21:28:25,306 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 6:55:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 1.6649, loss: 1.6649 2023-12-23 21:28:50,763 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 6:54:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9200, loss_cls: 1.8814, loss: 1.8814 2023-12-23 21:29:15,922 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 6:54:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9337, loss_cls: 1.7882, loss: 1.7882 2023-12-23 21:29:41,060 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 6:53:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9350, loss_cls: 1.7015, loss: 1.7015 2023-12-23 21:30:06,241 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 6:53:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9325, loss_cls: 1.7797, loss: 1.7797 2023-12-23 21:30:31,414 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 6:52:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9213, loss_cls: 1.8207, loss: 1.8207 2023-12-23 21:30:57,093 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 6:52:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 1.7057, loss: 1.7057 2023-12-23 21:31:22,750 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 6:51:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 1.7662, loss: 1.7662 2023-12-23 21:31:48,327 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 6:51:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9219, loss_cls: 1.7712, loss: 1.7712 2023-12-23 21:32:13,873 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 6:50:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 1.6840, loss: 1.6840 2023-12-23 21:32:39,416 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 6:50:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 1.6491, loss: 1.6491 2023-12-23 21:33:05,301 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 6:49:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9275, loss_cls: 1.7774, loss: 1.7774 2023-12-23 21:33:30,813 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 6:49:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9356, loss_cls: 1.7804, loss: 1.7804 2023-12-23 21:33:56,613 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 6:48:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9281, loss_cls: 1.7696, loss: 1.7696 2023-12-23 21:34:22,381 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 6:48:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9237, loss_cls: 1.7732, loss: 1.7732 2023-12-23 21:34:47,942 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 6:47:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.6474, loss: 1.6474 2023-12-23 21:35:13,678 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 6:47:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9400, loss_cls: 1.6844, loss: 1.6844 2023-12-23 21:35:39,327 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 6:46:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 1.7652, loss: 1.7652 2023-12-23 21:36:05,078 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 6:46:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 1.7113, loss: 1.7113 2023-12-23 21:36:30,916 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 6:45:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9294, loss_cls: 1.7353, loss: 1.7353 2023-12-23 21:36:32,896 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-23 21:40:58,706 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:40:59,324 - pyskl - INFO - top1_acc 0.6009 top5_acc 0.8767 2023-12-23 21:40:59,353 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.6009, top5_acc: 0.8767 2023-12-23 21:41:52,504 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 6:47:27, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 1.7014, loss: 1.7014 2023-12-23 21:42:17,996 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 6:46:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 1.6422, loss: 1.6422 2023-12-23 21:42:43,660 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 6:46:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9306, loss_cls: 1.7483, loss: 1.7483 2023-12-23 21:43:09,095 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 6:45:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 1.6543, loss: 1.6543 2023-12-23 21:43:34,386 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 6:45:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9444, loss_cls: 1.6847, loss: 1.6847 2023-12-23 21:43:59,668 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 6:44:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9263, loss_cls: 1.7684, loss: 1.7684 2023-12-23 21:44:25,158 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 6:44:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.6987, loss: 1.6987 2023-12-23 21:44:50,727 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 6:43:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 1.7334, loss: 1.7334 2023-12-23 21:45:16,163 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 6:43:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 1.6750, loss: 1.6750 2023-12-23 21:45:41,633 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 6:42:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9444, loss_cls: 1.6645, loss: 1.6645 2023-12-23 21:46:07,007 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 6:42:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9287, loss_cls: 1.7699, loss: 1.7699 2023-12-23 21:46:32,534 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 6:41:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9344, loss_cls: 1.6884, loss: 1.6884 2023-12-23 21:46:57,990 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 6:41:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9281, loss_cls: 1.7724, loss: 1.7724 2023-12-23 21:47:23,453 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 6:40:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9244, loss_cls: 1.8603, loss: 1.8603 2023-12-23 21:47:48,910 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 6:40:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9263, loss_cls: 1.7879, loss: 1.7879 2023-12-23 21:48:14,404 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 6:39:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9294, loss_cls: 1.7830, loss: 1.7830 2023-12-23 21:48:39,822 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 6:39:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 1.7163, loss: 1.7163 2023-12-23 21:49:05,209 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 6:38:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9300, loss_cls: 1.8224, loss: 1.8224 2023-12-23 21:49:30,565 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 6:38:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9375, loss_cls: 1.7238, loss: 1.7238 2023-12-23 21:49:56,016 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 6:37:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9306, loss_cls: 1.7573, loss: 1.7573 2023-12-23 21:50:21,736 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 6:37:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9344, loss_cls: 1.6719, loss: 1.6719 2023-12-23 21:50:47,300 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 6:36:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9306, loss_cls: 1.6932, loss: 1.6932 2023-12-23 21:51:13,017 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 6:36:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9263, loss_cls: 1.8774, loss: 1.8774 2023-12-23 21:51:38,676 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 6:36:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 1.6698, loss: 1.6698 2023-12-23 21:52:04,564 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 6:35:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9344, loss_cls: 1.8142, loss: 1.8142 2023-12-23 21:52:30,365 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 6:35:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9250, loss_cls: 1.8516, loss: 1.8516 2023-12-23 21:52:56,223 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 6:34:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9294, loss_cls: 1.7396, loss: 1.7396 2023-12-23 21:53:21,895 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 6:34:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 1.7603, loss: 1.7603 2023-12-23 21:53:47,564 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 6:33:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9256, loss_cls: 1.7860, loss: 1.7860 2023-12-23 21:54:13,330 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 6:33:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9463, loss_cls: 1.7040, loss: 1.7040 2023-12-23 21:54:39,244 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 6:32:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 1.7210, loss: 1.7210 2023-12-23 21:55:04,735 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 6:32:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9431, loss_cls: 1.7717, loss: 1.7717 2023-12-23 21:55:30,376 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 6:31:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 1.8128, loss: 1.8128 2023-12-23 21:55:55,959 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 6:31:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9337, loss_cls: 1.7823, loss: 1.7823 2023-12-23 21:55:57,983 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-23 22:00:23,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:00:23,636 - pyskl - INFO - top1_acc 0.6881 top5_acc 0.9252 2023-12-23 22:00:23,640 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_20.pth was removed 2023-12-23 22:00:23,853 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2023-12-23 22:00:23,855 - pyskl - INFO - Best top1_acc is 0.6881 at 27 epoch. 2023-12-23 22:00:23,880 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6881, top5_acc: 0.9252 2023-12-23 22:01:16,479 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 6:32:42, time: 0.526, data_time: 0.270, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 1.6371, loss: 1.6371 2023-12-23 22:01:41,658 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 6:32:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9487, loss_cls: 1.6147, loss: 1.6147 2023-12-23 22:02:07,418 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 6:31:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9463, loss_cls: 1.6537, loss: 1.6537 2023-12-23 22:02:32,920 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 6:31:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9463, loss_cls: 1.7174, loss: 1.7174 2023-12-23 22:02:58,270 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 6:30:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9425, loss_cls: 1.6528, loss: 1.6528 2023-12-23 22:03:23,921 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 6:30:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9281, loss_cls: 1.7696, loss: 1.7696 2023-12-23 22:03:49,265 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 6:29:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 1.6769, loss: 1.6769 2023-12-23 22:04:14,566 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 6:29:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9313, loss_cls: 1.7562, loss: 1.7562 2023-12-23 22:04:39,868 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 6:28:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9294, loss_cls: 1.7879, loss: 1.7879 2023-12-23 22:05:05,486 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 6:28:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.7472, loss: 1.7472 2023-12-23 22:05:31,100 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 6:27:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9219, loss_cls: 1.8248, loss: 1.8248 2023-12-23 22:05:56,610 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 6:27:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 1.7620, loss: 1.7620 2023-12-23 22:06:21,859 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 6:26:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9387, loss_cls: 1.7509, loss: 1.7509 2023-12-23 22:06:47,102 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 6:26:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9275, loss_cls: 1.7733, loss: 1.7733 2023-12-23 22:07:12,354 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 6:25:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9275, loss_cls: 1.8244, loss: 1.8244 2023-12-23 22:07:37,733 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 6:25:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9287, loss_cls: 1.7629, loss: 1.7629 2023-12-23 22:08:02,925 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 6:24:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9413, loss_cls: 1.7107, loss: 1.7107 2023-12-23 22:08:28,041 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 6:24:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9287, loss_cls: 1.7409, loss: 1.7409 2023-12-23 22:08:53,174 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 6:23:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 1.6759, loss: 1.6759 2023-12-23 22:09:18,642 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 6:23:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9369, loss_cls: 1.7148, loss: 1.7148 2023-12-23 22:09:44,297 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 6:22:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 1.6588, loss: 1.6588 2023-12-23 22:10:09,877 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 6:22:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 1.6644, loss: 1.6644 2023-12-23 22:10:35,524 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 6:21:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 1.6645, loss: 1.6645 2023-12-23 22:11:00,827 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 6:21:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9406, loss_cls: 1.7808, loss: 1.7808 2023-12-23 22:11:26,819 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 6:20:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9356, loss_cls: 1.7641, loss: 1.7641 2023-12-23 22:11:52,584 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 6:20:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9387, loss_cls: 1.7103, loss: 1.7103 2023-12-23 22:12:18,334 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 6:19:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9344, loss_cls: 1.7769, loss: 1.7769 2023-12-23 22:12:44,377 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 6:19:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 1.7377, loss: 1.7377 2023-12-23 22:13:10,111 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 6:18:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9344, loss_cls: 1.7519, loss: 1.7519 2023-12-23 22:13:35,788 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 6:18:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9331, loss_cls: 1.7434, loss: 1.7434 2023-12-23 22:14:01,605 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 6:17:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 1.7367, loss: 1.7367 2023-12-23 22:14:27,180 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 6:17:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 1.6150, loss: 1.6150 2023-12-23 22:14:52,935 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 6:16:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9250, loss_cls: 1.8387, loss: 1.8387 2023-12-23 22:15:18,626 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 6:16:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9419, loss_cls: 1.6978, loss: 1.6978 2023-12-23 22:15:20,638 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-23 22:19:45,725 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:19:46,326 - pyskl - INFO - top1_acc 0.6513 top5_acc 0.9067 2023-12-23 22:19:46,353 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.6513, top5_acc: 0.9067 2023-12-23 22:20:38,670 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 6:17:48, time: 0.523, data_time: 0.269, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9556, loss_cls: 1.5544, loss: 1.5544 2023-12-23 22:21:04,082 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 6:17:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 1.7005, loss: 1.7005 2023-12-23 22:21:29,767 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 6:16:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9369, loss_cls: 1.6716, loss: 1.6716 2023-12-23 22:21:55,141 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 6:16:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9406, loss_cls: 1.6700, loss: 1.6700 2023-12-23 22:22:20,357 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 6:15:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 1.6532, loss: 1.6532 2023-12-23 22:22:45,645 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 6:15:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9294, loss_cls: 1.7806, loss: 1.7806 2023-12-23 22:23:11,235 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 6:14:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9300, loss_cls: 1.7858, loss: 1.7858 2023-12-23 22:23:36,772 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 6:14:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9363, loss_cls: 1.7240, loss: 1.7240 2023-12-23 22:24:02,342 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 6:13:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9375, loss_cls: 1.6732, loss: 1.6732 2023-12-23 22:24:27,588 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 6:13:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9313, loss_cls: 1.6267, loss: 1.6267 2023-12-23 22:24:52,999 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 6:12:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9406, loss_cls: 1.6485, loss: 1.6485 2023-12-23 22:25:18,208 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 6:12:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9350, loss_cls: 1.6973, loss: 1.6973 2023-12-23 22:25:43,312 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 6:11:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 1.7315, loss: 1.7315 2023-12-23 22:26:08,426 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 6:11:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.7382, loss: 1.7382 2023-12-23 22:26:33,565 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 6:10:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 1.7649, loss: 1.7649 2023-12-23 22:26:58,665 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 6:10:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9363, loss_cls: 1.7390, loss: 1.7390 2023-12-23 22:27:23,804 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 6:09:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9363, loss_cls: 1.6680, loss: 1.6680 2023-12-23 22:27:48,923 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 6:09:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9400, loss_cls: 1.7178, loss: 1.7178 2023-12-23 22:28:14,098 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 6:08:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 1.6826, loss: 1.6826 2023-12-23 22:28:39,655 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 6:08:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9237, loss_cls: 1.8412, loss: 1.8412 2023-12-23 22:29:05,221 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 6:07:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9356, loss_cls: 1.7949, loss: 1.7949 2023-12-23 22:29:30,419 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 6:07:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9356, loss_cls: 1.6153, loss: 1.6153 2023-12-23 22:29:55,605 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 6:06:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 1.6898, loss: 1.6898 2023-12-23 22:30:20,875 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 6:06:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9381, loss_cls: 1.6935, loss: 1.6935 2023-12-23 22:30:46,710 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 6:05:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 1.7258, loss: 1.7258 2023-12-23 22:31:12,079 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 6:05:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9337, loss_cls: 1.7163, loss: 1.7163 2023-12-23 22:31:37,276 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 6:04:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9256, loss_cls: 1.7239, loss: 1.7239 2023-12-23 22:32:02,499 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 6:04:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9319, loss_cls: 1.7249, loss: 1.7249 2023-12-23 22:32:27,718 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 6:03:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 1.7482, loss: 1.7482 2023-12-23 22:32:53,310 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 6:03:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9287, loss_cls: 1.8586, loss: 1.8586 2023-12-23 22:33:18,927 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 6:02:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9325, loss_cls: 1.7269, loss: 1.7269 2023-12-23 22:33:44,583 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 6:02:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9337, loss_cls: 1.7164, loss: 1.7164 2023-12-23 22:34:10,178 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 6:01:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 1.7314, loss: 1.7314 2023-12-23 22:34:35,687 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 6:01:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9387, loss_cls: 1.6708, loss: 1.6708 2023-12-23 22:34:37,818 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-23 22:39:02,949 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:39:03,573 - pyskl - INFO - top1_acc 0.6876 top5_acc 0.9205 2023-12-23 22:39:03,600 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6876, top5_acc: 0.9205 2023-12-23 22:39:56,150 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 6:02:35, time: 0.525, data_time: 0.271, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 1.6236, loss: 1.6236 2023-12-23 22:40:22,059 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 6:02:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 1.6782, loss: 1.6782 2023-12-23 22:40:47,887 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 6:01:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9369, loss_cls: 1.7555, loss: 1.7555 2023-12-23 22:41:13,401 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 6:01:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9463, loss_cls: 1.6071, loss: 1.6071 2023-12-23 22:41:38,666 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 6:00:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 1.7301, loss: 1.7301 2023-12-23 22:42:03,821 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 6:00:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 1.7346, loss: 1.7346 2023-12-23 22:42:28,983 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 5:59:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 1.7322, loss: 1.7322 2023-12-23 22:42:54,167 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 5:59:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 1.6923, loss: 1.6923 2023-12-23 22:43:19,327 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 5:58:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9306, loss_cls: 1.7075, loss: 1.7075 2023-12-23 22:43:44,487 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 5:58:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9381, loss_cls: 1.7290, loss: 1.7290 2023-12-23 22:44:09,662 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 5:57:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9331, loss_cls: 1.7790, loss: 1.7790 2023-12-23 22:44:34,830 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 5:57:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9344, loss_cls: 1.7304, loss: 1.7304 2023-12-23 22:44:59,982 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 5:56:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9487, loss_cls: 1.5884, loss: 1.5884 2023-12-23 22:45:25,169 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 5:56:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 1.5853, loss: 1.5853 2023-12-23 22:45:50,331 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 5:55:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9356, loss_cls: 1.6559, loss: 1.6559 2023-12-23 22:46:15,505 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 5:55:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 1.7132, loss: 1.7132 2023-12-23 22:46:40,672 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 5:54:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9356, loss_cls: 1.7310, loss: 1.7310 2023-12-23 22:47:05,833 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 5:54:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9250, loss_cls: 1.8087, loss: 1.8087 2023-12-23 22:47:31,019 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 5:53:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 1.6697, loss: 1.6697 2023-12-23 22:47:56,599 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 5:53:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 1.7196, loss: 1.7196 2023-12-23 22:48:22,158 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 5:52:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9325, loss_cls: 1.6969, loss: 1.6969 2023-12-23 22:48:47,701 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 5:52:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9106, loss_cls: 1.8126, loss: 1.8126 2023-12-23 22:49:13,315 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 5:51:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9537, loss_cls: 1.5790, loss: 1.5790 2023-12-23 22:49:38,840 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 5:51:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9275, loss_cls: 1.7888, loss: 1.7888 2023-12-23 22:50:04,699 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 5:50:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9344, loss_cls: 1.7133, loss: 1.7133 2023-12-23 22:50:30,432 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 5:50:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 1.6287, loss: 1.6287 2023-12-23 22:50:55,731 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 5:49:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9356, loss_cls: 1.7163, loss: 1.7163 2023-12-23 22:51:21,053 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 5:49:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9481, loss_cls: 1.6943, loss: 1.6943 2023-12-23 22:51:46,900 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 5:48:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 1.6983, loss: 1.6983 2023-12-23 22:52:12,689 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 5:48:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 1.6962, loss: 1.6962 2023-12-23 22:52:38,223 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 5:47:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9294, loss_cls: 1.7131, loss: 1.7131 2023-12-23 22:53:03,926 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 5:47:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 1.7531, loss: 1.7531 2023-12-23 22:53:29,454 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 5:46:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9294, loss_cls: 1.7208, loss: 1.7208 2023-12-23 22:53:55,014 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 5:46:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9269, loss_cls: 1.6709, loss: 1.6709 2023-12-23 22:53:56,934 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-23 22:58:22,632 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:58:23,294 - pyskl - INFO - top1_acc 0.6416 top5_acc 0.9012 2023-12-23 22:58:23,323 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6416, top5_acc: 0.9012 2023-12-23 22:59:16,754 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 5:47:33, time: 0.534, data_time: 0.280, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9494, loss_cls: 1.5854, loss: 1.5854 2023-12-23 22:59:42,478 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 5:47:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 1.6619, loss: 1.6619 2023-12-23 23:00:08,064 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 5:46:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9381, loss_cls: 1.6795, loss: 1.6795 2023-12-23 23:00:33,465 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 5:46:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 1.5987, loss: 1.5987 2023-12-23 23:00:58,798 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 5:45:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 1.6549, loss: 1.6549 2023-12-23 23:01:24,004 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 5:45:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 1.6831, loss: 1.6831 2023-12-23 23:01:49,562 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 5:44:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9313, loss_cls: 1.6981, loss: 1.6981 2023-12-23 23:02:15,257 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 5:44:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9413, loss_cls: 1.6713, loss: 1.6713 2023-12-23 23:02:40,830 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 5:43:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9337, loss_cls: 1.7637, loss: 1.7637 2023-12-23 23:03:06,276 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 5:43:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9469, loss_cls: 1.6554, loss: 1.6554 2023-12-23 23:03:31,980 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 5:42:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9319, loss_cls: 1.7691, loss: 1.7691 2023-12-23 23:03:57,521 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 5:42:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9463, loss_cls: 1.6847, loss: 1.6847 2023-12-23 23:04:23,002 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 5:41:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 1.6716, loss: 1.6716 2023-12-23 23:04:48,710 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 5:41:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9281, loss_cls: 1.7184, loss: 1.7184 2023-12-23 23:05:14,078 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 5:40:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9319, loss_cls: 1.7252, loss: 1.7252 2023-12-23 23:05:39,612 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 5:40:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9425, loss_cls: 1.6536, loss: 1.6536 2023-12-23 23:06:05,287 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 5:39:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9200, loss_cls: 1.7882, loss: 1.7882 2023-12-23 23:06:30,932 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 5:39:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 1.6566, loss: 1.6566 2023-12-23 23:06:56,550 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 5:38:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 1.6052, loss: 1.6052 2023-12-23 23:07:22,425 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 5:38:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9300, loss_cls: 1.7754, loss: 1.7754 2023-12-23 23:07:48,276 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 5:37:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 1.6886, loss: 1.6886 2023-12-23 23:08:14,198 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 5:37:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 1.6561, loss: 1.6561 2023-12-23 23:08:40,190 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 5:37:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 1.6778, loss: 1.6778 2023-12-23 23:09:05,752 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 5:36:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9387, loss_cls: 1.6590, loss: 1.6590 2023-12-23 23:09:31,491 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 5:36:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 1.7320, loss: 1.7320 2023-12-23 23:09:57,181 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 5:35:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9313, loss_cls: 1.6888, loss: 1.6888 2023-12-23 23:10:22,694 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 5:35:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9287, loss_cls: 1.7460, loss: 1.7460 2023-12-23 23:10:48,208 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 5:34:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9363, loss_cls: 1.7610, loss: 1.7610 2023-12-23 23:11:13,444 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 5:34:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9325, loss_cls: 1.7047, loss: 1.7047 2023-12-23 23:11:39,201 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 5:33:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 1.6973, loss: 1.6973 2023-12-23 23:12:04,678 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 5:33:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 1.6807, loss: 1.6807 2023-12-23 23:12:30,139 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 5:32:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9475, loss_cls: 1.6250, loss: 1.6250 2023-12-23 23:12:55,822 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 5:32:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 1.6519, loss: 1.6519 2023-12-23 23:13:21,594 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 5:31:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 1.7106, loss: 1.7106 2023-12-23 23:13:23,546 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-23 23:17:50,287 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:17:50,899 - pyskl - INFO - top1_acc 0.6679 top5_acc 0.9119 2023-12-23 23:17:50,926 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.6679, top5_acc: 0.9119 2023-12-23 23:18:44,061 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 5:32:54, time: 0.531, data_time: 0.279, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9406, loss_cls: 1.6270, loss: 1.6270 2023-12-23 23:19:09,485 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 5:32:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9400, loss_cls: 1.6893, loss: 1.6893 2023-12-23 23:19:35,170 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 5:31:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 1.6166, loss: 1.6166 2023-12-23 23:20:00,948 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 5:31:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 1.5746, loss: 1.5746 2023-12-23 23:20:26,205 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 5:30:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 1.6326, loss: 1.6326 2023-12-23 23:20:51,324 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 5:30:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9275, loss_cls: 1.6794, loss: 1.6794 2023-12-23 23:21:16,538 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 5:29:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9394, loss_cls: 1.6714, loss: 1.6714 2023-12-23 23:21:41,993 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 5:29:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 1.6412, loss: 1.6412 2023-12-23 23:22:07,382 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 5:28:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 1.6487, loss: 1.6487 2023-12-23 23:22:32,816 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 5:28:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 1.5720, loss: 1.5720 2023-12-23 23:22:58,034 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 5:27:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 1.7215, loss: 1.7215 2023-12-23 23:23:23,361 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 5:27:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9325, loss_cls: 1.7455, loss: 1.7455 2023-12-23 23:23:48,813 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 5:27:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 1.6709, loss: 1.6709 2023-12-23 23:24:14,290 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 5:26:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 1.7573, loss: 1.7573 2023-12-23 23:24:39,747 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 5:26:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 1.6251, loss: 1.6251 2023-12-23 23:25:05,340 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 5:25:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9469, loss_cls: 1.6405, loss: 1.6405 2023-12-23 23:25:30,728 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 5:25:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9275, loss_cls: 1.7409, loss: 1.7409 2023-12-23 23:25:56,139 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 5:24:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 1.6913, loss: 1.6913 2023-12-23 23:26:21,607 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 5:24:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9437, loss_cls: 1.6764, loss: 1.6764 2023-12-23 23:26:47,134 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 5:23:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9375, loss_cls: 1.7249, loss: 1.7249 2023-12-23 23:27:12,753 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 5:23:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 1.6566, loss: 1.6566 2023-12-23 23:27:38,547 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 5:22:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9350, loss_cls: 1.6582, loss: 1.6582 2023-12-23 23:28:04,658 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 5:22:13, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9331, loss_cls: 1.7586, loss: 1.7586 2023-12-23 23:28:30,517 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 5:21:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9394, loss_cls: 1.6826, loss: 1.6826 2023-12-23 23:28:56,445 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 5:21:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 1.7442, loss: 1.7442 2023-12-23 23:29:22,070 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 5:20:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 1.7276, loss: 1.7276 2023-12-23 23:29:47,761 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 5:20:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9450, loss_cls: 1.6515, loss: 1.6515 2023-12-23 23:30:12,959 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 5:19:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.6357, loss: 1.6357 2023-12-23 23:30:38,147 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 5:19:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 1.7318, loss: 1.7318 2023-12-23 23:31:03,609 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 5:18:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9256, loss_cls: 1.7722, loss: 1.7722 2023-12-23 23:31:29,184 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 5:18:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9375, loss_cls: 1.7618, loss: 1.7618 2023-12-23 23:31:54,808 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 5:17:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 1.7638, loss: 1.7638 2023-12-23 23:32:20,660 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 5:17:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9281, loss_cls: 1.7592, loss: 1.7592 2023-12-23 23:32:46,278 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 5:16:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9281, loss_cls: 1.7617, loss: 1.7617 2023-12-23 23:32:48,254 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-23 23:37:13,589 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:37:14,210 - pyskl - INFO - top1_acc 0.6908 top5_acc 0.9282 2023-12-23 23:37:14,215 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_27.pth was removed 2023-12-23 23:37:14,426 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2023-12-23 23:37:14,428 - pyskl - INFO - Best top1_acc is 0.6908 at 32 epoch. 2023-12-23 23:37:14,455 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.6908, top5_acc: 0.9282 2023-12-23 23:38:07,300 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 5:18:04, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 1.6460, loss: 1.6460 2023-12-23 23:38:32,853 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 5:17:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 1.6305, loss: 1.6305 2023-12-23 23:38:58,389 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 5:17:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.6374, loss: 1.6374 2023-12-23 23:39:24,073 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 5:16:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 1.6310, loss: 1.6310 2023-12-23 23:39:49,502 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 5:16:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9375, loss_cls: 1.6970, loss: 1.6970 2023-12-23 23:40:14,964 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 5:15:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9544, loss_cls: 1.5915, loss: 1.5915 2023-12-23 23:40:40,566 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 5:15:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 1.6134, loss: 1.6134 2023-12-23 23:41:06,245 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 5:14:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 1.6136, loss: 1.6136 2023-12-23 23:41:31,659 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 5:14:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9300, loss_cls: 1.6946, loss: 1.6946 2023-12-23 23:41:57,193 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 5:13:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9356, loss_cls: 1.7615, loss: 1.7615 2023-12-23 23:42:22,726 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 5:13:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9287, loss_cls: 1.7538, loss: 1.7538 2023-12-23 23:42:48,269 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 5:12:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9263, loss_cls: 1.7238, loss: 1.7238 2023-12-23 23:43:13,569 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 5:12:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9431, loss_cls: 1.6389, loss: 1.6389 2023-12-23 23:43:38,872 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 5:11:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9406, loss_cls: 1.6659, loss: 1.6659 2023-12-23 23:44:04,230 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 5:11:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 1.6823, loss: 1.6823 2023-12-23 23:44:29,694 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 5:10:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9375, loss_cls: 1.7171, loss: 1.7171 2023-12-23 23:44:55,000 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 5:10:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 1.7672, loss: 1.7672 2023-12-23 23:45:20,212 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 5:09:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 1.7240, loss: 1.7240 2023-12-23 23:45:45,614 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 5:09:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9381, loss_cls: 1.6841, loss: 1.6841 2023-12-23 23:46:11,418 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 5:08:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 1.7034, loss: 1.7034 2023-12-23 23:46:37,096 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 5:08:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9363, loss_cls: 1.7197, loss: 1.7197 2023-12-23 23:47:02,739 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 5:07:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 1.6598, loss: 1.6598 2023-12-23 23:47:27,996 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 5:07:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 1.7194, loss: 1.7194 2023-12-23 23:47:53,207 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 5:06:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 1.5998, loss: 1.5998 2023-12-23 23:48:18,916 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 5:06:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9425, loss_cls: 1.6521, loss: 1.6521 2023-12-23 23:48:44,633 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 5:05:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 1.7518, loss: 1.7518 2023-12-23 23:49:10,076 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 5:05:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 1.6324, loss: 1.6324 2023-12-23 23:49:35,664 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 5:05:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9494, loss_cls: 1.5905, loss: 1.5905 2023-12-23 23:50:00,974 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 5:04:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 1.7249, loss: 1.7249 2023-12-23 23:50:26,668 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 5:04:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9437, loss_cls: 1.6584, loss: 1.6584 2023-12-23 23:50:52,026 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 5:03:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9213, loss_cls: 1.8000, loss: 1.8000 2023-12-23 23:51:17,654 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 5:03:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 1.6969, loss: 1.6969 2023-12-23 23:51:43,541 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 5:02:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 1.6217, loss: 1.6217 2023-12-23 23:52:09,309 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 5:02:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 1.6209, loss: 1.6209 2023-12-23 23:52:11,244 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-23 23:56:36,423 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:56:37,033 - pyskl - INFO - top1_acc 0.6920 top5_acc 0.9252 2023-12-23 23:56:37,043 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_32.pth was removed 2023-12-23 23:56:37,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. 2023-12-23 23:56:37,263 - pyskl - INFO - Best top1_acc is 0.6920 at 33 epoch. 2023-12-23 23:56:37,291 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.6920, top5_acc: 0.9252 2023-12-23 23:57:30,189 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 5:03:12, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9437, loss_cls: 1.6393, loss: 1.6393 2023-12-23 23:57:55,876 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 5:02:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.6174, loss: 1.6174 2023-12-23 23:58:21,666 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 5:02:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 1.5966, loss: 1.5966 2023-12-23 23:58:47,344 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 5:01:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 1.6777, loss: 1.6777 2023-12-23 23:59:12,699 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 5:01:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 1.6524, loss: 1.6524 2023-12-23 23:59:38,159 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 5:00:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 1.5484, loss: 1.5484 2023-12-24 00:00:03,726 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 5:00:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9287, loss_cls: 1.7062, loss: 1.7062 2023-12-24 00:00:29,266 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 4:59:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9300, loss_cls: 1.7793, loss: 1.7793 2023-12-24 00:00:54,592 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 4:59:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9375, loss_cls: 1.6497, loss: 1.6497 2023-12-24 00:01:19,890 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 4:58:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9331, loss_cls: 1.6797, loss: 1.6797 2023-12-24 00:01:45,201 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 4:58:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9456, loss_cls: 1.6344, loss: 1.6344 2023-12-24 00:02:10,574 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 4:57:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9456, loss_cls: 1.6390, loss: 1.6390 2023-12-24 00:02:36,072 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 4:57:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9419, loss_cls: 1.6818, loss: 1.6818 2023-12-24 00:03:01,407 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 4:56:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.5422, loss: 1.5422 2023-12-24 00:03:27,057 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 4:56:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 1.5683, loss: 1.5683 2023-12-24 00:03:52,539 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 4:55:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9344, loss_cls: 1.7362, loss: 1.7362 2023-12-24 00:04:17,760 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 4:55:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9244, loss_cls: 1.7567, loss: 1.7567 2023-12-24 00:04:42,940 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 4:54:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.7377, loss: 1.7377 2023-12-24 00:05:08,405 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 4:54:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 1.6659, loss: 1.6659 2023-12-24 00:05:34,122 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 4:54:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.6766, loss: 1.6766 2023-12-24 00:05:59,754 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 4:53:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 1.6345, loss: 1.6345 2023-12-24 00:06:25,323 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 4:53:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 1.7319, loss: 1.7319 2023-12-24 00:06:50,857 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 4:52:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 1.5642, loss: 1.5642 2023-12-24 00:07:16,562 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 4:52:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 1.6524, loss: 1.6524 2023-12-24 00:07:42,297 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 4:51:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9413, loss_cls: 1.7081, loss: 1.7081 2023-12-24 00:08:08,074 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 4:51:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.5809, loss: 1.5809 2023-12-24 00:08:33,783 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 4:50:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.5642, loss: 1.5642 2023-12-24 00:08:59,127 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 4:50:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9231, loss_cls: 1.7867, loss: 1.7867 2023-12-24 00:09:24,458 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 4:49:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9256, loss_cls: 1.7894, loss: 1.7894 2023-12-24 00:09:50,000 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 4:49:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 1.6410, loss: 1.6410 2023-12-24 00:10:15,560 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 4:48:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 1.6337, loss: 1.6337 2023-12-24 00:10:41,309 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 4:48:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9287, loss_cls: 1.7179, loss: 1.7179 2023-12-24 00:11:07,011 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 4:47:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 1.6485, loss: 1.6485 2023-12-24 00:11:32,511 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 4:47:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.5973, loss: 1.5973 2023-12-24 00:11:34,446 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-24 00:16:00,050 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:16:00,658 - pyskl - INFO - top1_acc 0.6789 top5_acc 0.9210 2023-12-24 00:16:00,685 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.6789, top5_acc: 0.9210 2023-12-24 00:16:53,695 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 4:48:21, time: 0.530, data_time: 0.274, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 1.6022, loss: 1.6022 2023-12-24 00:17:18,858 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 4:47:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 1.6785, loss: 1.6785 2023-12-24 00:17:44,803 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 4:47:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9369, loss_cls: 1.6998, loss: 1.6998 2023-12-24 00:18:10,665 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 4:46:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 1.7048, loss: 1.7048 2023-12-24 00:18:36,125 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 4:46:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9387, loss_cls: 1.6400, loss: 1.6400 2023-12-24 00:19:01,609 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 4:45:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 1.4856, loss: 1.4856 2023-12-24 00:19:26,755 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 4:45:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 1.6380, loss: 1.6380 2023-12-24 00:19:51,894 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 4:44:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9369, loss_cls: 1.6205, loss: 1.6205 2023-12-24 00:20:17,030 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 4:44:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 1.6289, loss: 1.6289 2023-12-24 00:20:42,141 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 4:43:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 1.6042, loss: 1.6042 2023-12-24 00:21:07,262 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 4:43:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9387, loss_cls: 1.6631, loss: 1.6631 2023-12-24 00:21:32,585 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 4:42:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 1.6477, loss: 1.6477 2023-12-24 00:21:58,097 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 4:42:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 1.7326, loss: 1.7326 2023-12-24 00:22:23,391 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 4:42:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9225, loss_cls: 1.7892, loss: 1.7892 2023-12-24 00:22:48,727 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 4:41:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 1.6006, loss: 1.6006 2023-12-24 00:23:14,307 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 4:41:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 1.7006, loss: 1.7006 2023-12-24 00:23:39,600 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 4:40:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9300, loss_cls: 1.7773, loss: 1.7773 2023-12-24 00:24:04,983 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 4:40:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 1.6846, loss: 1.6846 2023-12-24 00:24:30,488 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 4:39:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 1.6886, loss: 1.6886 2023-12-24 00:24:56,024 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 4:39:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9463, loss_cls: 1.6362, loss: 1.6362 2023-12-24 00:25:21,635 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 4:38:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9413, loss_cls: 1.6973, loss: 1.6973 2023-12-24 00:25:47,384 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 4:38:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 1.5827, loss: 1.5827 2023-12-24 00:26:12,800 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 4:37:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 1.5510, loss: 1.5510 2023-12-24 00:26:38,366 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 4:37:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.5923, loss: 1.5923 2023-12-24 00:27:04,106 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 4:36:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 1.6393, loss: 1.6393 2023-12-24 00:27:29,378 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 4:36:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9363, loss_cls: 1.7614, loss: 1.7614 2023-12-24 00:27:54,807 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 4:35:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9269, loss_cls: 1.6971, loss: 1.6971 2023-12-24 00:28:19,963 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 4:35:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 1.6894, loss: 1.6894 2023-12-24 00:28:45,556 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 4:34:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9363, loss_cls: 1.6996, loss: 1.6996 2023-12-24 00:29:11,152 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 4:34:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 1.6381, loss: 1.6381 2023-12-24 00:29:36,594 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 4:33:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 1.6503, loss: 1.6503 2023-12-24 00:30:02,470 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 4:33:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9425, loss_cls: 1.7034, loss: 1.7034 2023-12-24 00:30:27,963 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 4:32:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9237, loss_cls: 1.7493, loss: 1.7493 2023-12-24 00:30:53,466 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 4:32:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9381, loss_cls: 1.6871, loss: 1.6871 2023-12-24 00:30:55,430 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-24 00:35:21,275 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:35:21,881 - pyskl - INFO - top1_acc 0.6672 top5_acc 0.9246 2023-12-24 00:35:21,910 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.6672, top5_acc: 0.9246 2023-12-24 00:36:14,473 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 4:33:21, time: 0.526, data_time: 0.271, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9425, loss_cls: 1.7241, loss: 1.7241 2023-12-24 00:36:39,957 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 4:32:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9437, loss_cls: 1.5880, loss: 1.5880 2023-12-24 00:37:05,724 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 4:32:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 1.6090, loss: 1.6090 2023-12-24 00:37:31,233 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 4:31:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9437, loss_cls: 1.6730, loss: 1.6730 2023-12-24 00:37:56,462 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 4:31:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 1.4723, loss: 1.4723 2023-12-24 00:38:21,638 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 4:30:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9419, loss_cls: 1.6119, loss: 1.6119 2023-12-24 00:38:46,787 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 4:30:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9481, loss_cls: 1.5908, loss: 1.5908 2023-12-24 00:39:11,921 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 4:29:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 1.7152, loss: 1.7152 2023-12-24 00:39:37,089 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 4:29:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 1.6402, loss: 1.6402 2023-12-24 00:40:02,424 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 4:28:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 1.6528, loss: 1.6528 2023-12-24 00:40:27,925 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 4:28:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9450, loss_cls: 1.6072, loss: 1.6072 2023-12-24 00:40:53,329 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 4:28:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 1.6844, loss: 1.6844 2023-12-24 00:41:18,964 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 4:27:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 1.5493, loss: 1.5493 2023-12-24 00:41:44,311 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 4:27:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9531, loss_cls: 1.5969, loss: 1.5969 2023-12-24 00:42:09,515 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 4:26:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9300, loss_cls: 1.6790, loss: 1.6790 2023-12-24 00:42:34,914 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 4:26:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 1.8149, loss: 1.8149 2023-12-24 00:43:00,246 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 4:25:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 1.5664, loss: 1.5664 2023-12-24 00:43:25,611 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 4:25:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9413, loss_cls: 1.6737, loss: 1.6737 2023-12-24 00:43:51,414 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 4:24:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 1.5168, loss: 1.5168 2023-12-24 00:44:16,938 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 4:24:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 1.5556, loss: 1.5556 2023-12-24 00:44:42,396 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 4:23:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9337, loss_cls: 1.7578, loss: 1.7578 2023-12-24 00:45:07,901 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 4:23:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 1.6039, loss: 1.6039 2023-12-24 00:45:33,352 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 4:22:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9306, loss_cls: 1.6432, loss: 1.6432 2023-12-24 00:45:58,744 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 4:22:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 1.6342, loss: 1.6342 2023-12-24 00:46:24,508 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 4:21:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9244, loss_cls: 1.7502, loss: 1.7502 2023-12-24 00:46:50,078 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 4:21:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9350, loss_cls: 1.7454, loss: 1.7454 2023-12-24 00:47:15,520 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 4:20:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 1.7176, loss: 1.7176 2023-12-24 00:47:41,181 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 4:20:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9350, loss_cls: 1.6490, loss: 1.6490 2023-12-24 00:48:06,955 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 4:19:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.5331, loss: 1.5331 2023-12-24 00:48:32,457 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 4:19:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9413, loss_cls: 1.6303, loss: 1.6303 2023-12-24 00:48:57,965 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 4:18:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9425, loss_cls: 1.6943, loss: 1.6943 2023-12-24 00:49:23,814 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 4:18:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 1.6970, loss: 1.6970 2023-12-24 00:49:49,541 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 4:18:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 1.6116, loss: 1.6116 2023-12-24 00:50:15,027 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 4:17:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 1.7118, loss: 1.7118 2023-12-24 00:50:16,998 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-24 00:54:42,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:54:43,414 - pyskl - INFO - top1_acc 0.6422 top5_acc 0.8983 2023-12-24 00:54:43,440 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.6422, top5_acc: 0.8983 2023-12-24 00:55:36,041 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 4:18:24, time: 0.526, data_time: 0.272, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9331, loss_cls: 1.7197, loss: 1.7197 2023-12-24 00:56:01,623 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 4:17:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9356, loss_cls: 1.6226, loss: 1.6226 2023-12-24 00:56:27,447 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 4:17:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9419, loss_cls: 1.6920, loss: 1.6920 2023-12-24 00:56:52,877 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 4:16:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 1.5740, loss: 1.5740 2023-12-24 00:57:18,026 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 4:16:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9463, loss_cls: 1.6925, loss: 1.6925 2023-12-24 00:57:43,297 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 4:16:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9325, loss_cls: 1.6931, loss: 1.6931 2023-12-24 00:58:08,665 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 4:15:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9475, loss_cls: 1.6079, loss: 1.6079 2023-12-24 00:58:33,897 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 4:15:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9306, loss_cls: 1.7173, loss: 1.7173 2023-12-24 00:58:59,173 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 4:14:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9431, loss_cls: 1.6466, loss: 1.6466 2023-12-24 00:59:24,563 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 4:14:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9381, loss_cls: 1.6337, loss: 1.6337 2023-12-24 00:59:49,837 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 4:13:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 1.6400, loss: 1.6400 2023-12-24 01:00:15,156 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 4:13:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9244, loss_cls: 1.8446, loss: 1.8446 2023-12-24 01:00:40,593 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 4:12:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.5444, loss: 1.5444 2023-12-24 01:01:06,283 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 4:12:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9456, loss_cls: 1.6610, loss: 1.6610 2023-12-24 01:01:31,556 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 4:11:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9400, loss_cls: 1.6876, loss: 1.6876 2023-12-24 01:01:57,147 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 4:11:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9225, loss_cls: 1.7443, loss: 1.7443 2023-12-24 01:02:22,516 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 4:10:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9319, loss_cls: 1.6718, loss: 1.6718 2023-12-24 01:02:48,015 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 4:10:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9475, loss_cls: 1.6643, loss: 1.6643 2023-12-24 01:03:13,722 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 4:09:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.6479, loss: 1.6479 2023-12-24 01:03:39,113 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 4:09:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9306, loss_cls: 1.7122, loss: 1.7122 2023-12-24 01:04:04,344 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 4:08:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9431, loss_cls: 1.6292, loss: 1.6292 2023-12-24 01:04:29,811 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 4:08:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 1.5528, loss: 1.5528 2023-12-24 01:04:55,513 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 4:07:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 1.5780, loss: 1.5780 2023-12-24 01:05:21,368 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 4:07:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 1.7095, loss: 1.7095 2023-12-24 01:05:47,291 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 4:06:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 1.7132, loss: 1.7132 2023-12-24 01:06:13,294 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 4:06:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9375, loss_cls: 1.7256, loss: 1.7256 2023-12-24 01:06:39,085 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 4:06:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9400, loss_cls: 1.7023, loss: 1.7023 2023-12-24 01:07:04,985 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 4:05:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9381, loss_cls: 1.6497, loss: 1.6497 2023-12-24 01:07:30,604 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 4:05:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 1.7384, loss: 1.7384 2023-12-24 01:07:55,987 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 4:04:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 1.6363, loss: 1.6363 2023-12-24 01:08:21,530 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 4:04:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 1.6222, loss: 1.6222 2023-12-24 01:08:47,403 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 4:03:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 1.6266, loss: 1.6266 2023-12-24 01:09:13,306 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 4:03:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 1.6132, loss: 1.6132 2023-12-24 01:09:38,585 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 4:02:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9444, loss_cls: 1.7207, loss: 1.7207 2023-12-24 01:09:40,535 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-24 01:14:08,426 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:14:09,035 - pyskl - INFO - top1_acc 0.5776 top5_acc 0.8436 2023-12-24 01:14:09,062 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.5776, top5_acc: 0.8436 2023-12-24 01:15:01,481 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 4:03:32, time: 0.524, data_time: 0.274, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 1.5859, loss: 1.5859 2023-12-24 01:15:26,932 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 4:03:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 1.6377, loss: 1.6377 2023-12-24 01:15:52,575 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 4:02:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9519, loss_cls: 1.6014, loss: 1.6014 2023-12-24 01:16:18,346 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 4:02:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9306, loss_cls: 1.6895, loss: 1.6895 2023-12-24 01:16:43,789 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 4:01:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 1.5860, loss: 1.5860 2023-12-24 01:17:09,375 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 4:01:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 1.6786, loss: 1.6786 2023-12-24 01:17:34,666 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 4:00:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 1.6629, loss: 1.6629 2023-12-24 01:17:59,939 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 4:00:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9413, loss_cls: 1.6708, loss: 1.6708 2023-12-24 01:18:25,259 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 3:59:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9400, loss_cls: 1.7102, loss: 1.7102 2023-12-24 01:18:50,627 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 3:59:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 1.6290, loss: 1.6290 2023-12-24 01:19:16,024 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 3:58:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.6018, loss: 1.6018 2023-12-24 01:19:41,603 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 3:58:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 1.5495, loss: 1.5495 2023-12-24 01:20:06,995 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 3:57:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9413, loss_cls: 1.5914, loss: 1.5914 2023-12-24 01:20:32,378 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 3:57:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.6533, loss: 1.6533 2023-12-24 01:20:58,117 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 3:56:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 1.5741, loss: 1.5741 2023-12-24 01:21:23,459 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 3:56:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9456, loss_cls: 1.6284, loss: 1.6284 2023-12-24 01:21:49,074 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 3:55:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.5866, loss: 1.5866 2023-12-24 01:22:14,716 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 3:55:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 1.6286, loss: 1.6286 2023-12-24 01:22:40,705 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 3:54:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 1.6774, loss: 1.6774 2023-12-24 01:23:06,291 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 3:54:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9363, loss_cls: 1.6118, loss: 1.6118 2023-12-24 01:23:31,526 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 3:54:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.5879, loss: 1.5879 2023-12-24 01:23:56,758 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 3:53:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 1.6481, loss: 1.6481 2023-12-24 01:24:21,961 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 3:53:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.6546, loss: 1.6546 2023-12-24 01:24:47,160 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 3:52:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 1.7231, loss: 1.7231 2023-12-24 01:25:12,774 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 3:52:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9556, loss_cls: 1.6324, loss: 1.6324 2023-12-24 01:25:38,354 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 3:51:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9406, loss_cls: 1.6026, loss: 1.6026 2023-12-24 01:26:03,943 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 3:51:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9475, loss_cls: 1.6272, loss: 1.6272 2023-12-24 01:26:29,683 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 3:50:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 1.7101, loss: 1.7101 2023-12-24 01:26:55,306 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 3:50:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 1.6065, loss: 1.6065 2023-12-24 01:27:20,820 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 3:49:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 1.6535, loss: 1.6535 2023-12-24 01:27:46,604 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 3:49:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 1.6716, loss: 1.6716 2023-12-24 01:28:12,421 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 3:48:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9400, loss_cls: 1.6527, loss: 1.6527 2023-12-24 01:28:37,823 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 3:48:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 1.6612, loss: 1.6612 2023-12-24 01:29:03,016 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 3:47:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9431, loss_cls: 1.6284, loss: 1.6284 2023-12-24 01:29:04,985 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-24 01:33:31,005 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:33:31,610 - pyskl - INFO - top1_acc 0.6476 top5_acc 0.9010 2023-12-24 01:33:31,635 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.6476, top5_acc: 0.9010 2023-12-24 01:34:24,478 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 3:48:38, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9500, loss_cls: 1.5189, loss: 1.5189 2023-12-24 01:34:50,310 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 3:48:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 1.6224, loss: 1.6224 2023-12-24 01:35:15,972 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 3:47:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 1.5844, loss: 1.5844 2023-12-24 01:35:41,516 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 3:47:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9331, loss_cls: 1.6849, loss: 1.6849 2023-12-24 01:36:06,791 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 3:46:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.6406, loss: 1.6406 2023-12-24 01:36:32,006 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 3:46:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 1.5544, loss: 1.5544 2023-12-24 01:36:57,202 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 3:45:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 1.5424, loss: 1.5424 2023-12-24 01:37:22,760 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 3:45:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.6059, loss: 1.6059 2023-12-24 01:37:47,873 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 3:44:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9356, loss_cls: 1.6267, loss: 1.6267 2023-12-24 01:38:13,133 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 3:44:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 1.6571, loss: 1.6571 2023-12-24 01:38:38,648 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 3:43:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9363, loss_cls: 1.6144, loss: 1.6144 2023-12-24 01:39:04,052 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 3:43:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 1.5093, loss: 1.5093 2023-12-24 01:39:29,634 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 3:42:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9306, loss_cls: 1.7162, loss: 1.7162 2023-12-24 01:39:54,785 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 3:42:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9387, loss_cls: 1.5685, loss: 1.5685 2023-12-24 01:40:19,972 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 3:41:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.6266, loss: 1.6266 2023-12-24 01:40:45,213 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 3:41:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9369, loss_cls: 1.5927, loss: 1.5927 2023-12-24 01:41:10,752 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 3:40:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 1.7145, loss: 1.7145 2023-12-24 01:41:36,437 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 3:40:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.5834, loss: 1.5834 2023-12-24 01:42:01,885 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 3:40:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9450, loss_cls: 1.6212, loss: 1.6212 2023-12-24 01:42:27,717 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 3:39:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9325, loss_cls: 1.7009, loss: 1.7009 2023-12-24 01:42:53,365 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 3:39:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9313, loss_cls: 1.6791, loss: 1.6791 2023-12-24 01:43:18,712 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 3:38:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 1.6500, loss: 1.6500 2023-12-24 01:43:44,222 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 3:38:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.6226, loss: 1.6226 2023-12-24 01:44:10,020 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 3:37:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 1.5933, loss: 1.5933 2023-12-24 01:44:35,775 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 3:37:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 1.7033, loss: 1.7033 2023-12-24 01:45:01,160 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 3:36:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9319, loss_cls: 1.6647, loss: 1.6647 2023-12-24 01:45:26,637 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 3:36:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 1.6176, loss: 1.6176 2023-12-24 01:45:52,315 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 3:35:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 1.7011, loss: 1.7011 2023-12-24 01:46:17,950 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 3:35:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 1.6624, loss: 1.6624 2023-12-24 01:46:43,400 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 3:34:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9356, loss_cls: 1.6787, loss: 1.6787 2023-12-24 01:47:08,999 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 3:34:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9437, loss_cls: 1.6432, loss: 1.6432 2023-12-24 01:47:34,609 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 3:33:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 1.6254, loss: 1.6254 2023-12-24 01:48:00,236 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 3:33:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 1.6421, loss: 1.6421 2023-12-24 01:48:25,849 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 3:33:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9387, loss_cls: 1.6734, loss: 1.6734 2023-12-24 01:48:28,019 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-24 01:52:53,662 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:52:54,279 - pyskl - INFO - top1_acc 0.6828 top5_acc 0.9194 2023-12-24 01:52:54,306 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.6828, top5_acc: 0.9194 2023-12-24 01:53:47,073 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 3:33:44, time: 0.528, data_time: 0.272, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 1.5877, loss: 1.5877 2023-12-24 01:54:12,525 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 3:33:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.5004, loss: 1.5004 2023-12-24 01:54:38,201 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 3:32:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9600, loss_cls: 1.4258, loss: 1.4258 2023-12-24 01:55:03,767 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 3:32:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 1.5600, loss: 1.5600 2023-12-24 01:55:29,184 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 3:31:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.5395, loss: 1.5395 2023-12-24 01:55:54,694 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 3:31:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9500, loss_cls: 1.6257, loss: 1.6257 2023-12-24 01:56:19,977 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 3:30:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9356, loss_cls: 1.6622, loss: 1.6622 2023-12-24 01:56:45,388 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 3:30:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 1.6268, loss: 1.6268 2023-12-24 01:57:10,733 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 3:29:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 1.6248, loss: 1.6248 2023-12-24 01:57:36,177 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 3:29:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9500, loss_cls: 1.5636, loss: 1.5636 2023-12-24 01:58:01,640 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 3:28:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 1.6546, loss: 1.6546 2023-12-24 01:58:27,114 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 3:28:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9431, loss_cls: 1.6608, loss: 1.6608 2023-12-24 01:58:52,521 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 3:28:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.5772, loss: 1.5772 2023-12-24 01:59:17,997 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 3:27:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 1.6803, loss: 1.6803 2023-12-24 01:59:43,423 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 3:27:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9387, loss_cls: 1.6374, loss: 1.6374 2023-12-24 02:00:08,825 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 3:26:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 1.6293, loss: 1.6293 2023-12-24 02:00:34,360 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 3:26:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.5524, loss: 1.5524 2023-12-24 02:00:59,968 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 3:25:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9337, loss_cls: 1.6756, loss: 1.6756 2023-12-24 02:01:25,489 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 3:25:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.6434, loss: 1.6434 2023-12-24 02:01:51,225 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 3:24:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 1.6050, loss: 1.6050 2023-12-24 02:02:16,766 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 3:24:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 1.6298, loss: 1.6298 2023-12-24 02:02:42,254 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 3:23:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9300, loss_cls: 1.6809, loss: 1.6809 2023-12-24 02:03:07,881 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 3:23:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 1.6305, loss: 1.6305 2023-12-24 02:03:33,263 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 3:22:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9437, loss_cls: 1.6694, loss: 1.6694 2023-12-24 02:03:58,846 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 3:22:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 1.7309, loss: 1.7309 2023-12-24 02:04:24,491 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 3:21:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9300, loss_cls: 1.6499, loss: 1.6499 2023-12-24 02:04:50,103 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 3:21:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 1.6726, loss: 1.6726 2023-12-24 02:05:15,825 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 3:20:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 1.5879, loss: 1.5879 2023-12-24 02:05:41,378 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 3:20:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9344, loss_cls: 1.7287, loss: 1.7287 2023-12-24 02:06:06,858 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 3:20:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 1.5787, loss: 1.5787 2023-12-24 02:06:32,610 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 3:19:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9494, loss_cls: 1.6064, loss: 1.6064 2023-12-24 02:06:58,443 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 3:19:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9300, loss_cls: 1.7380, loss: 1.7380 2023-12-24 02:07:24,213 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 3:18:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9369, loss_cls: 1.6180, loss: 1.6180 2023-12-24 02:07:49,950 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 3:18:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9356, loss_cls: 1.6229, loss: 1.6229 2023-12-24 02:07:51,891 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-24 02:12:19,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:12:20,298 - pyskl - INFO - top1_acc 0.7003 top5_acc 0.9308 2023-12-24 02:12:20,303 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_33.pth was removed 2023-12-24 02:12:20,514 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2023-12-24 02:12:20,516 - pyskl - INFO - Best top1_acc is 0.7003 at 40 epoch. 2023-12-24 02:12:20,543 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7003, top5_acc: 0.9308 2023-12-24 02:13:13,844 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 3:18:55, time: 0.533, data_time: 0.280, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9425, loss_cls: 1.6127, loss: 1.6127 2023-12-24 02:13:39,280 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 3:18:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.5060, loss: 1.5060 2023-12-24 02:14:05,180 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 3:18:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9431, loss_cls: 1.6176, loss: 1.6176 2023-12-24 02:14:30,677 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 3:17:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 1.5719, loss: 1.5719 2023-12-24 02:14:56,339 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 3:17:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9513, loss_cls: 1.5316, loss: 1.5316 2023-12-24 02:15:21,883 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 3:16:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 1.5925, loss: 1.5925 2023-12-24 02:15:47,320 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 3:16:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9481, loss_cls: 1.6498, loss: 1.6498 2023-12-24 02:16:12,720 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 3:15:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 1.5670, loss: 1.5670 2023-12-24 02:16:38,066 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 3:15:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.6078, loss: 1.6078 2023-12-24 02:17:03,639 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 3:14:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 1.5673, loss: 1.5673 2023-12-24 02:17:28,959 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 3:14:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.5009, loss: 1.5009 2023-12-24 02:17:54,415 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 3:13:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.5174, loss: 1.5174 2023-12-24 02:18:19,674 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 3:13:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9413, loss_cls: 1.6030, loss: 1.6030 2023-12-24 02:18:45,226 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 3:12:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.5809, loss: 1.5809 2023-12-24 02:19:10,661 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 3:12:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9425, loss_cls: 1.6427, loss: 1.6427 2023-12-24 02:19:35,887 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 3:11:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9387, loss_cls: 1.6091, loss: 1.6091 2023-12-24 02:20:01,531 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 3:11:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 1.5997, loss: 1.5997 2023-12-24 02:20:27,244 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 3:10:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9313, loss_cls: 1.6842, loss: 1.6842 2023-12-24 02:20:52,700 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 3:10:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9444, loss_cls: 1.6513, loss: 1.6513 2023-12-24 02:21:17,898 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 3:09:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 1.6873, loss: 1.6873 2023-12-24 02:21:43,108 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 3:09:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 1.5989, loss: 1.5989 2023-12-24 02:22:08,469 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 3:08:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.6124, loss: 1.6124 2023-12-24 02:22:34,331 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 3:08:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 1.5966, loss: 1.5966 2023-12-24 02:22:59,846 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 3:08:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9450, loss_cls: 1.5797, loss: 1.5797 2023-12-24 02:23:25,571 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 3:07:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9475, loss_cls: 1.5413, loss: 1.5413 2023-12-24 02:23:50,770 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 3:07:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9356, loss_cls: 1.7045, loss: 1.7045 2023-12-24 02:24:16,245 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 3:06:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 1.6002, loss: 1.6002 2023-12-24 02:24:41,873 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 3:06:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.5641, loss: 1.5641 2023-12-24 02:25:07,377 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 3:05:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 1.6605, loss: 1.6605 2023-12-24 02:25:32,756 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 3:05:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 1.6229, loss: 1.6229 2023-12-24 02:25:58,517 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 3:04:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 1.6138, loss: 1.6138 2023-12-24 02:26:24,069 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 3:04:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 1.6375, loss: 1.6375 2023-12-24 02:26:49,652 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 3:03:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9375, loss_cls: 1.6382, loss: 1.6382 2023-12-24 02:27:15,354 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 3:03:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 1.6890, loss: 1.6890 2023-12-24 02:27:17,305 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-24 02:31:42,892 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:31:43,501 - pyskl - INFO - top1_acc 0.6374 top5_acc 0.9009 2023-12-24 02:31:43,530 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.6374, top5_acc: 0.9009 2023-12-24 02:32:36,573 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 3:04:02, time: 0.530, data_time: 0.277, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 1.5736, loss: 1.5736 2023-12-24 02:33:01,898 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 3:03:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 1.5631, loss: 1.5631 2023-12-24 02:33:27,690 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 3:03:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.5089, loss: 1.5089 2023-12-24 02:33:53,077 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 3:02:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 1.5419, loss: 1.5419 2023-12-24 02:34:18,332 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 3:02:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 1.5713, loss: 1.5713 2023-12-24 02:34:43,464 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 3:01:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.5963, loss: 1.5963 2023-12-24 02:35:08,588 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 3:01:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9350, loss_cls: 1.5902, loss: 1.5902 2023-12-24 02:35:33,717 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 3:00:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.5058, loss: 1.5058 2023-12-24 02:35:58,849 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 3:00:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9463, loss_cls: 1.6149, loss: 1.6149 2023-12-24 02:36:23,981 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 2:59:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 1.5941, loss: 1.5941 2023-12-24 02:36:49,159 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 2:59:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9531, loss_cls: 1.5496, loss: 1.5496 2023-12-24 02:37:14,398 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 2:58:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 1.6128, loss: 1.6128 2023-12-24 02:37:39,771 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 2:58:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 1.5475, loss: 1.5475 2023-12-24 02:38:05,164 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 2:57:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 1.6662, loss: 1.6662 2023-12-24 02:38:30,602 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 2:57:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 1.5483, loss: 1.5483 2023-12-24 02:38:56,043 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 2:56:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 1.7138, loss: 1.7138 2023-12-24 02:39:21,605 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 2:56:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 1.5770, loss: 1.5770 2023-12-24 02:39:47,185 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 2:55:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 1.6662, loss: 1.6662 2023-12-24 02:40:12,964 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 2:55:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 1.6413, loss: 1.6413 2023-12-24 02:40:38,647 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 2:54:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9444, loss_cls: 1.5752, loss: 1.5752 2023-12-24 02:41:04,152 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 2:54:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 1.5717, loss: 1.5717 2023-12-24 02:41:29,872 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 2:54:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9525, loss_cls: 1.5756, loss: 1.5756 2023-12-24 02:41:55,479 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 2:53:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9313, loss_cls: 1.6347, loss: 1.6347 2023-12-24 02:42:20,777 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 2:53:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9387, loss_cls: 1.6439, loss: 1.6439 2023-12-24 02:42:46,196 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 2:52:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 1.5642, loss: 1.5642 2023-12-24 02:43:11,937 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 2:52:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9550, loss_cls: 1.5272, loss: 1.5272 2023-12-24 02:43:37,572 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 2:51:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 1.5889, loss: 1.5889 2023-12-24 02:44:03,146 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 2:51:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.6052, loss: 1.6052 2023-12-24 02:44:28,837 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 2:50:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.5581, loss: 1.5581 2023-12-24 02:44:54,384 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 2:50:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 1.5305, loss: 1.5305 2023-12-24 02:45:20,054 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 2:49:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9400, loss_cls: 1.6235, loss: 1.6235 2023-12-24 02:45:45,966 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 2:49:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 1.5988, loss: 1.5988 2023-12-24 02:46:11,642 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 2:48:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9456, loss_cls: 1.6166, loss: 1.6166 2023-12-24 02:46:37,204 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 2:48:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9519, loss_cls: 1.5848, loss: 1.5848 2023-12-24 02:46:39,147 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-24 02:51:07,157 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:51:07,761 - pyskl - INFO - top1_acc 0.6174 top5_acc 0.8914 2023-12-24 02:51:07,787 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.6174, top5_acc: 0.8914 2023-12-24 02:52:00,322 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 2:49:05, time: 0.525, data_time: 0.270, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 1.4893, loss: 1.4893 2023-12-24 02:52:26,024 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 2:48:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.5371, loss: 1.5371 2023-12-24 02:52:51,784 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 2:48:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9537, loss_cls: 1.5421, loss: 1.5421 2023-12-24 02:53:17,447 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 2:47:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9487, loss_cls: 1.6142, loss: 1.6142 2023-12-24 02:53:43,193 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 2:47:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9531, loss_cls: 1.5865, loss: 1.5865 2023-12-24 02:54:08,634 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 2:46:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.6137, loss: 1.6137 2023-12-24 02:54:34,047 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 2:46:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 1.6088, loss: 1.6088 2023-12-24 02:54:59,921 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 2:45:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 1.5521, loss: 1.5521 2023-12-24 02:55:25,575 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 2:45:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9425, loss_cls: 1.6234, loss: 1.6234 2023-12-24 02:55:51,181 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 2:44:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 1.5608, loss: 1.5608 2023-12-24 02:56:16,695 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 2:44:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9513, loss_cls: 1.5428, loss: 1.5428 2023-12-24 02:56:41,882 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 2:43:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 1.6606, loss: 1.6606 2023-12-24 02:57:07,049 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 2:43:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9337, loss_cls: 1.6505, loss: 1.6505 2023-12-24 02:57:32,578 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 2:43:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 1.5374, loss: 1.5374 2023-12-24 02:57:58,022 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 2:42:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 1.3905, loss: 1.3905 2023-12-24 02:58:23,566 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 2:42:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9463, loss_cls: 1.5792, loss: 1.5792 2023-12-24 02:58:49,242 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 2:41:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9400, loss_cls: 1.5888, loss: 1.5888 2023-12-24 02:59:14,700 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 2:41:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9350, loss_cls: 1.5730, loss: 1.5730 2023-12-24 02:59:39,982 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 2:40:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9331, loss_cls: 1.6385, loss: 1.6385 2023-12-24 03:00:05,341 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 2:40:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 1.6240, loss: 1.6240 2023-12-24 03:00:30,501 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 2:39:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 1.6317, loss: 1.6317 2023-12-24 03:00:55,650 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 2:39:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 1.5833, loss: 1.5833 2023-12-24 03:01:20,986 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 2:38:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 1.6579, loss: 1.6579 2023-12-24 03:01:46,568 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 2:38:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9437, loss_cls: 1.6290, loss: 1.6290 2023-12-24 03:02:12,604 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 2:37:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 1.5843, loss: 1.5843 2023-12-24 03:02:38,281 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 2:37:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9381, loss_cls: 1.6842, loss: 1.6842 2023-12-24 03:03:03,984 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 2:36:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9544, loss_cls: 1.5695, loss: 1.5695 2023-12-24 03:03:29,762 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 2:36:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 1.5355, loss: 1.5355 2023-12-24 03:03:55,215 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 2:35:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 1.4484, loss: 1.4484 2023-12-24 03:04:20,745 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 2:35:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 1.5630, loss: 1.5630 2023-12-24 03:04:46,559 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 2:35:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 1.5879, loss: 1.5879 2023-12-24 03:05:12,435 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 2:34:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9444, loss_cls: 1.5630, loss: 1.5630 2023-12-24 03:05:38,216 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 2:34:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9306, loss_cls: 1.6213, loss: 1.6213 2023-12-24 03:06:04,265 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 2:33:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 1.5257, loss: 1.5257 2023-12-24 03:06:06,514 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-24 03:10:33,388 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:10:33,993 - pyskl - INFO - top1_acc 0.6831 top5_acc 0.9221 2023-12-24 03:10:34,019 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.6831, top5_acc: 0.9221 2023-12-24 03:11:26,726 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 2:34:17, time: 0.527, data_time: 0.273, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9369, loss_cls: 1.5780, loss: 1.5780 2023-12-24 03:11:52,282 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 2:33:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.5064, loss: 1.5064 2023-12-24 03:12:18,022 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 2:33:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.4857, loss: 1.4857 2023-12-24 03:12:43,738 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 2:32:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9500, loss_cls: 1.5677, loss: 1.5677 2023-12-24 03:13:09,345 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 2:32:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9437, loss_cls: 1.6269, loss: 1.6269 2023-12-24 03:13:34,843 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 2:31:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 1.4300, loss: 1.4300 2023-12-24 03:14:00,438 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 2:31:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.4917, loss: 1.4917 2023-12-24 03:14:25,878 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 2:31:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.4967, loss: 1.4967 2023-12-24 03:14:51,294 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 2:30:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 1.5296, loss: 1.5296 2023-12-24 03:15:16,641 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 2:30:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9469, loss_cls: 1.6187, loss: 1.6187 2023-12-24 03:15:41,938 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 2:29:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 1.5975, loss: 1.5975 2023-12-24 03:16:07,222 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 2:29:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 1.5813, loss: 1.5813 2023-12-24 03:16:32,584 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 2:28:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9450, loss_cls: 1.4858, loss: 1.4858 2023-12-24 03:16:57,996 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 2:28:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 1.5973, loss: 1.5973 2023-12-24 03:17:23,176 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 2:27:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.5712, loss: 1.5712 2023-12-24 03:17:48,434 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 2:27:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 1.6150, loss: 1.6150 2023-12-24 03:18:13,913 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 2:26:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9444, loss_cls: 1.6149, loss: 1.6149 2023-12-24 03:18:39,098 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 2:26:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9437, loss_cls: 1.6173, loss: 1.6173 2023-12-24 03:19:04,441 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 2:25:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9331, loss_cls: 1.6036, loss: 1.6036 2023-12-24 03:19:29,940 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 2:25:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9356, loss_cls: 1.6172, loss: 1.6172 2023-12-24 03:19:55,310 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 2:24:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9531, loss_cls: 1.4871, loss: 1.4871 2023-12-24 03:20:20,612 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 2:24:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 1.4619, loss: 1.4619 2023-12-24 03:20:46,014 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 2:23:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9500, loss_cls: 1.5474, loss: 1.5474 2023-12-24 03:21:11,511 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 2:23:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 1.6098, loss: 1.6098 2023-12-24 03:21:37,135 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 2:22:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9519, loss_cls: 1.5879, loss: 1.5879 2023-12-24 03:22:02,970 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 2:22:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9444, loss_cls: 1.5953, loss: 1.5953 2023-12-24 03:22:28,696 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 2:22:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 1.6190, loss: 1.6190 2023-12-24 03:22:54,394 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 2:21:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9269, loss_cls: 1.7254, loss: 1.7254 2023-12-24 03:23:20,053 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 2:21:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9337, loss_cls: 1.6123, loss: 1.6123 2023-12-24 03:23:45,901 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 2:20:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9344, loss_cls: 1.6267, loss: 1.6267 2023-12-24 03:24:11,687 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 2:20:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 1.5891, loss: 1.5891 2023-12-24 03:24:37,509 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 2:19:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.5405, loss: 1.5405 2023-12-24 03:25:03,374 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 2:19:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 1.6646, loss: 1.6646 2023-12-24 03:25:29,101 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 2:18:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.5982, loss: 1.5982 2023-12-24 03:25:31,080 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-24 03:29:56,996 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:29:57,603 - pyskl - INFO - top1_acc 0.6271 top5_acc 0.8929 2023-12-24 03:29:57,629 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.6271, top5_acc: 0.8929 2023-12-24 03:30:49,989 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 2:19:24, time: 0.524, data_time: 0.272, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.5082, loss: 1.5082 2023-12-24 03:31:15,557 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 2:18:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.5306, loss: 1.5306 2023-12-24 03:31:41,233 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 2:18:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 1.5106, loss: 1.5106 2023-12-24 03:32:06,562 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 2:18:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 1.5525, loss: 1.5525 2023-12-24 03:32:31,917 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 2:17:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 1.5353, loss: 1.5353 2023-12-24 03:32:57,584 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 2:17:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 1.5646, loss: 1.5646 2023-12-24 03:33:22,758 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 2:16:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.5043, loss: 1.5043 2023-12-24 03:33:47,917 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 2:16:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 1.4830, loss: 1.4830 2023-12-24 03:34:13,043 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 2:15:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9537, loss_cls: 1.5514, loss: 1.5514 2023-12-24 03:34:38,208 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 2:15:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 1.6201, loss: 1.6201 2023-12-24 03:35:03,325 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 2:14:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9531, loss_cls: 1.5895, loss: 1.5895 2023-12-24 03:35:28,448 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 2:14:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 1.5872, loss: 1.5872 2023-12-24 03:35:53,584 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 2:13:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 1.6223, loss: 1.6223 2023-12-24 03:36:18,750 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 2:13:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9437, loss_cls: 1.5837, loss: 1.5837 2023-12-24 03:36:43,901 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 2:12:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9306, loss_cls: 1.6522, loss: 1.6522 2023-12-24 03:37:09,277 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 2:12:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 1.6201, loss: 1.6201 2023-12-24 03:37:34,864 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 2:11:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 1.4832, loss: 1.4832 2023-12-24 03:38:00,138 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 2:11:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 1.5402, loss: 1.5402 2023-12-24 03:38:25,445 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 2:10:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.4935, loss: 1.4935 2023-12-24 03:38:50,716 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 2:10:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9281, loss_cls: 1.6230, loss: 1.6230 2023-12-24 03:39:16,273 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 2:09:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9550, loss_cls: 1.5536, loss: 1.5536 2023-12-24 03:39:41,593 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 2:09:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 1.5469, loss: 1.5469 2023-12-24 03:40:07,084 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 2:08:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 1.5183, loss: 1.5183 2023-12-24 03:40:32,690 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 2:08:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.5266, loss: 1.5266 2023-12-24 03:40:58,337 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 2:08:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 1.4946, loss: 1.4946 2023-12-24 03:41:24,016 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 2:07:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.5410, loss: 1.5410 2023-12-24 03:41:49,671 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 2:07:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 1.6027, loss: 1.6027 2023-12-24 03:42:15,170 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 2:06:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 1.4819, loss: 1.4819 2023-12-24 03:42:40,940 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 2:06:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9531, loss_cls: 1.5153, loss: 1.5153 2023-12-24 03:43:06,679 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 2:05:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 1.5406, loss: 1.5406 2023-12-24 03:43:32,376 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 2:05:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9425, loss_cls: 1.5748, loss: 1.5748 2023-12-24 03:43:58,455 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 2:04:49, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9337, loss_cls: 1.6778, loss: 1.6778 2023-12-24 03:44:24,310 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 2:04:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9400, loss_cls: 1.5830, loss: 1.5830 2023-12-24 03:44:49,981 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 2:03:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9350, loss_cls: 1.6785, loss: 1.6785 2023-12-24 03:44:51,957 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-24 03:49:17,415 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:49:18,021 - pyskl - INFO - top1_acc 0.5490 top5_acc 0.8313 2023-12-24 03:49:18,047 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.5490, top5_acc: 0.8313 2023-12-24 03:50:10,471 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 2:04:25, time: 0.524, data_time: 0.270, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 1.5965, loss: 1.5965 2023-12-24 03:50:36,019 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 2:03:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9381, loss_cls: 1.5861, loss: 1.5861 2023-12-24 03:51:02,138 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 2:03:31, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 1.5186, loss: 1.5186 2023-12-24 03:51:27,703 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 2:03:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 1.5574, loss: 1.5574 2023-12-24 03:51:52,837 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 2:02:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.5356, loss: 1.5356 2023-12-24 03:52:18,062 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 2:02:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9537, loss_cls: 1.5185, loss: 1.5185 2023-12-24 03:52:43,270 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 2:01:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 1.6425, loss: 1.6425 2023-12-24 03:53:08,411 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 2:01:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9525, loss_cls: 1.5249, loss: 1.5249 2023-12-24 03:53:33,594 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 2:00:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.4944, loss: 1.4944 2023-12-24 03:53:58,742 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 2:00:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9463, loss_cls: 1.5451, loss: 1.5451 2023-12-24 03:54:23,887 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 1:59:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 1.5238, loss: 1.5238 2023-12-24 03:54:49,038 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 1:59:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 1.5430, loss: 1.5430 2023-12-24 03:55:14,201 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 1:58:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 1.5659, loss: 1.5659 2023-12-24 03:55:39,358 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 1:58:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9456, loss_cls: 1.5918, loss: 1.5918 2023-12-24 03:56:04,574 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 1:57:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 1.5655, loss: 1.5655 2023-12-24 03:56:30,104 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 1:57:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.4743, loss: 1.4743 2023-12-24 03:56:55,708 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 1:56:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 1.5549, loss: 1.5549 2023-12-24 03:57:21,330 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 1:56:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 1.5199, loss: 1.5199 2023-12-24 03:57:46,795 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 1:55:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.4993, loss: 1.4993 2023-12-24 03:58:12,092 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 1:55:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 1.5747, loss: 1.5747 2023-12-24 03:58:37,365 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 1:54:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 1.7122, loss: 1.7122 2023-12-24 03:59:02,852 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 1:54:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 1.5915, loss: 1.5915 2023-12-24 03:59:28,278 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 1:54:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 1.6257, loss: 1.6257 2023-12-24 03:59:53,726 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 1:53:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 1.5246, loss: 1.5246 2023-12-24 04:00:19,192 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 1:53:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 1.5439, loss: 1.5439 2023-12-24 04:00:44,685 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 1:52:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9400, loss_cls: 1.4938, loss: 1.4938 2023-12-24 04:01:10,566 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 1:52:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9456, loss_cls: 1.5976, loss: 1.5976 2023-12-24 04:01:36,116 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 1:51:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9556, loss_cls: 1.5073, loss: 1.5073 2023-12-24 04:02:01,612 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 1:51:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9344, loss_cls: 1.5894, loss: 1.5894 2023-12-24 04:02:27,245 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 1:50:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.5643, loss: 1.5643 2023-12-24 04:02:53,135 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 1:50:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9350, loss_cls: 1.5365, loss: 1.5365 2023-12-24 04:03:18,641 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 1:49:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 1.4765, loss: 1.4765 2023-12-24 04:03:44,552 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 1:49:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.5208, loss: 1.5208 2023-12-24 04:04:10,274 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 1:48:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 1.5592, loss: 1.5592 2023-12-24 04:04:12,195 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-24 04:08:37,824 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:08:38,423 - pyskl - INFO - top1_acc 0.6407 top5_acc 0.9019 2023-12-24 04:08:38,449 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.6407, top5_acc: 0.9019 2023-12-24 04:09:30,909 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 1:49:26, time: 0.525, data_time: 0.270, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 1.4410, loss: 1.4410 2023-12-24 04:09:56,064 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 1:48:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 1.4965, loss: 1.4965 2023-12-24 04:10:21,532 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 1:48:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.5018, loss: 1.5018 2023-12-24 04:10:46,752 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 1:48:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 1.5842, loss: 1.5842 2023-12-24 04:11:12,299 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 1:47:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9456, loss_cls: 1.5567, loss: 1.5567 2023-12-24 04:11:37,821 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 1:47:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 1.4003, loss: 1.4003 2023-12-24 04:12:03,230 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 1:46:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 1.4892, loss: 1.4892 2023-12-24 04:12:28,522 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 1:46:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 1.5197, loss: 1.5197 2023-12-24 04:12:53,745 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 1:45:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 1.5061, loss: 1.5061 2023-12-24 04:13:18,871 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 1:45:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 1.5641, loss: 1.5641 2023-12-24 04:13:44,052 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 1:44:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 1.6024, loss: 1.6024 2023-12-24 04:14:09,260 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 1:44:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 1.4731, loss: 1.4731 2023-12-24 04:14:34,747 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 1:43:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9350, loss_cls: 1.5487, loss: 1.5487 2023-12-24 04:15:00,250 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 1:43:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 1.5951, loss: 1.5951 2023-12-24 04:15:25,717 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 1:42:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 1.6187, loss: 1.6187 2023-12-24 04:15:51,222 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 1:42:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9350, loss_cls: 1.5347, loss: 1.5347 2023-12-24 04:16:16,926 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 1:41:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 1.4748, loss: 1.4748 2023-12-24 04:16:42,658 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 1:41:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 1.4890, loss: 1.4890 2023-12-24 04:17:08,014 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 1:40:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 1.6202, loss: 1.6202 2023-12-24 04:17:33,661 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 1:40:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.5374, loss: 1.5374 2023-12-24 04:17:59,013 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 1:40:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.4978, loss: 1.4978 2023-12-24 04:18:24,382 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 1:39:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 1.5093, loss: 1.5093 2023-12-24 04:18:49,703 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 1:39:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 1.6346, loss: 1.6346 2023-12-24 04:19:15,274 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 1:38:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9531, loss_cls: 1.5649, loss: 1.5649 2023-12-24 04:19:40,793 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 1:38:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 1.5474, loss: 1.5474 2023-12-24 04:20:06,047 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 1:37:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 1.5664, loss: 1.5664 2023-12-24 04:20:31,803 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 1:37:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.6634, loss: 1.6634 2023-12-24 04:20:57,499 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 1:36:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.5025, loss: 1.5025 2023-12-24 04:21:23,131 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 1:36:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 1.5084, loss: 1.5084 2023-12-24 04:21:48,670 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 1:35:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.4796, loss: 1.4796 2023-12-24 04:22:14,263 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 1:35:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 1.5869, loss: 1.5869 2023-12-24 04:22:39,856 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 1:34:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 1.6471, loss: 1.6471 2023-12-24 04:23:05,578 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 1:34:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9444, loss_cls: 1.4756, loss: 1.4756 2023-12-24 04:23:31,515 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 1:34:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.5152, loss: 1.5152 2023-12-24 04:23:33,476 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-24 04:27:59,149 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:27:59,755 - pyskl - INFO - top1_acc 0.6945 top5_acc 0.9242 2023-12-24 04:27:59,782 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.6945, top5_acc: 0.9242 2023-12-24 04:28:52,140 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 1:34:29, time: 0.523, data_time: 0.272, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.4813, loss: 1.4813 2023-12-24 04:29:17,478 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 1:34:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9637, loss_cls: 1.4969, loss: 1.4969 2023-12-24 04:29:43,302 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 1:33:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 1.4904, loss: 1.4904 2023-12-24 04:30:09,053 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 1:33:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.6081, loss: 1.6081 2023-12-24 04:30:34,328 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 1:32:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9456, loss_cls: 1.5515, loss: 1.5515 2023-12-24 04:30:59,660 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 1:32:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 1.5254, loss: 1.5254 2023-12-24 04:31:24,959 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 1:31:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.4426, loss: 1.4426 2023-12-24 04:31:50,438 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 1:31:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9363, loss_cls: 1.6619, loss: 1.6619 2023-12-24 04:32:15,700 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 1:30:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 1.5276, loss: 1.5276 2023-12-24 04:32:40,846 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 1:30:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9506, loss_cls: 1.5818, loss: 1.5818 2023-12-24 04:33:06,001 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 1:29:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9375, loss_cls: 1.6211, loss: 1.6211 2023-12-24 04:33:31,147 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 1:29:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9513, loss_cls: 1.5136, loss: 1.5136 2023-12-24 04:33:56,278 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 1:28:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 1.5276, loss: 1.5276 2023-12-24 04:34:21,408 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 1:28:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9531, loss_cls: 1.5232, loss: 1.5232 2023-12-24 04:34:46,540 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 1:27:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.4744, loss: 1.4744 2023-12-24 04:35:11,773 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 1:27:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.4251, loss: 1.4251 2023-12-24 04:35:37,400 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 1:26:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9513, loss_cls: 1.5293, loss: 1.5293 2023-12-24 04:36:02,536 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 1:26:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9356, loss_cls: 1.6257, loss: 1.6257 2023-12-24 04:36:27,732 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 1:26:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9550, loss_cls: 1.5098, loss: 1.5098 2023-12-24 04:36:52,930 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 1:25:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9444, loss_cls: 1.6474, loss: 1.6474 2023-12-24 04:37:18,113 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 1:25:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 1.5590, loss: 1.5590 2023-12-24 04:37:43,289 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 1:24:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.4912, loss: 1.4912 2023-12-24 04:38:08,461 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 1:24:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 1.5019, loss: 1.5019 2023-12-24 04:38:34,042 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 1:23:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 1.6718, loss: 1.6718 2023-12-24 04:38:59,660 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 1:23:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 1.5755, loss: 1.5755 2023-12-24 04:39:25,161 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 1:22:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 1.6382, loss: 1.6382 2023-12-24 04:39:50,720 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 1:22:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 1.5951, loss: 1.5951 2023-12-24 04:40:16,119 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 1:21:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9419, loss_cls: 1.6076, loss: 1.6076 2023-12-24 04:40:41,817 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 1:21:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9375, loss_cls: 1.5573, loss: 1.5573 2023-12-24 04:41:07,433 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 1:20:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9363, loss_cls: 1.6031, loss: 1.6031 2023-12-24 04:41:33,349 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 1:20:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 1.5314, loss: 1.5314 2023-12-24 04:41:59,321 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 1:19:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.4850, loss: 1.4850 2023-12-24 04:42:24,751 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 1:19:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 1.4654, loss: 1.4654 2023-12-24 04:42:50,384 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 1:19:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 1.4769, loss: 1.4769 2023-12-24 04:42:52,381 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-24 04:47:17,742 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:47:18,345 - pyskl - INFO - top1_acc 0.6741 top5_acc 0.9200 2023-12-24 04:47:18,372 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.6741, top5_acc: 0.9200 2023-12-24 04:48:10,933 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 1:19:28, time: 0.526, data_time: 0.275, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 1.4926, loss: 1.4926 2023-12-24 04:48:36,295 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 1:19:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.4526, loss: 1.4526 2023-12-24 04:49:02,015 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 1:18:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.3720, loss: 1.3720 2023-12-24 04:49:27,623 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 1:18:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 1.4697, loss: 1.4697 2023-12-24 04:49:53,116 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 1:17:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 1.4988, loss: 1.4988 2023-12-24 04:50:18,419 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 1:17:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 1.4759, loss: 1.4759 2023-12-24 04:50:43,982 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 1:16:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.4435, loss: 1.4435 2023-12-24 04:51:09,867 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 1:16:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 1.5237, loss: 1.5237 2023-12-24 04:51:35,233 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 1:15:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9556, loss_cls: 1.5039, loss: 1.5039 2023-12-24 04:52:00,428 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 1:15:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 1.5772, loss: 1.5772 2023-12-24 04:52:25,636 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 1:14:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 1.6238, loss: 1.6238 2023-12-24 04:52:50,907 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 1:14:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 1.5889, loss: 1.5889 2023-12-24 04:53:16,401 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 1:13:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.5444, loss: 1.5444 2023-12-24 04:53:41,928 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 1:13:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 1.5176, loss: 1.5176 2023-12-24 04:54:07,444 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 1:12:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 1.4766, loss: 1.4766 2023-12-24 04:54:33,101 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 1:12:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9400, loss_cls: 1.5828, loss: 1.5828 2023-12-24 04:54:58,762 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 1:12:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9575, loss_cls: 1.5148, loss: 1.5148 2023-12-24 04:55:24,445 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 1:11:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 1.4810, loss: 1.4810 2023-12-24 04:55:49,912 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 1:11:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 1.5032, loss: 1.5032 2023-12-24 04:56:15,504 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 1:10:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 1.5703, loss: 1.5703 2023-12-24 04:56:41,191 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 1:10:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 1.4535, loss: 1.4535 2023-12-24 04:57:06,631 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 1:09:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 1.5718, loss: 1.5718 2023-12-24 04:57:32,126 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 1:09:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9456, loss_cls: 1.5552, loss: 1.5552 2023-12-24 04:57:57,825 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 1:08:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 1.5812, loss: 1.5812 2023-12-24 04:58:23,616 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 1:08:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 1.5372, loss: 1.5372 2023-12-24 04:58:49,420 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 1:07:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9419, loss_cls: 1.5437, loss: 1.5437 2023-12-24 04:59:14,979 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 1:07:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 1.5731, loss: 1.5731 2023-12-24 04:59:40,217 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 1:06:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 1.5432, loss: 1.5432 2023-12-24 05:00:05,454 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 1:06:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 1.5238, loss: 1.5238 2023-12-24 05:00:30,928 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 1:06:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9263, loss_cls: 1.6539, loss: 1.6539 2023-12-24 05:00:56,628 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 1:05:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.6093, loss: 1.6093 2023-12-24 05:01:22,176 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 1:05:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 1.5265, loss: 1.5265 2023-12-24 05:01:47,944 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 1:04:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 1.5105, loss: 1.5105 2023-12-24 05:02:13,634 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 1:04:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 1.5631, loss: 1.5631 2023-12-24 05:02:15,609 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-24 05:06:40,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:06:41,526 - pyskl - INFO - top1_acc 0.7235 top5_acc 0.9360 2023-12-24 05:06:41,532 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_40.pth was removed 2023-12-24 05:06:41,748 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2023-12-24 05:06:41,749 - pyskl - INFO - Best top1_acc is 0.7235 at 49 epoch. 2023-12-24 05:06:41,775 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7235, top5_acc: 0.9360 2023-12-24 05:07:34,521 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 1:04:37, time: 0.527, data_time: 0.271, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 1.3569, loss: 1.3569 2023-12-24 05:08:00,006 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 1:04:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 1.4224, loss: 1.4224 2023-12-24 05:08:25,847 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 1:03:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9487, loss_cls: 1.5247, loss: 1.5247 2023-12-24 05:08:51,412 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 1:03:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9387, loss_cls: 1.5076, loss: 1.5076 2023-12-24 05:09:16,606 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 1:02:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9375, loss_cls: 1.6007, loss: 1.6007 2023-12-24 05:09:41,756 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 1:02:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.4958, loss: 1.4958 2023-12-24 05:10:06,920 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 1:01:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 1.4422, loss: 1.4422 2023-12-24 05:10:32,226 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 1:01:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 1.4856, loss: 1.4856 2023-12-24 05:10:57,634 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 1:00:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9519, loss_cls: 1.5054, loss: 1.5054 2023-12-24 05:11:23,265 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 1:00:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 1.5895, loss: 1.5895 2023-12-24 05:11:48,529 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 0:59:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 1.5137, loss: 1.5137 2023-12-24 05:12:13,985 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 0:59:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 1.5510, loss: 1.5510 2023-12-24 05:12:39,350 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 0:59:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 1.5233, loss: 1.5233 2023-12-24 05:13:04,899 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 0:58:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 1.5422, loss: 1.5422 2023-12-24 05:13:30,106 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 0:58:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 1.4924, loss: 1.4924 2023-12-24 05:13:55,312 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 0:57:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9613, loss_cls: 1.4371, loss: 1.4371 2023-12-24 05:14:20,844 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 0:57:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 1.5093, loss: 1.5093 2023-12-24 05:14:46,296 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 0:56:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 1.4591, loss: 1.4591 2023-12-24 05:15:11,766 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 0:56:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9556, loss_cls: 1.4212, loss: 1.4212 2023-12-24 05:15:37,090 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 0:55:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.5083, loss: 1.5083 2023-12-24 05:16:02,507 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 0:55:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 1.4213, loss: 1.4213 2023-12-24 05:16:28,065 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 0:54:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 1.4670, loss: 1.4670 2023-12-24 05:16:53,504 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 0:54:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 1.6152, loss: 1.6152 2023-12-24 05:17:18,968 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 0:53:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 1.4756, loss: 1.4756 2023-12-24 05:17:44,627 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 0:53:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.5130, loss: 1.5130 2023-12-24 05:18:10,066 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 0:52:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 1.5646, loss: 1.5646 2023-12-24 05:18:35,700 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 0:52:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 1.5742, loss: 1.5742 2023-12-24 05:19:01,419 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 0:52:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 1.5209, loss: 1.5209 2023-12-24 05:19:27,085 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 0:51:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 1.5587, loss: 1.5587 2023-12-24 05:19:52,812 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 0:51:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9400, loss_cls: 1.6566, loss: 1.6566 2023-12-24 05:20:18,615 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 0:50:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.5501, loss: 1.5501 2023-12-24 05:20:44,491 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 0:50:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9306, loss_cls: 1.6253, loss: 1.6253 2023-12-24 05:21:10,264 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 0:49:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 1.5908, loss: 1.5908 2023-12-24 05:21:35,895 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 0:49:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 1.4485, loss: 1.4485 2023-12-24 05:21:37,818 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-24 05:26:03,938 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:26:04,544 - pyskl - INFO - top1_acc 0.7266 top5_acc 0.9381 2023-12-24 05:26:04,548 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_49.pth was removed 2023-12-24 05:26:04,763 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2023-12-24 05:26:04,765 - pyskl - INFO - Best top1_acc is 0.7266 at 50 epoch. 2023-12-24 05:26:04,791 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7266, top5_acc: 0.9381 2023-12-24 05:26:57,180 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 0:49:42, time: 0.524, data_time: 0.269, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9600, loss_cls: 1.4641, loss: 1.4641 2023-12-24 05:27:22,579 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 0:49:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 1.3900, loss: 1.3900 2023-12-24 05:27:48,421 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 0:48:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 1.4344, loss: 1.4344 2023-12-24 05:28:13,773 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 0:48:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 1.4913, loss: 1.4913 2023-12-24 05:28:39,221 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 0:47:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 1.4923, loss: 1.4923 2023-12-24 05:29:04,485 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 0:47:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 1.5214, loss: 1.5214 2023-12-24 05:29:29,857 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 0:46:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9531, loss_cls: 1.4879, loss: 1.4879 2023-12-24 05:29:55,517 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 0:46:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 1.4426, loss: 1.4426 2023-12-24 05:30:21,310 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 0:46:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.5027, loss: 1.5027 2023-12-24 05:30:46,673 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 0:45:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 1.4303, loss: 1.4303 2023-12-24 05:31:12,389 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 0:45:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.3792, loss: 1.3792 2023-12-24 05:31:37,992 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 0:44:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.4883, loss: 1.4883 2023-12-24 05:32:03,385 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 0:44:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 1.4623, loss: 1.4623 2023-12-24 05:32:28,858 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 0:43:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 1.5273, loss: 1.5273 2023-12-24 05:32:54,451 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 0:43:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.4414, loss: 1.4414 2023-12-24 05:33:20,186 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 0:42:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 1.5083, loss: 1.5083 2023-12-24 05:33:45,845 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 0:42:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.4860, loss: 1.4860 2023-12-24 05:34:11,237 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 0:41:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 1.4750, loss: 1.4750 2023-12-24 05:34:36,505 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 0:41:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.5456, loss: 1.5456 2023-12-24 05:35:01,885 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 0:40:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 1.5517, loss: 1.5517 2023-12-24 05:35:27,408 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 0:40:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 1.5651, loss: 1.5651 2023-12-24 05:35:52,804 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 0:40:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 1.4935, loss: 1.4935 2023-12-24 05:36:18,077 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 0:39:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9400, loss_cls: 1.5921, loss: 1.5921 2023-12-24 05:36:43,470 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 0:39:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 1.4726, loss: 1.4726 2023-12-24 05:37:08,686 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 0:38:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9456, loss_cls: 1.5632, loss: 1.5632 2023-12-24 05:37:33,900 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 0:38:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 1.4656, loss: 1.4656 2023-12-24 05:37:59,523 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 0:37:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.5016, loss: 1.5016 2023-12-24 05:38:25,065 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 0:37:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9437, loss_cls: 1.5506, loss: 1.5506 2023-12-24 05:38:50,396 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 0:36:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 1.4997, loss: 1.4997 2023-12-24 05:39:16,304 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 0:36:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9387, loss_cls: 1.5085, loss: 1.5085 2023-12-24 05:39:41,993 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 0:35:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9475, loss_cls: 1.5347, loss: 1.5347 2023-12-24 05:40:07,521 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 0:35:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 1.5164, loss: 1.5164 2023-12-24 05:40:33,212 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 0:34:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 1.5554, loss: 1.5554 2023-12-24 05:40:59,124 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 0:34:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 1.5774, loss: 1.5774 2023-12-24 05:41:01,102 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-24 05:45:26,970 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:45:27,573 - pyskl - INFO - top1_acc 0.7032 top5_acc 0.9320 2023-12-24 05:45:27,599 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7032, top5_acc: 0.9320 2023-12-24 05:46:20,584 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 0:34:49, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.4535, loss: 1.4535 2023-12-24 05:46:45,927 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 0:34:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 1.4040, loss: 1.4040 2023-12-24 05:47:11,284 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 0:33:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 1.5099, loss: 1.5099 2023-12-24 05:47:36,451 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 0:33:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.4470, loss: 1.4470 2023-12-24 05:48:01,606 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 0:32:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9569, loss_cls: 1.4678, loss: 1.4678 2023-12-24 05:48:26,753 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 0:32:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.5506, loss: 1.5506 2023-12-24 05:48:51,931 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 0:32:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9437, loss_cls: 1.4998, loss: 1.4998 2023-12-24 05:49:17,367 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 0:31:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.4785, loss: 1.4785 2023-12-24 05:49:42,975 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 0:31:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9513, loss_cls: 1.5362, loss: 1.5362 2023-12-24 05:50:08,514 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 0:30:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 1.4740, loss: 1.4740 2023-12-24 05:50:33,963 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 0:30:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 1.4449, loss: 1.4449 2023-12-24 05:50:59,825 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 0:29:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 1.4643, loss: 1.4643 2023-12-24 05:51:25,147 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 0:29:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9425, loss_cls: 1.4694, loss: 1.4694 2023-12-24 05:51:50,643 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 0:28:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.5068, loss: 1.5068 2023-12-24 05:52:16,166 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 0:28:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 1.5384, loss: 1.5384 2023-12-24 05:52:41,586 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 0:27:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.5637, loss: 1.5637 2023-12-24 05:53:07,102 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 0:27:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9519, loss_cls: 1.5149, loss: 1.5149 2023-12-24 05:53:32,593 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 0:26:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 1.4318, loss: 1.4318 2023-12-24 05:53:58,095 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 0:26:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.4811, loss: 1.4811 2023-12-24 05:54:23,477 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 0:26:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 1.5376, loss: 1.5376 2023-12-24 05:54:48,796 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 0:25:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.4221, loss: 1.4221 2023-12-24 05:55:14,295 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 0:25:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9569, loss_cls: 1.4634, loss: 1.4634 2023-12-24 05:55:39,742 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 0:24:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 1.5775, loss: 1.5775 2023-12-24 05:56:05,566 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 0:24:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.5943, loss: 1.5943 2023-12-24 05:56:31,333 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 0:23:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.5284, loss: 1.5284 2023-12-24 05:56:56,736 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 0:23:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 1.4145, loss: 1.4145 2023-12-24 05:57:22,638 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 0:22:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.5871, loss: 1.5871 2023-12-24 05:57:48,111 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 0:22:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 1.4649, loss: 1.4649 2023-12-24 05:58:13,780 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 0:21:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.4654, loss: 1.4654 2023-12-24 05:58:39,515 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 0:21:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9494, loss_cls: 1.5047, loss: 1.5047 2023-12-24 05:59:05,498 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 0:20:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9581, loss_cls: 1.4361, loss: 1.4361 2023-12-24 05:59:31,127 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 0:20:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 1.4062, loss: 1.4062 2023-12-24 05:59:57,504 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 0:20:05, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 1.5010, loss: 1.5010 2023-12-24 06:00:23,204 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 0:19:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.4842, loss: 1.4842 2023-12-24 06:00:25,256 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-24 06:04:50,381 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:04:50,984 - pyskl - INFO - top1_acc 0.6542 top5_acc 0.9089 2023-12-24 06:04:51,010 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.6542, top5_acc: 0.9089 2023-12-24 06:05:43,832 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 0:19:58, time: 0.528, data_time: 0.274, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 1.4407, loss: 1.4407 2023-12-24 06:06:09,511 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 0:19:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.4993, loss: 1.4993 2023-12-24 06:06:35,160 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 0:19:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.3923, loss: 1.3923 2023-12-24 06:07:00,712 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 0:18:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.5100, loss: 1.5100 2023-12-24 06:07:26,005 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 0:18:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 1.3767, loss: 1.3767 2023-12-24 06:07:51,234 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 0:17:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 1.5117, loss: 1.5117 2023-12-24 06:08:16,784 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 0:17:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.4327, loss: 1.4327 2023-12-24 06:08:42,395 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 0:16:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.4292, loss: 1.4292 2023-12-24 06:09:07,682 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 0:16:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 1.4583, loss: 1.4583 2023-12-24 06:09:32,843 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 0:15:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9506, loss_cls: 1.4700, loss: 1.4700 2023-12-24 06:09:57,995 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 0:15:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 1.4535, loss: 1.4535 2023-12-24 06:10:23,220 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 0:14:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.5460, loss: 1.5460 2023-12-24 06:10:48,512 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 0:14:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9306, loss_cls: 1.6374, loss: 1.6374 2023-12-24 06:11:14,054 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 0:13:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.5016, loss: 1.5016 2023-12-24 06:11:39,328 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 0:13:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 1.5067, loss: 1.5067 2023-12-24 06:12:05,051 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 0:13:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9406, loss_cls: 1.5245, loss: 1.5245 2023-12-24 06:12:30,493 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 0:12:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 1.4552, loss: 1.4552 2023-12-24 06:12:56,079 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 0:12:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 1.5666, loss: 1.5666 2023-12-24 06:13:21,490 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 0:11:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.4774, loss: 1.4774 2023-12-24 06:13:46,866 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 0:11:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 1.4664, loss: 1.4664 2023-12-24 06:14:12,340 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 0:10:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.4457, loss: 1.4457 2023-12-24 06:14:37,558 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 0:10:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9519, loss_cls: 1.4607, loss: 1.4607 2023-12-24 06:15:03,016 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 0:09:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 1.4473, loss: 1.4473 2023-12-24 06:15:28,714 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 0:09:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9606, loss_cls: 1.4294, loss: 1.4294 2023-12-24 06:15:54,435 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 0:08:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.5156, loss: 1.5156 2023-12-24 06:16:20,245 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 0:08:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 1.4833, loss: 1.4833 2023-12-24 06:16:45,903 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 0:07:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 1.5033, loss: 1.5033 2023-12-24 06:17:11,395 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 0:07:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 1.4804, loss: 1.4804 2023-12-24 06:17:37,063 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 0:07:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.4478, loss: 1.4478 2023-12-24 06:18:02,837 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 0:06:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9381, loss_cls: 1.4101, loss: 1.4101 2023-12-24 06:18:28,626 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 0:06:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.4206, loss: 1.4206 2023-12-24 06:18:54,364 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 0:05:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 1.4795, loss: 1.4795 2023-12-24 06:19:20,018 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 0:05:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 1.4415, loss: 1.4415 2023-12-24 06:19:45,784 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 0:04:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 1.5889, loss: 1.5889 2023-12-24 06:19:47,781 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-24 06:24:12,375 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:24:12,986 - pyskl - INFO - top1_acc 0.7168 top5_acc 0.9340 2023-12-24 06:24:13,014 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7168, top5_acc: 0.9340 2023-12-24 06:25:06,031 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 0:05:05, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 1.3532, loss: 1.3532 2023-12-24 06:25:31,507 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 0:04:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 1.4904, loss: 1.4904 2023-12-24 06:25:57,244 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 0:04:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 1.4103, loss: 1.4103 2023-12-24 06:26:22,627 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 0:03:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 1.5319, loss: 1.5319 2023-12-24 06:26:47,905 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 0:03:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 1.4575, loss: 1.4575 2023-12-24 06:27:13,440 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 0:02:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.4157, loss: 1.4157 2023-12-24 06:27:38,804 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 0:02:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 1.5104, loss: 1.5104 2023-12-24 06:28:04,002 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 0:01:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 1.4062, loss: 1.4062 2023-12-24 06:28:29,552 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 0:01:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.4354, loss: 1.4354 2023-12-24 06:28:54,741 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 0:00:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.4431, loss: 1.4431 2023-12-24 06:29:20,183 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 0:00:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 1.5978, loss: 1.5978 2023-12-24 06:29:45,704 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 0:00:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9500, loss_cls: 1.5327, loss: 1.5327 2023-12-24 06:30:11,232 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 23:59:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 1.4180, loss: 1.4180 2023-12-24 06:30:36,891 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 23:59:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.4492, loss: 1.4492 2023-12-24 06:31:02,310 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 23:58:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 1.3237, loss: 1.3237 2023-12-24 06:31:27,952 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 23:58:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 1.4525, loss: 1.4525 2023-12-24 06:31:53,342 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 23:57:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.4794, loss: 1.4794 2023-12-24 06:32:18,815 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 23:57:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.4709, loss: 1.4709 2023-12-24 06:32:44,439 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 23:56:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9444, loss_cls: 1.4558, loss: 1.4558 2023-12-24 06:33:10,008 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 23:56:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 1.4561, loss: 1.4561 2023-12-24 06:33:35,529 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 23:55:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9531, loss_cls: 1.5356, loss: 1.5356 2023-12-24 06:34:01,042 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 23:55:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.4836, loss: 1.4836 2023-12-24 06:34:26,850 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 23:54:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 1.3935, loss: 1.3935 2023-12-24 06:34:52,619 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 23:54:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.4772, loss: 1.4772 2023-12-24 06:35:18,404 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 23:54:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 1.4512, loss: 1.4512 2023-12-24 06:35:44,074 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 23:53:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 1.4654, loss: 1.4654 2023-12-24 06:36:09,705 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 23:53:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 1.4981, loss: 1.4981 2023-12-24 06:36:35,379 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 23:52:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9419, loss_cls: 1.6048, loss: 1.6048 2023-12-24 06:37:01,292 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 23:52:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 1.4596, loss: 1.4596 2023-12-24 06:37:26,987 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 23:51:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9413, loss_cls: 1.5371, loss: 1.5371 2023-12-24 06:37:52,673 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 23:51:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 1.5931, loss: 1.5931 2023-12-24 06:38:18,273 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 23:50:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 1.3651, loss: 1.3651 2023-12-24 06:38:44,097 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 23:50:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.5383, loss: 1.5383 2023-12-24 06:39:09,832 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 23:49:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.4656, loss: 1.4656 2023-12-24 06:39:11,809 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-24 06:43:36,947 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:43:37,557 - pyskl - INFO - top1_acc 0.6784 top5_acc 0.9176 2023-12-24 06:43:37,587 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.6784, top5_acc: 0.9176 2023-12-24 06:44:30,229 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 23:50:15, time: 0.526, data_time: 0.272, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 1.4786, loss: 1.4786 2023-12-24 06:44:55,681 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 23:49:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 1.3807, loss: 1.3807 2023-12-24 06:45:21,366 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 23:49:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.4625, loss: 1.4625 2023-12-24 06:45:46,983 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 23:48:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 1.4332, loss: 1.4332 2023-12-24 06:46:12,294 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 23:48:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9600, loss_cls: 1.4102, loss: 1.4102 2023-12-24 06:46:37,841 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 23:47:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 1.3984, loss: 1.3984 2023-12-24 06:47:03,463 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 23:47:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9619, loss_cls: 1.4057, loss: 1.4057 2023-12-24 06:47:29,560 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 23:47:03, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 1.4086, loss: 1.4086 2023-12-24 06:47:55,060 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 23:46:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.4166, loss: 1.4166 2023-12-24 06:48:20,457 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 23:46:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 1.4838, loss: 1.4838 2023-12-24 06:48:45,884 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 23:45:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 1.4698, loss: 1.4698 2023-12-24 06:49:11,368 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 23:45:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9450, loss_cls: 1.4129, loss: 1.4129 2023-12-24 06:49:36,788 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 23:44:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9419, loss_cls: 1.4653, loss: 1.4653 2023-12-24 06:50:02,125 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 23:44:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.4275, loss: 1.4275 2023-12-24 06:50:27,637 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 23:43:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9369, loss_cls: 1.4657, loss: 1.4657 2023-12-24 06:50:53,359 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 23:43:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9469, loss_cls: 1.4835, loss: 1.4835 2023-12-24 06:51:18,816 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 23:42:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 1.3680, loss: 1.3680 2023-12-24 06:51:44,551 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 23:42:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.4605, loss: 1.4605 2023-12-24 06:52:10,395 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 23:42:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 1.4752, loss: 1.4752 2023-12-24 06:52:35,832 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 23:41:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9519, loss_cls: 1.4679, loss: 1.4679 2023-12-24 06:53:01,338 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 23:41:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9487, loss_cls: 1.5326, loss: 1.5326 2023-12-24 06:53:26,607 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 23:40:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.5233, loss: 1.5233 2023-12-24 06:53:51,964 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 23:40:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 1.5388, loss: 1.5388 2023-12-24 06:54:17,768 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 23:39:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.4241, loss: 1.4241 2023-12-24 06:54:43,233 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 23:39:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 1.5403, loss: 1.5403 2023-12-24 06:55:08,957 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 23:38:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.3881, loss: 1.3881 2023-12-24 06:55:34,752 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 23:38:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 1.5507, loss: 1.5507 2023-12-24 06:56:00,116 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 23:37:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9575, loss_cls: 1.4940, loss: 1.4940 2023-12-24 06:56:25,871 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 23:37:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 1.5451, loss: 1.5451 2023-12-24 06:56:51,836 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 23:36:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 1.4475, loss: 1.4475 2023-12-24 06:57:17,659 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 23:36:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 1.4179, loss: 1.4179 2023-12-24 06:57:43,719 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 23:36:05, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 1.4650, loss: 1.4650 2023-12-24 06:58:09,709 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 23:35:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.4994, loss: 1.4994 2023-12-24 06:58:35,772 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 23:35:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.4528, loss: 1.4528 2023-12-24 06:58:37,749 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-24 07:03:02,719 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:03:03,328 - pyskl - INFO - top1_acc 0.6964 top5_acc 0.9191 2023-12-24 07:03:03,354 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.6964, top5_acc: 0.9191 2023-12-24 07:03:55,937 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 23:35:28, time: 0.526, data_time: 0.271, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.4646, loss: 1.4646 2023-12-24 07:04:21,702 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 23:35:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 1.3741, loss: 1.3741 2023-12-24 07:04:47,322 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 23:34:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 1.5559, loss: 1.5559 2023-12-24 07:05:12,638 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 23:34:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.3903, loss: 1.3903 2023-12-24 07:05:37,945 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 23:33:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 1.3214, loss: 1.3214 2023-12-24 07:06:03,312 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 23:33:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.3893, loss: 1.3893 2023-12-24 07:06:28,721 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 23:32:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 1.5238, loss: 1.5238 2023-12-24 07:06:54,147 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 23:32:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.3864, loss: 1.3864 2023-12-24 07:07:19,638 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 23:31:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 1.4653, loss: 1.4653 2023-12-24 07:07:45,222 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 23:31:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 1.5553, loss: 1.5553 2023-12-24 07:08:10,385 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 23:30:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 1.4001, loss: 1.4001 2023-12-24 07:08:35,842 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 23:30:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.3907, loss: 1.3907 2023-12-24 07:09:01,519 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 23:29:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.4565, loss: 1.4565 2023-12-24 07:09:27,159 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 23:29:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 1.4742, loss: 1.4742 2023-12-24 07:09:52,890 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 23:29:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.5057, loss: 1.5057 2023-12-24 07:10:18,263 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 23:28:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 1.4904, loss: 1.4904 2023-12-24 07:10:43,415 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 23:28:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 1.5601, loss: 1.5601 2023-12-24 07:11:08,953 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 23:27:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 1.3418, loss: 1.3418 2023-12-24 07:11:34,501 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 23:27:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 1.5355, loss: 1.5355 2023-12-24 07:11:59,832 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 23:26:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.4322, loss: 1.4322 2023-12-24 07:12:25,207 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 23:26:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 1.4770, loss: 1.4770 2023-12-24 07:12:50,816 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 23:25:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.5434, loss: 1.5434 2023-12-24 07:13:16,238 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 23:25:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 1.5168, loss: 1.5168 2023-12-24 07:13:41,798 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 23:24:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 1.4308, loss: 1.4308 2023-12-24 07:14:07,468 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 23:24:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 1.4653, loss: 1.4653 2023-12-24 07:14:33,053 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 23:23:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9594, loss_cls: 1.4158, loss: 1.4158 2023-12-24 07:14:58,548 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 23:23:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.4299, loss: 1.4299 2023-12-24 07:15:24,267 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 23:23:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 1.4139, loss: 1.4139 2023-12-24 07:15:50,037 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 23:22:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 1.5071, loss: 1.5071 2023-12-24 07:16:15,743 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 23:22:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.4465, loss: 1.4465 2023-12-24 07:16:41,670 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 23:21:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.4553, loss: 1.4553 2023-12-24 07:17:07,379 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 23:21:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.5068, loss: 1.5068 2023-12-24 07:17:33,248 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 23:20:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 1.3970, loss: 1.3970 2023-12-24 07:17:59,011 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 23:20:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.5036, loss: 1.5036 2023-12-24 07:18:01,032 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-24 07:22:26,401 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:22:27,004 - pyskl - INFO - top1_acc 0.6994 top5_acc 0.9293 2023-12-24 07:22:27,032 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.6994, top5_acc: 0.9293 2023-12-24 07:23:20,331 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 23:20:37, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 1.3564, loss: 1.3564 2023-12-24 07:23:46,188 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 23:20:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.3417, loss: 1.3417 2023-12-24 07:24:12,111 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 23:19:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.3487, loss: 1.3487 2023-12-24 07:24:37,695 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 23:19:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.3630, loss: 1.3630 2023-12-24 07:25:03,224 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 23:18:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.4998, loss: 1.4998 2023-12-24 07:25:28,474 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 23:18:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9413, loss_cls: 1.4403, loss: 1.4403 2023-12-24 07:25:54,078 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 23:17:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 1.4179, loss: 1.4179 2023-12-24 07:26:19,579 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 23:17:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.3704, loss: 1.3704 2023-12-24 07:26:45,188 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 23:16:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 1.4334, loss: 1.4334 2023-12-24 07:27:10,846 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 23:16:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.4500, loss: 1.4500 2023-12-24 07:27:36,142 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 23:16:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.4066, loss: 1.4066 2023-12-24 07:28:01,417 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 23:15:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 1.4297, loss: 1.4297 2023-12-24 07:28:26,998 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 23:15:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 1.4929, loss: 1.4929 2023-12-24 07:28:52,427 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 23:14:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 1.3771, loss: 1.3771 2023-12-24 07:29:17,889 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 23:14:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.4504, loss: 1.4504 2023-12-24 07:29:43,297 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 23:13:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 1.4715, loss: 1.4715 2023-12-24 07:30:08,833 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 23:13:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.4131, loss: 1.4131 2023-12-24 07:30:34,418 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 23:12:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 1.4795, loss: 1.4795 2023-12-24 07:30:59,836 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 23:12:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 1.4094, loss: 1.4094 2023-12-24 07:31:25,129 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 23:11:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.4751, loss: 1.4751 2023-12-24 07:31:50,548 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 23:11:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 1.4777, loss: 1.4777 2023-12-24 07:32:15,949 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 23:10:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 1.4873, loss: 1.4873 2023-12-24 07:32:41,698 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 23:10:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.4135, loss: 1.4135 2023-12-24 07:33:07,386 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 23:10:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.4439, loss: 1.4439 2023-12-24 07:33:33,233 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 23:09:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.4246, loss: 1.4246 2023-12-24 07:33:59,003 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 23:09:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 1.4462, loss: 1.4462 2023-12-24 07:34:24,706 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 23:08:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 1.4362, loss: 1.4362 2023-12-24 07:34:50,360 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 23:08:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 1.5317, loss: 1.5317 2023-12-24 07:35:15,997 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 23:07:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.3735, loss: 1.3735 2023-12-24 07:35:41,837 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 23:07:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 1.4840, loss: 1.4840 2023-12-24 07:36:07,425 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 23:06:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 1.4319, loss: 1.4319 2023-12-24 07:36:33,147 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 23:06:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.3820, loss: 1.3820 2023-12-24 07:36:59,074 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 23:06:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.5899, loss: 1.5899 2023-12-24 07:37:24,850 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 23:05:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 1.4095, loss: 1.4095 2023-12-24 07:37:26,788 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-24 07:41:52,819 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:41:53,464 - pyskl - INFO - top1_acc 0.6623 top5_acc 0.9037 2023-12-24 07:41:53,492 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.6623, top5_acc: 0.9037 2023-12-24 07:42:48,133 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 23:05:50, time: 0.546, data_time: 0.290, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 1.4248, loss: 1.4248 2023-12-24 07:43:13,955 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 23:05:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.4320, loss: 1.4320 2023-12-24 07:43:40,399 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 23:04:57, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.4149, loss: 1.4149 2023-12-24 07:44:06,660 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 23:04:31, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 1.3792, loss: 1.3792 2023-12-24 07:44:32,526 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 23:04:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9406, loss_cls: 1.4259, loss: 1.4259 2023-12-24 07:44:58,191 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 23:03:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.4164, loss: 1.4164 2023-12-24 07:45:23,960 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 23:03:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.3941, loss: 1.3941 2023-12-24 07:45:49,690 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 23:02:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 1.3491, loss: 1.3491 2023-12-24 07:46:15,352 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 23:02:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 1.4195, loss: 1.4195 2023-12-24 07:46:40,768 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 23:01:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.3653, loss: 1.3653 2023-12-24 07:47:06,732 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 23:01:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.3833, loss: 1.3833 2023-12-24 07:47:32,201 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 23:00:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.4285, loss: 1.4285 2023-12-24 07:47:57,764 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 23:00:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 1.4600, loss: 1.4600 2023-12-24 07:48:23,331 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 22:59:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 1.5210, loss: 1.5210 2023-12-24 07:48:48,894 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 22:59:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 1.4394, loss: 1.4394 2023-12-24 07:49:14,345 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 22:59:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 1.4021, loss: 1.4021 2023-12-24 07:49:39,727 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 22:58:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.4570, loss: 1.4570 2023-12-24 07:50:05,348 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 22:58:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.4023, loss: 1.4023 2023-12-24 07:50:31,130 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 22:57:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 1.4401, loss: 1.4401 2023-12-24 07:50:56,681 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 22:57:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.3596, loss: 1.3596 2023-12-24 07:51:22,240 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 22:56:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.4291, loss: 1.4291 2023-12-24 07:51:47,849 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 22:56:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.4962, loss: 1.4962 2023-12-24 07:52:13,627 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 22:55:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 1.4447, loss: 1.4447 2023-12-24 07:52:39,523 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 22:55:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 1.4429, loss: 1.4429 2023-12-24 07:53:05,336 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 22:54:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.4176, loss: 1.4176 2023-12-24 07:53:30,970 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 22:54:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 1.4551, loss: 1.4551 2023-12-24 07:53:56,749 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 22:54:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.4732, loss: 1.4732 2023-12-24 07:54:22,587 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 22:53:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 1.3938, loss: 1.3938 2023-12-24 07:54:48,511 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 22:53:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 1.5524, loss: 1.5524 2023-12-24 07:55:14,588 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 22:52:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9375, loss_cls: 1.4671, loss: 1.4671 2023-12-24 07:55:40,518 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 22:52:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9363, loss_cls: 1.5064, loss: 1.5064 2023-12-24 07:56:06,056 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 22:51:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 1.3879, loss: 1.3879 2023-12-24 07:56:31,993 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 22:51:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9413, loss_cls: 1.4888, loss: 1.4888 2023-12-24 07:56:57,708 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 22:50:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 1.3948, loss: 1.3948 2023-12-24 07:56:59,731 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-24 08:01:26,336 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:01:26,965 - pyskl - INFO - top1_acc 0.7182 top5_acc 0.9311 2023-12-24 08:01:26,992 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7182, top5_acc: 0.9311 2023-12-24 08:02:23,451 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 22:51:14, time: 0.564, data_time: 0.311, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 1.4078, loss: 1.4078 2023-12-24 08:02:48,924 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 22:50:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 1.3204, loss: 1.3204 2023-12-24 08:03:14,981 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 22:50:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9613, loss_cls: 1.3680, loss: 1.3680 2023-12-24 08:03:40,854 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 22:49:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 1.4296, loss: 1.4296 2023-12-24 08:04:06,752 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 22:49:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 1.3748, loss: 1.3748 2023-12-24 08:04:32,307 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 22:48:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 1.2847, loss: 1.2847 2023-12-24 08:04:58,157 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 22:48:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 1.4122, loss: 1.4122 2023-12-24 08:05:23,787 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 22:48:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.4377, loss: 1.4377 2023-12-24 08:05:49,241 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 22:47:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 1.5085, loss: 1.5085 2023-12-24 08:06:14,669 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 22:47:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 1.4069, loss: 1.4069 2023-12-24 08:06:40,301 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 22:46:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 1.4085, loss: 1.4085 2023-12-24 08:07:05,913 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 22:46:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 1.4445, loss: 1.4445 2023-12-24 08:07:31,412 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 22:45:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9550, loss_cls: 1.4241, loss: 1.4241 2023-12-24 08:07:57,201 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 22:45:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 1.4240, loss: 1.4240 2023-12-24 08:08:22,676 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 22:44:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9463, loss_cls: 1.4276, loss: 1.4276 2023-12-24 08:08:48,249 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 22:44:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9581, loss_cls: 1.4535, loss: 1.4535 2023-12-24 08:09:14,063 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 22:43:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.4475, loss: 1.4475 2023-12-24 08:09:39,588 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 22:43:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 1.3946, loss: 1.3946 2023-12-24 08:10:05,041 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 22:43:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 1.4091, loss: 1.4091 2023-12-24 08:10:30,733 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 22:42:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.4538, loss: 1.4538 2023-12-24 08:10:56,269 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 22:42:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.5032, loss: 1.5032 2023-12-24 08:11:21,734 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 22:41:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.4136, loss: 1.4136 2023-12-24 08:11:47,368 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 22:41:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 1.5101, loss: 1.5101 2023-12-24 08:12:13,188 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 22:40:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 1.2902, loss: 1.2902 2023-12-24 08:12:38,984 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 22:40:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 1.4412, loss: 1.4412 2023-12-24 08:13:04,553 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 22:39:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 1.4392, loss: 1.4392 2023-12-24 08:13:30,044 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 22:39:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 1.3927, loss: 1.3927 2023-12-24 08:13:55,753 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 22:38:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9537, loss_cls: 1.4272, loss: 1.4272 2023-12-24 08:14:21,785 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 22:38:32, time: 0.260, data_time: 0.001, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.4200, loss: 1.4200 2023-12-24 08:14:47,703 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 22:38:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.3558, loss: 1.3558 2023-12-24 08:15:13,717 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 22:37:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 1.4445, loss: 1.4445 2023-12-24 08:15:39,541 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 22:37:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 1.3597, loss: 1.3597 2023-12-24 08:16:05,379 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 22:36:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 1.4072, loss: 1.4072 2023-12-24 08:16:30,993 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 22:36:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.4446, loss: 1.4446 2023-12-24 08:16:33,075 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-24 08:20:59,104 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:20:59,707 - pyskl - INFO - top1_acc 0.7138 top5_acc 0.9305 2023-12-24 08:20:59,734 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7138, top5_acc: 0.9305 2023-12-24 08:21:55,265 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 22:36:33, time: 0.555, data_time: 0.300, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 1.4313, loss: 1.4313 2023-12-24 08:22:20,856 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 22:36:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9537, loss_cls: 1.4804, loss: 1.4804 2023-12-24 08:22:46,753 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 22:35:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 1.3260, loss: 1.3260 2023-12-24 08:23:12,581 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 22:35:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 1.3490, loss: 1.3490 2023-12-24 08:23:38,329 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 22:34:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.4151, loss: 1.4151 2023-12-24 08:24:03,865 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 22:34:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9600, loss_cls: 1.4152, loss: 1.4152 2023-12-24 08:24:29,528 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 22:33:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.3313, loss: 1.3313 2023-12-24 08:24:55,177 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 22:33:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.4333, loss: 1.4333 2023-12-24 08:25:20,516 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 22:32:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 1.4388, loss: 1.4388 2023-12-24 08:25:46,108 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 22:32:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 1.3874, loss: 1.3874 2023-12-24 08:26:11,538 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 22:32:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9644, loss_cls: 1.3612, loss: 1.3612 2023-12-24 08:26:37,081 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 22:31:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 1.3588, loss: 1.3588 2023-12-24 08:27:02,717 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 22:31:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 1.3946, loss: 1.3946 2023-12-24 08:27:28,277 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 22:30:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 1.4101, loss: 1.4101 2023-12-24 08:27:53,803 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 22:30:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 1.3383, loss: 1.3383 2023-12-24 08:28:19,180 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 22:29:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9363, loss_cls: 1.4632, loss: 1.4632 2023-12-24 08:28:44,718 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 22:29:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 1.4499, loss: 1.4499 2023-12-24 08:29:10,137 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 22:28:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 1.2777, loss: 1.2777 2023-12-24 08:29:35,672 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 22:28:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.3855, loss: 1.3855 2023-12-24 08:30:01,029 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 22:27:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 1.4482, loss: 1.4482 2023-12-24 08:30:26,393 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 22:27:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.4188, loss: 1.4188 2023-12-24 08:30:51,972 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 22:26:58, time: 0.256, data_time: 0.001, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 1.3711, loss: 1.3711 2023-12-24 08:31:17,806 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 22:26:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.4931, loss: 1.4931 2023-12-24 08:31:43,767 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 22:26:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 1.5371, loss: 1.5371 2023-12-24 08:32:09,408 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 22:25:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 1.3825, loss: 1.3825 2023-12-24 08:32:35,136 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 22:25:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 1.4903, loss: 1.4903 2023-12-24 08:33:00,820 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 22:24:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 1.3657, loss: 1.3657 2023-12-24 08:33:26,436 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 22:24:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.4383, loss: 1.4383 2023-12-24 08:33:52,267 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 22:23:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 1.3848, loss: 1.3848 2023-12-24 08:34:17,880 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 22:23:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 1.3860, loss: 1.3860 2023-12-24 08:34:43,829 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 22:22:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 1.4878, loss: 1.4878 2023-12-24 08:35:09,533 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 22:22:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.4407, loss: 1.4407 2023-12-24 08:35:35,233 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 22:22:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 1.4304, loss: 1.4304 2023-12-24 08:36:01,087 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 22:21:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9475, loss_cls: 1.4940, loss: 1.4940 2023-12-24 08:36:03,190 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-24 08:40:28,559 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:40:29,160 - pyskl - INFO - top1_acc 0.6664 top5_acc 0.9082 2023-12-24 08:40:29,187 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.6664, top5_acc: 0.9082 2023-12-24 08:41:22,778 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 22:21:45, time: 0.536, data_time: 0.282, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 1.2657, loss: 1.2657 2023-12-24 08:41:48,269 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 22:21:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.3326, loss: 1.3326 2023-12-24 08:42:14,059 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 22:20:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 1.4128, loss: 1.4128 2023-12-24 08:42:39,819 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 22:20:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.4312, loss: 1.4312 2023-12-24 08:43:05,452 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 22:19:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 1.3856, loss: 1.3856 2023-12-24 08:43:30,953 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 22:19:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.3486, loss: 1.3486 2023-12-24 08:43:56,495 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 22:19:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9650, loss_cls: 1.2848, loss: 1.2848 2023-12-24 08:44:22,085 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 22:18:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9487, loss_cls: 1.4168, loss: 1.4168 2023-12-24 08:44:47,487 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 22:18:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.4809, loss: 1.4809 2023-12-24 08:45:12,887 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 22:17:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9406, loss_cls: 1.4790, loss: 1.4790 2023-12-24 08:45:38,593 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 22:17:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.4874, loss: 1.4874 2023-12-24 08:46:04,029 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 22:16:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.4271, loss: 1.4271 2023-12-24 08:46:29,580 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 22:16:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 1.3527, loss: 1.3527 2023-12-24 08:46:55,282 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 22:15:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 1.3944, loss: 1.3944 2023-12-24 08:47:20,729 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 22:15:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.3170, loss: 1.3170 2023-12-24 08:47:46,139 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 22:14:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 1.4366, loss: 1.4366 2023-12-24 08:48:11,928 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 22:14:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 1.3840, loss: 1.3840 2023-12-24 08:48:37,377 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 22:14:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 1.3590, loss: 1.3590 2023-12-24 08:49:02,847 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 22:13:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.3704, loss: 1.3704 2023-12-24 08:49:28,480 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 22:13:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 1.3272, loss: 1.3272 2023-12-24 08:49:53,942 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 22:12:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 1.4159, loss: 1.4159 2023-12-24 08:50:19,614 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 22:12:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 1.2869, loss: 1.2869 2023-12-24 08:50:45,476 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 22:11:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 1.2916, loss: 1.2916 2023-12-24 08:51:11,131 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 22:11:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.4493, loss: 1.4493 2023-12-24 08:51:36,780 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 22:10:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 1.4560, loss: 1.4560 2023-12-24 08:52:02,494 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 22:10:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 1.4500, loss: 1.4500 2023-12-24 08:52:28,066 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 22:09:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 1.4367, loss: 1.4367 2023-12-24 08:52:53,696 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 22:09:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 1.3232, loss: 1.3232 2023-12-24 08:53:19,408 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 22:09:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.4411, loss: 1.4411 2023-12-24 08:53:44,651 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 22:08:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9469, loss_cls: 1.5010, loss: 1.5010 2023-12-24 08:54:10,293 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 22:08:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.4062, loss: 1.4062 2023-12-24 08:54:36,048 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 22:07:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.4427, loss: 1.4427 2023-12-24 08:55:01,761 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 22:07:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.4262, loss: 1.4262 2023-12-24 08:55:27,461 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 22:06:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 1.4023, loss: 1.4023 2023-12-24 08:55:29,637 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-24 08:59:54,365 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:59:54,961 - pyskl - INFO - top1_acc 0.6987 top5_acc 0.9287 2023-12-24 08:59:54,987 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.6987, top5_acc: 0.9287 2023-12-24 09:00:47,640 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 22:06:54, time: 0.526, data_time: 0.272, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.2809, loss: 1.2809 2023-12-24 09:01:13,342 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 22:06:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.3066, loss: 1.3066 2023-12-24 09:01:39,142 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 22:06:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9594, loss_cls: 1.3841, loss: 1.3841 2023-12-24 09:02:04,784 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 22:05:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 1.3207, loss: 1.3207 2023-12-24 09:02:30,394 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 22:05:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.4010, loss: 1.4010 2023-12-24 09:02:56,089 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 22:04:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.3210, loss: 1.3210 2023-12-24 09:03:21,993 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 22:04:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 1.2991, loss: 1.2991 2023-12-24 09:03:47,620 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 22:03:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 1.3137, loss: 1.3137 2023-12-24 09:04:13,056 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 22:03:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.3672, loss: 1.3672 2023-12-24 09:04:38,605 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 22:02:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 1.4902, loss: 1.4902 2023-12-24 09:05:04,128 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 22:02:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 1.3125, loss: 1.3125 2023-12-24 09:05:29,660 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 22:01:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 1.4055, loss: 1.4055 2023-12-24 09:05:55,214 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 22:01:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 1.4045, loss: 1.4045 2023-12-24 09:06:20,641 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 22:01:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.4058, loss: 1.4058 2023-12-24 09:06:46,294 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 22:00:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.3823, loss: 1.3823 2023-12-24 09:07:11,725 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 22:00:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.3929, loss: 1.3929 2023-12-24 09:07:37,058 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 21:59:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 1.4403, loss: 1.4403 2023-12-24 09:08:02,523 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 21:59:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 1.4467, loss: 1.4467 2023-12-24 09:08:28,156 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 21:58:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 1.4054, loss: 1.4054 2023-12-24 09:08:53,698 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 21:58:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 1.3884, loss: 1.3884 2023-12-24 09:09:19,130 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 21:57:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 1.4856, loss: 1.4856 2023-12-24 09:09:44,732 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 21:57:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 1.3721, loss: 1.3721 2023-12-24 09:10:10,240 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 21:56:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.3600, loss: 1.3600 2023-12-24 09:10:35,971 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 21:56:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 1.4166, loss: 1.4166 2023-12-24 09:11:01,785 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 21:56:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 1.4093, loss: 1.4093 2023-12-24 09:11:27,310 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 21:55:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.4792, loss: 1.4792 2023-12-24 09:11:52,653 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 21:55:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.5038, loss: 1.5038 2023-12-24 09:12:18,353 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 21:54:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.4495, loss: 1.4495 2023-12-24 09:12:44,127 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 21:54:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 1.4067, loss: 1.4067 2023-12-24 09:13:09,886 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 21:53:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 1.4526, loss: 1.4526 2023-12-24 09:13:35,712 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 21:53:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.3989, loss: 1.3989 2023-12-24 09:14:01,486 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 21:52:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.4249, loss: 1.4249 2023-12-24 09:14:27,200 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 21:52:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 1.4582, loss: 1.4582 2023-12-24 09:14:52,420 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 21:51:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9475, loss_cls: 1.4014, loss: 1.4014 2023-12-24 09:14:54,350 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-24 09:19:19,859 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:19:20,457 - pyskl - INFO - top1_acc 0.7081 top5_acc 0.9355 2023-12-24 09:19:20,483 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7081, top5_acc: 0.9355 2023-12-24 09:20:13,688 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 21:52:04, time: 0.532, data_time: 0.275, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 1.3482, loss: 1.3482 2023-12-24 09:20:39,451 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 21:51:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 1.3112, loss: 1.3112 2023-12-24 09:21:05,387 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 21:51:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.2823, loss: 1.2823 2023-12-24 09:21:30,906 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 21:50:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.3394, loss: 1.3394 2023-12-24 09:21:56,583 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 21:50:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9675, loss_cls: 1.3195, loss: 1.3195 2023-12-24 09:22:22,306 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 21:49:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 1.3342, loss: 1.3342 2023-12-24 09:22:47,735 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 21:49:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.3054, loss: 1.3054 2023-12-24 09:23:13,162 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 21:48:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 1.3028, loss: 1.3028 2023-12-24 09:23:39,136 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 21:48:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.4073, loss: 1.4073 2023-12-24 09:24:04,518 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 21:47:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 1.3713, loss: 1.3713 2023-12-24 09:24:29,761 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 21:47:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 1.4478, loss: 1.4478 2023-12-24 09:24:55,516 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 21:47:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 1.4078, loss: 1.4078 2023-12-24 09:25:20,723 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 21:46:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.3312, loss: 1.3312 2023-12-24 09:25:45,880 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 21:46:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 1.4385, loss: 1.4385 2023-12-24 09:26:11,046 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 21:45:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 1.4548, loss: 1.4548 2023-12-24 09:26:36,403 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 21:45:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.3516, loss: 1.3516 2023-12-24 09:27:01,990 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 21:44:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.3684, loss: 1.3684 2023-12-24 09:27:27,545 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 21:44:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 1.4210, loss: 1.4210 2023-12-24 09:27:53,053 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 21:43:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.3383, loss: 1.3383 2023-12-24 09:28:18,859 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 21:43:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 1.4222, loss: 1.4222 2023-12-24 09:28:44,508 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 21:42:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.3771, loss: 1.3771 2023-12-24 09:29:10,327 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 21:42:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 1.3884, loss: 1.3884 2023-12-24 09:29:35,981 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 21:42:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 1.4666, loss: 1.4666 2023-12-24 09:30:01,608 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 21:41:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 1.4950, loss: 1.4950 2023-12-24 09:30:26,932 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 21:41:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9619, loss_cls: 1.3305, loss: 1.3305 2023-12-24 09:30:52,117 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 21:40:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 1.2670, loss: 1.2670 2023-12-24 09:31:17,285 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 21:40:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 1.4115, loss: 1.4115 2023-12-24 09:31:42,550 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 21:39:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 1.3039, loss: 1.3039 2023-12-24 09:32:08,244 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 21:39:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 1.4293, loss: 1.4293 2023-12-24 09:32:34,093 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 21:38:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.3371, loss: 1.3371 2023-12-24 09:32:59,728 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 21:38:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 1.3882, loss: 1.3882 2023-12-24 09:33:25,555 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 21:37:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9456, loss_cls: 1.4155, loss: 1.4155 2023-12-24 09:33:51,075 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 21:37:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 1.4573, loss: 1.4573 2023-12-24 09:34:16,660 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 21:37:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.4711, loss: 1.4711 2023-12-24 09:34:18,780 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-24 09:38:44,348 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:38:44,956 - pyskl - INFO - top1_acc 0.6498 top5_acc 0.9058 2023-12-24 09:38:44,983 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.6498, top5_acc: 0.9058 2023-12-24 09:39:38,387 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 21:37:11, time: 0.534, data_time: 0.279, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 1.2862, loss: 1.2862 2023-12-24 09:40:03,779 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 21:36:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9581, loss_cls: 1.3773, loss: 1.3773 2023-12-24 09:40:29,371 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 21:36:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.3543, loss: 1.3543 2023-12-24 09:40:54,563 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 21:35:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.3994, loss: 1.3994 2023-12-24 09:41:20,005 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 21:35:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 1.4292, loss: 1.4292 2023-12-24 09:41:45,756 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 21:34:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 1.3171, loss: 1.3171 2023-12-24 09:42:11,221 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 21:34:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 1.3247, loss: 1.3247 2023-12-24 09:42:36,490 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 21:33:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 1.3147, loss: 1.3147 2023-12-24 09:43:01,764 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 21:33:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.4104, loss: 1.4104 2023-12-24 09:43:27,229 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 21:33:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.3411, loss: 1.3411 2023-12-24 09:43:52,756 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 21:32:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.4386, loss: 1.4386 2023-12-24 09:44:18,545 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 21:32:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 1.3136, loss: 1.3136 2023-12-24 09:44:44,198 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 21:31:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 1.3744, loss: 1.3744 2023-12-24 09:45:09,747 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 21:31:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 1.3204, loss: 1.3204 2023-12-24 09:45:35,013 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 21:30:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 1.3838, loss: 1.3838 2023-12-24 09:46:00,632 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 21:30:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.3773, loss: 1.3773 2023-12-24 09:46:26,296 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 21:29:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 1.3500, loss: 1.3500 2023-12-24 09:46:51,958 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 21:29:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 1.3857, loss: 1.3857 2023-12-24 09:47:17,383 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 21:28:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.4138, loss: 1.4138 2023-12-24 09:47:42,964 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 21:28:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 1.4219, loss: 1.4219 2023-12-24 09:48:08,544 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 21:28:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.3339, loss: 1.3339 2023-12-24 09:48:34,160 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 21:27:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.2956, loss: 1.2956 2023-12-24 09:48:59,841 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 21:27:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 1.4059, loss: 1.4059 2023-12-24 09:49:25,670 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 21:26:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.4185, loss: 1.4185 2023-12-24 09:49:51,131 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 21:26:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 1.5011, loss: 1.5011 2023-12-24 09:50:16,651 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 21:25:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 1.4104, loss: 1.4104 2023-12-24 09:50:42,090 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 21:25:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 1.2521, loss: 1.2521 2023-12-24 09:51:07,669 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 21:24:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 1.3570, loss: 1.3570 2023-12-24 09:51:33,465 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 21:24:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 1.2947, loss: 1.2947 2023-12-24 09:51:59,246 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 21:24:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 1.3991, loss: 1.3991 2023-12-24 09:52:25,004 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 21:23:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 1.3668, loss: 1.3668 2023-12-24 09:52:50,838 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 21:23:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 1.3996, loss: 1.3996 2023-12-24 09:53:16,578 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 21:22:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.2902, loss: 1.2902 2023-12-24 09:53:42,176 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 21:22:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9631, loss_cls: 1.3507, loss: 1.3507 2023-12-24 09:53:44,254 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-24 09:58:09,326 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:58:09,930 - pyskl - INFO - top1_acc 0.7146 top5_acc 0.9300 2023-12-24 09:58:09,956 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7146, top5_acc: 0.9300 2023-12-24 09:59:02,887 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 21:22:18, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.4146, loss: 1.4146 2023-12-24 09:59:28,818 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 21:21:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.2719, loss: 1.2719 2023-12-24 09:59:54,602 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 21:21:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 1.3236, loss: 1.3236 2023-12-24 10:00:20,127 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 21:20:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 1.3850, loss: 1.3850 2023-12-24 10:00:45,730 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 21:20:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 1.2166, loss: 1.2166 2023-12-24 10:01:11,009 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 21:20:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 1.2106, loss: 1.2106 2023-12-24 10:01:36,372 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 21:19:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 1.3342, loss: 1.3342 2023-12-24 10:02:01,702 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 21:19:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.2858, loss: 1.2858 2023-12-24 10:02:27,313 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 21:18:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9563, loss_cls: 1.3966, loss: 1.3966 2023-12-24 10:02:52,989 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 21:18:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.3406, loss: 1.3406 2023-12-24 10:03:18,289 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 21:17:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.4219, loss: 1.4219 2023-12-24 10:03:43,873 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 21:17:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 1.4123, loss: 1.4123 2023-12-24 10:04:09,398 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 21:16:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.3749, loss: 1.3749 2023-12-24 10:04:34,914 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 21:16:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 1.2907, loss: 1.2907 2023-12-24 10:05:00,444 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 21:15:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 1.3645, loss: 1.3645 2023-12-24 10:05:25,744 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 21:15:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.3194, loss: 1.3194 2023-12-24 10:05:51,223 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 21:15:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.3389, loss: 1.3389 2023-12-24 10:06:16,478 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 21:14:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 1.2357, loss: 1.2357 2023-12-24 10:06:41,625 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 21:14:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 1.3827, loss: 1.3827 2023-12-24 10:07:06,804 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 21:13:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 1.3699, loss: 1.3699 2023-12-24 10:07:32,053 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 21:13:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 1.2761, loss: 1.2761 2023-12-24 10:07:57,837 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 21:12:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.3998, loss: 1.3998 2023-12-24 10:08:23,718 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 21:12:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.3714, loss: 1.3714 2023-12-24 10:08:49,327 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 21:11:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 1.4237, loss: 1.4237 2023-12-24 10:09:14,869 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 21:11:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 1.3817, loss: 1.3817 2023-12-24 10:09:40,417 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 21:10:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.4194, loss: 1.4194 2023-12-24 10:10:06,246 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 21:10:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.3613, loss: 1.3613 2023-12-24 10:10:31,848 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 21:10:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.2866, loss: 1.2866 2023-12-24 10:10:57,738 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 21:09:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 1.3370, loss: 1.3370 2023-12-24 10:11:23,412 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 21:09:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 1.3563, loss: 1.3563 2023-12-24 10:11:49,408 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 21:08:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 1.3905, loss: 1.3905 2023-12-24 10:12:15,238 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 21:08:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.3592, loss: 1.3592 2023-12-24 10:12:40,756 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 21:07:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 1.3767, loss: 1.3767 2023-12-24 10:13:06,220 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 21:07:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 1.3696, loss: 1.3696 2023-12-24 10:13:08,190 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-24 10:17:34,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:17:34,635 - pyskl - INFO - top1_acc 0.5712 top5_acc 0.8358 2023-12-24 10:17:34,664 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.5712, top5_acc: 0.8358 2023-12-24 10:18:27,382 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 21:07:25, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.3021, loss: 1.3021 2023-12-24 10:18:52,938 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 21:06:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9563, loss_cls: 1.2457, loss: 1.2457 2023-12-24 10:19:18,985 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 21:06:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.2576, loss: 1.2576 2023-12-24 10:19:44,669 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 21:06:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.2761, loss: 1.2761 2023-12-24 10:20:10,271 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 21:05:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.2343, loss: 1.2343 2023-12-24 10:20:35,724 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 21:05:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9631, loss_cls: 1.3487, loss: 1.3487 2023-12-24 10:21:01,376 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 21:04:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 1.3369, loss: 1.3369 2023-12-24 10:21:26,964 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 21:04:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9494, loss_cls: 1.3215, loss: 1.3215 2023-12-24 10:21:52,418 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 21:03:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.3414, loss: 1.3414 2023-12-24 10:22:17,846 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 21:03:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 1.3039, loss: 1.3039 2023-12-24 10:22:43,222 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 21:02:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 1.3159, loss: 1.3159 2023-12-24 10:23:08,940 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 21:02:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9575, loss_cls: 1.4426, loss: 1.4426 2023-12-24 10:23:34,559 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 21:01:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.3391, loss: 1.3391 2023-12-24 10:24:00,287 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 21:01:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 1.3091, loss: 1.3091 2023-12-24 10:24:25,820 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 21:01:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 1.3464, loss: 1.3464 2023-12-24 10:24:51,565 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 21:00:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 1.3846, loss: 1.3846 2023-12-24 10:25:17,044 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 21:00:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 1.3322, loss: 1.3322 2023-12-24 10:25:42,558 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 20:59:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.2827, loss: 1.2827 2023-12-24 10:26:08,144 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 20:59:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.2976, loss: 1.2976 2023-12-24 10:26:33,704 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 20:58:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 1.3525, loss: 1.3525 2023-12-24 10:26:59,222 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 20:58:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 1.4594, loss: 1.4594 2023-12-24 10:27:24,925 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 20:57:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.4031, loss: 1.4031 2023-12-24 10:27:50,901 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 20:57:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9369, loss_cls: 1.4961, loss: 1.4961 2023-12-24 10:28:16,635 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 20:57:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.3953, loss: 1.3953 2023-12-24 10:28:42,363 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 20:56:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.3141, loss: 1.3141 2023-12-24 10:29:07,932 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 20:56:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.3934, loss: 1.3934 2023-12-24 10:29:33,641 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 20:55:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.4177, loss: 1.4177 2023-12-24 10:29:59,257 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 20:55:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 1.3800, loss: 1.3800 2023-12-24 10:30:24,952 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 20:54:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 1.3826, loss: 1.3826 2023-12-24 10:30:50,837 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 20:54:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 1.3338, loss: 1.3338 2023-12-24 10:31:16,612 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 20:53:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 1.3618, loss: 1.3618 2023-12-24 10:31:42,505 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 20:53:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9613, loss_cls: 1.3620, loss: 1.3620 2023-12-24 10:32:08,110 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 20:52:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 1.4053, loss: 1.4053 2023-12-24 10:32:33,309 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 20:52:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 1.4059, loss: 1.4059 2023-12-24 10:32:35,535 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-24 10:37:01,166 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:37:01,774 - pyskl - INFO - top1_acc 0.7300 top5_acc 0.9351 2023-12-24 10:37:01,779 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_50.pth was removed 2023-12-24 10:37:01,996 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. 2023-12-24 10:37:01,998 - pyskl - INFO - Best top1_acc is 0.7300 at 66 epoch. 2023-12-24 10:37:02,025 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7300, top5_acc: 0.9351 2023-12-24 10:37:54,845 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 20:52:34, time: 0.528, data_time: 0.277, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.3423, loss: 1.3423 2023-12-24 10:38:20,317 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 20:52:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 1.2661, loss: 1.2661 2023-12-24 10:38:46,203 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 20:51:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.2576, loss: 1.2576 2023-12-24 10:39:11,990 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 20:51:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 1.2922, loss: 1.2922 2023-12-24 10:39:37,631 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 20:50:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 1.1763, loss: 1.1763 2023-12-24 10:40:03,000 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 20:50:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 1.3063, loss: 1.3063 2023-12-24 10:40:28,265 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 20:49:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 1.3157, loss: 1.3157 2023-12-24 10:40:53,700 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 20:49:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 1.2931, loss: 1.2931 2023-12-24 10:41:19,130 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 20:48:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.2846, loss: 1.2846 2023-12-24 10:41:44,498 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 20:48:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 1.3253, loss: 1.3253 2023-12-24 10:42:09,898 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 20:48:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.3409, loss: 1.3409 2023-12-24 10:42:35,276 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 20:47:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.3728, loss: 1.3728 2023-12-24 10:43:01,042 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 20:47:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.3582, loss: 1.3582 2023-12-24 10:43:26,510 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 20:46:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 1.3712, loss: 1.3712 2023-12-24 10:43:52,012 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 20:46:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9487, loss_cls: 1.2848, loss: 1.2848 2023-12-24 10:44:17,179 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 20:45:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 1.3150, loss: 1.3150 2023-12-24 10:44:42,323 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 20:45:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 1.2405, loss: 1.2405 2023-12-24 10:45:07,431 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 20:44:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.2347, loss: 1.2347 2023-12-24 10:45:32,553 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 20:44:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 1.3199, loss: 1.3199 2023-12-24 10:45:57,689 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 20:43:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.4050, loss: 1.4050 2023-12-24 10:46:23,081 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 20:43:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9506, loss_cls: 1.3989, loss: 1.3989 2023-12-24 10:46:48,728 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 20:43:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9450, loss_cls: 1.3590, loss: 1.3590 2023-12-24 10:47:14,517 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 20:42:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.3027, loss: 1.3027 2023-12-24 10:47:40,240 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 20:42:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.2640, loss: 1.2640 2023-12-24 10:48:06,034 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 20:41:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 1.3961, loss: 1.3961 2023-12-24 10:48:31,790 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 20:41:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 1.2949, loss: 1.2949 2023-12-24 10:48:57,578 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 20:40:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.2849, loss: 1.2849 2023-12-24 10:49:23,232 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 20:40:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.3844, loss: 1.3844 2023-12-24 10:49:49,091 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 20:39:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 1.3780, loss: 1.3780 2023-12-24 10:50:15,074 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 20:39:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 1.4470, loss: 1.4470 2023-12-24 10:50:40,911 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 20:38:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 1.3005, loss: 1.3005 2023-12-24 10:51:06,700 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 20:38:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.3089, loss: 1.3089 2023-12-24 10:51:32,281 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 20:38:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 1.4434, loss: 1.4434 2023-12-24 10:51:57,873 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 20:37:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 1.4103, loss: 1.4103 2023-12-24 10:51:59,966 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-24 10:56:25,378 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:56:25,993 - pyskl - INFO - top1_acc 0.7238 top5_acc 0.9357 2023-12-24 10:56:26,020 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7238, top5_acc: 0.9357 2023-12-24 10:57:19,494 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 20:37:41, time: 0.535, data_time: 0.281, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.3394, loss: 1.3394 2023-12-24 10:57:44,903 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 20:37:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.2390, loss: 1.2390 2023-12-24 10:58:10,608 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 20:36:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.2154, loss: 1.2154 2023-12-24 10:58:35,879 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 20:36:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.2569, loss: 1.2569 2023-12-24 10:59:01,046 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 20:35:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.3970, loss: 1.3970 2023-12-24 10:59:26,222 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 20:35:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 1.3915, loss: 1.3915 2023-12-24 10:59:51,414 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 20:34:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 1.3687, loss: 1.3687 2023-12-24 11:00:17,044 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 20:34:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 1.2947, loss: 1.2947 2023-12-24 11:00:42,655 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 20:34:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 1.2424, loss: 1.2424 2023-12-24 11:01:08,328 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 20:33:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.2439, loss: 1.2439 2023-12-24 11:01:33,958 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 20:33:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 1.2586, loss: 1.2586 2023-12-24 11:01:59,471 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 20:32:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 1.3248, loss: 1.3248 2023-12-24 11:02:25,115 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 20:32:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.3058, loss: 1.3058 2023-12-24 11:02:50,801 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 20:31:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 1.2919, loss: 1.2919 2023-12-24 11:03:16,348 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 20:31:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 1.3619, loss: 1.3619 2023-12-24 11:03:41,926 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 20:30:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 1.3665, loss: 1.3665 2023-12-24 11:04:07,482 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 20:30:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 1.2666, loss: 1.2666 2023-12-24 11:04:33,257 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 20:29:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9475, loss_cls: 1.3419, loss: 1.3419 2023-12-24 11:04:58,804 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 20:29:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.3235, loss: 1.3235 2023-12-24 11:05:24,440 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 20:29:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9569, loss_cls: 1.3986, loss: 1.3986 2023-12-24 11:05:50,229 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 20:28:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.3767, loss: 1.3767 2023-12-24 11:06:15,977 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 20:28:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 1.3265, loss: 1.3265 2023-12-24 11:06:41,609 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 20:27:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.3885, loss: 1.3885 2023-12-24 11:07:06,968 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 20:27:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 1.3525, loss: 1.3525 2023-12-24 11:07:32,311 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 20:26:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.3287, loss: 1.3287 2023-12-24 11:07:57,474 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 20:26:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 1.2837, loss: 1.2837 2023-12-24 11:08:22,652 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 20:25:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 1.3219, loss: 1.3219 2023-12-24 11:08:48,231 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 20:25:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 1.4406, loss: 1.4406 2023-12-24 11:09:13,896 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 20:24:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.4213, loss: 1.4213 2023-12-24 11:09:39,618 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 20:24:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.2300, loss: 1.2300 2023-12-24 11:10:05,429 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 20:24:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 1.2431, loss: 1.2431 2023-12-24 11:10:31,220 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 20:23:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 1.3201, loss: 1.3201 2023-12-24 11:10:56,713 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 20:23:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 1.3869, loss: 1.3869 2023-12-24 11:11:22,378 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 20:22:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 1.3484, loss: 1.3484 2023-12-24 11:11:24,547 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-24 11:15:49,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:15:50,529 - pyskl - INFO - top1_acc 0.7157 top5_acc 0.9361 2023-12-24 11:15:50,557 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7157, top5_acc: 0.9361 2023-12-24 11:16:43,868 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 20:22:47, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.2822, loss: 1.2822 2023-12-24 11:17:09,459 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 20:22:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 1.3224, loss: 1.3224 2023-12-24 11:17:35,145 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 20:21:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.2897, loss: 1.2897 2023-12-24 11:18:00,524 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 20:21:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.2099, loss: 1.2099 2023-12-24 11:18:25,892 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 20:20:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.2215, loss: 1.2215 2023-12-24 11:18:51,133 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 20:20:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 1.2253, loss: 1.2253 2023-12-24 11:19:16,584 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 20:20:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.3334, loss: 1.3334 2023-12-24 11:19:41,726 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 20:19:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.3750, loss: 1.3750 2023-12-24 11:20:06,946 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 20:19:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.3024, loss: 1.3024 2023-12-24 11:20:32,152 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 20:18:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 1.2563, loss: 1.2563 2023-12-24 11:20:57,653 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 20:18:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 1.3464, loss: 1.3464 2023-12-24 11:21:23,454 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 20:17:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 1.2474, loss: 1.2474 2023-12-24 11:21:49,073 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 20:17:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.2076, loss: 1.2076 2023-12-24 11:22:14,694 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 20:16:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 1.2701, loss: 1.2701 2023-12-24 11:22:40,181 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 20:16:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.2766, loss: 1.2766 2023-12-24 11:23:05,385 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 20:15:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 1.3182, loss: 1.3182 2023-12-24 11:23:30,564 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 20:15:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 1.4010, loss: 1.4010 2023-12-24 11:23:55,732 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 20:15:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.3736, loss: 1.3736 2023-12-24 11:24:20,921 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 20:14:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 1.3567, loss: 1.3567 2023-12-24 11:24:46,135 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 20:14:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9569, loss_cls: 1.3854, loss: 1.3854 2023-12-24 11:25:11,711 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 20:13:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.3036, loss: 1.3036 2023-12-24 11:25:37,427 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 20:13:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.3135, loss: 1.3135 2023-12-24 11:26:03,158 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 20:12:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.2720, loss: 1.2720 2023-12-24 11:26:28,864 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 20:12:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.2442, loss: 1.2442 2023-12-24 11:26:54,440 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 20:11:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9544, loss_cls: 1.2638, loss: 1.2638 2023-12-24 11:27:20,164 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 20:11:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.3594, loss: 1.3594 2023-12-24 11:27:45,903 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 20:10:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9587, loss_cls: 1.3684, loss: 1.3684 2023-12-24 11:28:11,521 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 20:10:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.3893, loss: 1.3893 2023-12-24 11:28:37,419 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 20:10:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 1.3168, loss: 1.3168 2023-12-24 11:29:03,303 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 20:09:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 1.3605, loss: 1.3605 2023-12-24 11:29:29,132 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 20:09:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 1.3865, loss: 1.3865 2023-12-24 11:29:54,875 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 20:08:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.2825, loss: 1.2825 2023-12-24 11:30:20,755 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 20:08:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 1.2772, loss: 1.2772 2023-12-24 11:30:46,331 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 20:07:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 1.2746, loss: 1.2746 2023-12-24 11:30:48,370 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-24 11:35:13,572 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:35:14,176 - pyskl - INFO - top1_acc 0.6789 top5_acc 0.9176 2023-12-24 11:35:14,202 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.6789, top5_acc: 0.9176 2023-12-24 11:36:06,780 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 20:07:52, time: 0.526, data_time: 0.272, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.2171, loss: 1.2171 2023-12-24 11:36:32,392 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 20:07:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 1.3443, loss: 1.3443 2023-12-24 11:36:57,995 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 20:06:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 1.1844, loss: 1.1844 2023-12-24 11:37:23,840 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 20:06:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 1.3494, loss: 1.3494 2023-12-24 11:37:49,355 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 20:06:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 1.2483, loss: 1.2483 2023-12-24 11:38:14,744 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 20:05:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.2370, loss: 1.2370 2023-12-24 11:38:40,124 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 20:05:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 1.2636, loss: 1.2636 2023-12-24 11:39:05,291 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 20:04:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.3587, loss: 1.3587 2023-12-24 11:39:30,823 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 20:04:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 1.2999, loss: 1.2999 2023-12-24 11:39:56,073 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 20:03:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 1.3794, loss: 1.3794 2023-12-24 11:40:21,675 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 20:03:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 1.2158, loss: 1.2158 2023-12-24 11:40:47,502 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 20:02:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 1.1747, loss: 1.1747 2023-12-24 11:41:13,146 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 20:02:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 1.3010, loss: 1.3010 2023-12-24 11:41:38,700 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 20:01:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.3375, loss: 1.3375 2023-12-24 11:42:04,077 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 20:01:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.2838, loss: 1.2838 2023-12-24 11:42:29,511 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 20:01:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 1.2994, loss: 1.2994 2023-12-24 11:42:54,944 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 20:00:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.3347, loss: 1.3347 2023-12-24 11:43:20,434 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 20:00:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.3286, loss: 1.3286 2023-12-24 11:43:45,864 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 19:59:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.3631, loss: 1.3631 2023-12-24 11:44:11,171 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 19:59:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 1.2434, loss: 1.2434 2023-12-24 11:44:37,067 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 19:58:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 1.3001, loss: 1.3001 2023-12-24 11:45:02,772 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 19:58:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 1.2877, loss: 1.2877 2023-12-24 11:45:28,753 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 19:57:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.3748, loss: 1.3748 2023-12-24 11:45:54,498 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 19:57:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.2708, loss: 1.2708 2023-12-24 11:46:20,140 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 19:57:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.2683, loss: 1.2683 2023-12-24 11:46:45,913 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 19:56:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 1.3036, loss: 1.3036 2023-12-24 11:47:11,365 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 19:56:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 1.3213, loss: 1.3213 2023-12-24 11:47:37,094 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 19:55:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 1.4464, loss: 1.4464 2023-12-24 11:48:02,963 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 19:55:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.3716, loss: 1.3716 2023-12-24 11:48:28,542 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 19:54:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.2979, loss: 1.2979 2023-12-24 11:48:54,565 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 19:54:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.2246, loss: 1.2246 2023-12-24 11:49:20,557 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 19:53:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 1.3143, loss: 1.3143 2023-12-24 11:49:46,150 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 19:53:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.2821, loss: 1.2821 2023-12-24 11:50:11,877 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 19:52:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 1.3269, loss: 1.3269 2023-12-24 11:50:13,855 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-24 11:54:39,975 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:54:40,581 - pyskl - INFO - top1_acc 0.7355 top5_acc 0.9352 2023-12-24 11:54:40,586 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_66.pth was removed 2023-12-24 11:54:40,803 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2023-12-24 11:54:40,805 - pyskl - INFO - Best top1_acc is 0.7355 at 70 epoch. 2023-12-24 11:54:40,830 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7355, top5_acc: 0.9352 2023-12-24 11:55:34,312 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 19:53:01, time: 0.535, data_time: 0.277, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 1.2602, loss: 1.2602 2023-12-24 11:55:59,820 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 19:52:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 1.2845, loss: 1.2845 2023-12-24 11:56:25,738 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 19:52:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.3161, loss: 1.3161 2023-12-24 11:56:51,467 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 19:51:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.2739, loss: 1.2739 2023-12-24 11:57:17,010 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 19:51:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.2054, loss: 1.2054 2023-12-24 11:57:42,667 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 19:50:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 1.2984, loss: 1.2984 2023-12-24 11:58:08,208 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 19:50:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 1.1853, loss: 1.1853 2023-12-24 11:58:33,521 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 19:49:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 1.2984, loss: 1.2984 2023-12-24 11:58:58,977 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 19:49:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.2493, loss: 1.2493 2023-12-24 11:59:24,542 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 19:48:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 1.2864, loss: 1.2864 2023-12-24 11:59:50,213 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 19:48:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.2120, loss: 1.2120 2023-12-24 12:00:15,791 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 19:48:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.2247, loss: 1.2247 2023-12-24 12:00:41,410 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 19:47:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.4154, loss: 1.4154 2023-12-24 12:01:06,918 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 19:47:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.2813, loss: 1.2813 2023-12-24 12:01:32,641 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 19:46:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.2832, loss: 1.2832 2023-12-24 12:01:57,866 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 19:46:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 1.2917, loss: 1.2917 2023-12-24 12:02:23,127 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 19:45:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.3361, loss: 1.3361 2023-12-24 12:02:48,671 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 19:45:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.3003, loss: 1.3003 2023-12-24 12:03:14,213 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 19:44:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.2827, loss: 1.2827 2023-12-24 12:03:39,790 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 19:44:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.2433, loss: 1.2433 2023-12-24 12:04:05,417 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 19:43:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 1.2449, loss: 1.2449 2023-12-24 12:04:30,969 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 19:43:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 1.3935, loss: 1.3935 2023-12-24 12:04:56,630 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 19:43:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 1.2865, loss: 1.2865 2023-12-24 12:05:22,263 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 19:42:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.2765, loss: 1.2765 2023-12-24 12:05:47,868 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 19:42:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 1.3084, loss: 1.3084 2023-12-24 12:06:13,290 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 19:41:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.2431, loss: 1.2431 2023-12-24 12:06:39,527 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 19:41:17, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 1.3092, loss: 1.3092 2023-12-24 12:07:05,519 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 19:40:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 1.2379, loss: 1.2379 2023-12-24 12:07:31,336 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 19:40:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.2377, loss: 1.2377 2023-12-24 12:07:57,080 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 19:39:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 1.3154, loss: 1.3154 2023-12-24 12:08:22,875 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 19:39:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.2249, loss: 1.2249 2023-12-24 12:08:48,681 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 19:39:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9481, loss_cls: 1.3541, loss: 1.3541 2023-12-24 12:09:14,604 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 19:38:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.2639, loss: 1.2639 2023-12-24 12:09:40,459 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 19:38:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.2683, loss: 1.2683 2023-12-24 12:09:42,461 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-24 12:14:08,209 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:14:08,873 - pyskl - INFO - top1_acc 0.7148 top5_acc 0.9256 2023-12-24 12:14:08,899 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7148, top5_acc: 0.9256 2023-12-24 12:15:01,663 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 19:38:10, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 1.2165, loss: 1.2165 2023-12-24 12:15:26,984 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 19:37:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 1.1774, loss: 1.1774 2023-12-24 12:15:52,698 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 19:37:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.1154, loss: 1.1154 2023-12-24 12:16:18,483 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 19:36:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 1.2424, loss: 1.2424 2023-12-24 12:16:43,741 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 19:36:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.2611, loss: 1.2611 2023-12-24 12:17:08,885 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 19:35:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.1409, loss: 1.1409 2023-12-24 12:17:34,194 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 19:35:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 1.3182, loss: 1.3182 2023-12-24 12:17:59,785 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 19:35:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 1.3496, loss: 1.3496 2023-12-24 12:18:25,161 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 19:34:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.2998, loss: 1.2998 2023-12-24 12:18:50,997 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 19:34:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 1.2484, loss: 1.2484 2023-12-24 12:19:16,505 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 19:33:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 1.2168, loss: 1.2168 2023-12-24 12:19:42,100 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 19:33:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 1.2389, loss: 1.2389 2023-12-24 12:20:07,556 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 19:32:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.3218, loss: 1.3218 2023-12-24 12:20:33,045 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 19:32:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 1.3710, loss: 1.3710 2023-12-24 12:20:58,727 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 19:31:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.3394, loss: 1.3394 2023-12-24 12:21:24,526 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 19:31:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 1.2871, loss: 1.2871 2023-12-24 12:21:50,121 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 19:30:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.2560, loss: 1.2560 2023-12-24 12:22:15,463 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 19:30:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.2716, loss: 1.2716 2023-12-24 12:22:40,814 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 19:30:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 1.1977, loss: 1.1977 2023-12-24 12:23:06,451 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 19:29:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9500, loss_cls: 1.2984, loss: 1.2984 2023-12-24 12:23:32,386 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 19:29:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.3182, loss: 1.3182 2023-12-24 12:23:58,358 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 19:28:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 1.2770, loss: 1.2770 2023-12-24 12:24:24,004 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 19:28:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.2521, loss: 1.2521 2023-12-24 12:24:49,529 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 19:27:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.2076, loss: 1.2076 2023-12-24 12:25:15,058 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 19:27:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.2543, loss: 1.2543 2023-12-24 12:25:40,647 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 19:26:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 1.2988, loss: 1.2988 2023-12-24 12:26:06,356 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 19:26:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 1.2855, loss: 1.2855 2023-12-24 12:26:32,367 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 19:26:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.3087, loss: 1.3087 2023-12-24 12:26:58,127 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 19:25:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9519, loss_cls: 1.3377, loss: 1.3377 2023-12-24 12:27:23,847 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 19:25:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 1.3504, loss: 1.3504 2023-12-24 12:27:49,588 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 19:24:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.2739, loss: 1.2739 2023-12-24 12:28:15,170 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 19:24:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.3422, loss: 1.3422 2023-12-24 12:28:40,621 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 19:23:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.3510, loss: 1.3510 2023-12-24 12:29:06,257 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 19:23:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.2905, loss: 1.2905 2023-12-24 12:29:08,287 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-24 12:33:33,704 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:33:34,309 - pyskl - INFO - top1_acc 0.7290 top5_acc 0.9352 2023-12-24 12:33:34,335 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7290, top5_acc: 0.9352 2023-12-24 12:34:27,755 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 19:23:18, time: 0.534, data_time: 0.281, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9537, loss_cls: 1.2107, loss: 1.2107 2023-12-24 12:34:53,184 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 19:22:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.2621, loss: 1.2621 2023-12-24 12:35:18,891 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 19:22:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.1522, loss: 1.1522 2023-12-24 12:35:44,654 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 19:21:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.3209, loss: 1.3209 2023-12-24 12:36:10,167 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 19:21:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9631, loss_cls: 1.1713, loss: 1.1713 2023-12-24 12:36:35,713 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 19:21:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 1.2078, loss: 1.2078 2023-12-24 12:37:01,437 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 19:20:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 1.2835, loss: 1.2835 2023-12-24 12:37:27,002 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 19:20:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9688, loss_cls: 1.2592, loss: 1.2592 2023-12-24 12:37:52,547 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 19:19:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.3251, loss: 1.3251 2023-12-24 12:38:18,014 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 19:19:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.2167, loss: 1.2167 2023-12-24 12:38:43,609 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 19:18:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 1.3246, loss: 1.3246 2023-12-24 12:39:09,131 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 19:18:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.2352, loss: 1.2352 2023-12-24 12:39:34,559 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 19:17:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.2255, loss: 1.2255 2023-12-24 12:39:59,811 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 19:17:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.2573, loss: 1.2573 2023-12-24 12:40:25,390 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 19:16:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 1.2434, loss: 1.2434 2023-12-24 12:40:50,918 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 19:16:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 1.3344, loss: 1.3344 2023-12-24 12:41:16,384 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 19:16:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 1.2668, loss: 1.2668 2023-12-24 12:41:42,018 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 19:15:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.2506, loss: 1.2506 2023-12-24 12:42:07,616 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 19:15:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 1.2857, loss: 1.2857 2023-12-24 12:42:33,225 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 19:14:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 1.2620, loss: 1.2620 2023-12-24 12:42:58,976 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 19:14:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.3653, loss: 1.3653 2023-12-24 12:43:24,906 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 19:13:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.2246, loss: 1.2246 2023-12-24 12:43:50,849 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 19:13:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 1.2358, loss: 1.2358 2023-12-24 12:44:16,294 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 19:12:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.2884, loss: 1.2884 2023-12-24 12:44:41,886 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 19:12:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.2266, loss: 1.2266 2023-12-24 12:45:07,400 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 19:12:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.3030, loss: 1.3030 2023-12-24 12:45:33,046 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 19:11:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 1.2502, loss: 1.2502 2023-12-24 12:45:58,827 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 19:11:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9544, loss_cls: 1.3018, loss: 1.3018 2023-12-24 12:46:24,799 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 19:10:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 1.3129, loss: 1.3129 2023-12-24 12:46:50,644 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 19:10:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.2956, loss: 1.2956 2023-12-24 12:47:16,586 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 19:09:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 1.1932, loss: 1.1932 2023-12-24 12:47:42,264 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 19:09:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 1.1976, loss: 1.1976 2023-12-24 12:48:07,843 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 19:08:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9681, loss_cls: 1.2728, loss: 1.2728 2023-12-24 12:48:33,112 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 19:08:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.2223, loss: 1.2223 2023-12-24 12:48:35,049 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-24 12:53:00,246 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:53:00,855 - pyskl - INFO - top1_acc 0.6998 top5_acc 0.9255 2023-12-24 12:53:00,881 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.6998, top5_acc: 0.9255 2023-12-24 12:53:54,820 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 19:08:27, time: 0.539, data_time: 0.284, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 1.1506, loss: 1.1506 2023-12-24 12:54:20,199 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 19:08:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 1.1184, loss: 1.1184 2023-12-24 12:54:46,162 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 19:07:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 1.2054, loss: 1.2054 2023-12-24 12:55:11,933 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 19:07:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.2198, loss: 1.2198 2023-12-24 12:55:37,352 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 19:06:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 1.1943, loss: 1.1943 2023-12-24 12:56:02,533 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 19:06:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.2201, loss: 1.2201 2023-12-24 12:56:27,889 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 19:05:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 1.2068, loss: 1.2068 2023-12-24 12:56:53,321 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 19:05:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9675, loss_cls: 1.2666, loss: 1.2666 2023-12-24 12:57:18,872 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 19:04:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 1.2244, loss: 1.2244 2023-12-24 12:57:44,332 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 19:04:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 1.3615, loss: 1.3615 2023-12-24 12:58:09,842 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 19:03:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.2097, loss: 1.2097 2023-12-24 12:58:35,303 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 19:03:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.2433, loss: 1.2433 2023-12-24 12:59:00,928 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 19:03:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 1.2363, loss: 1.2363 2023-12-24 12:59:26,636 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 19:02:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 1.3306, loss: 1.3306 2023-12-24 12:59:52,225 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 19:02:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.2195, loss: 1.2195 2023-12-24 13:00:17,765 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 19:01:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 1.1960, loss: 1.1960 2023-12-24 13:00:42,954 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 19:01:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 1.3069, loss: 1.3069 2023-12-24 13:01:08,152 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 19:00:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9738, loss_cls: 1.1967, loss: 1.1967 2023-12-24 13:01:33,356 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 19:00:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 1.2622, loss: 1.2622 2023-12-24 13:01:58,645 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 18:59:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.2383, loss: 1.2383 2023-12-24 13:02:24,402 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 18:59:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.2564, loss: 1.2564 2023-12-24 13:02:49,934 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 18:58:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.1472, loss: 1.1472 2023-12-24 13:03:15,677 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 18:58:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 1.2505, loss: 1.2505 2023-12-24 13:03:41,408 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 18:58:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 1.3460, loss: 1.3460 2023-12-24 13:04:06,908 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 18:57:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 1.2482, loss: 1.2482 2023-12-24 13:04:32,471 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 18:57:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.3146, loss: 1.3146 2023-12-24 13:04:58,235 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 18:56:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 1.3075, loss: 1.3075 2023-12-24 13:05:24,166 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 18:56:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 1.4084, loss: 1.4084 2023-12-24 13:05:50,036 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 18:55:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.2688, loss: 1.2688 2023-12-24 13:06:15,969 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 18:55:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 1.3129, loss: 1.3129 2023-12-24 13:06:41,650 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 18:54:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.3106, loss: 1.3106 2023-12-24 13:07:07,156 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 18:54:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 1.2684, loss: 1.2684 2023-12-24 13:07:32,929 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 18:54:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.2180, loss: 1.2180 2023-12-24 13:07:58,616 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 18:53:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.3060, loss: 1.3060 2023-12-24 13:08:00,659 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-24 13:12:26,676 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:12:27,284 - pyskl - INFO - top1_acc 0.7502 top5_acc 0.9464 2023-12-24 13:12:27,294 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_70.pth was removed 2023-12-24 13:12:27,513 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. 2023-12-24 13:12:27,515 - pyskl - INFO - Best top1_acc is 0.7502 at 74 epoch. 2023-12-24 13:12:27,542 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7502, top5_acc: 0.9464 2023-12-24 13:13:21,110 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 18:53:34, time: 0.536, data_time: 0.280, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 1.0763, loss: 1.0763 2023-12-24 13:13:46,365 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 18:53:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 1.1519, loss: 1.1519 2023-12-24 13:14:11,814 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 18:52:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 1.2067, loss: 1.2067 2023-12-24 13:14:37,472 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 18:52:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 1.1747, loss: 1.1747 2023-12-24 13:15:02,894 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 18:51:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 1.2074, loss: 1.2074 2023-12-24 13:15:28,191 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 18:51:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 1.2801, loss: 1.2801 2023-12-24 13:15:53,349 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 18:50:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 1.1667, loss: 1.1667 2023-12-24 13:16:18,570 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 18:50:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.1781, loss: 1.1781 2023-12-24 13:16:43,752 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 18:49:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 1.2082, loss: 1.2082 2023-12-24 13:17:09,195 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 18:49:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9513, loss_cls: 1.2782, loss: 1.2782 2023-12-24 13:17:34,610 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 18:49:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 1.2770, loss: 1.2770 2023-12-24 13:17:59,838 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 18:48:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 1.1402, loss: 1.1402 2023-12-24 13:18:24,976 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 18:48:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.2061, loss: 1.2061 2023-12-24 13:18:50,192 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 18:47:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 1.2478, loss: 1.2478 2023-12-24 13:19:15,891 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 18:47:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 1.2473, loss: 1.2473 2023-12-24 13:19:41,436 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 18:46:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.3069, loss: 1.3069 2023-12-24 13:20:06,838 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 18:46:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 1.1724, loss: 1.1724 2023-12-24 13:20:32,562 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 18:45:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.3096, loss: 1.3096 2023-12-24 13:20:57,919 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 18:45:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 1.2328, loss: 1.2328 2023-12-24 13:21:23,546 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 18:44:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.2352, loss: 1.2352 2023-12-24 13:21:49,265 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 18:44:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 1.3230, loss: 1.3230 2023-12-24 13:22:14,826 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 18:44:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9513, loss_cls: 1.3545, loss: 1.3545 2023-12-24 13:22:40,072 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 18:43:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.2617, loss: 1.2617 2023-12-24 13:23:05,314 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 18:43:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 1.1854, loss: 1.1854 2023-12-24 13:23:31,075 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 18:42:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 1.2869, loss: 1.2869 2023-12-24 13:23:56,792 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 18:42:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 1.2435, loss: 1.2435 2023-12-24 13:24:22,493 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 18:41:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.2110, loss: 1.2110 2023-12-24 13:24:48,214 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 18:41:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9519, loss_cls: 1.2957, loss: 1.2957 2023-12-24 13:25:14,103 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 18:40:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 1.2793, loss: 1.2793 2023-12-24 13:25:40,283 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 18:40:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.1955, loss: 1.1955 2023-12-24 13:26:06,337 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 18:40:02, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.2634, loss: 1.2634 2023-12-24 13:26:32,208 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 18:39:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.2282, loss: 1.2282 2023-12-24 13:26:57,844 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 18:39:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 1.2149, loss: 1.2149 2023-12-24 13:27:23,899 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 18:38:42, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 1.2318, loss: 1.2318 2023-12-24 13:27:26,011 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-24 13:31:52,395 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:31:52,998 - pyskl - INFO - top1_acc 0.7177 top5_acc 0.9286 2023-12-24 13:31:53,024 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7177, top5_acc: 0.9286 2023-12-24 13:32:46,200 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 18:38:40, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.1351, loss: 1.1351 2023-12-24 13:33:11,615 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 18:38:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 1.2379, loss: 1.2379 2023-12-24 13:33:37,325 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 18:37:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.1746, loss: 1.1746 2023-12-24 13:34:02,936 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 18:37:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.2003, loss: 1.2003 2023-12-24 13:34:28,524 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 18:36:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 1.1459, loss: 1.1459 2023-12-24 13:34:53,894 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 18:36:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 1.1966, loss: 1.1966 2023-12-24 13:35:19,021 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 18:35:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.2453, loss: 1.2453 2023-12-24 13:35:44,178 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 18:35:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 1.1997, loss: 1.1997 2023-12-24 13:36:09,370 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 18:35:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9525, loss_cls: 1.3184, loss: 1.3184 2023-12-24 13:36:34,566 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 18:34:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 1.2181, loss: 1.2181 2023-12-24 13:36:59,706 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 18:34:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.1615, loss: 1.1615 2023-12-24 13:37:24,866 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 18:33:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.1807, loss: 1.1807 2023-12-24 13:37:50,028 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 18:33:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 1.2317, loss: 1.2317 2023-12-24 13:38:15,221 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 18:32:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 1.2270, loss: 1.2270 2023-12-24 13:38:40,919 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 18:32:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.1387, loss: 1.1387 2023-12-24 13:39:06,447 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 18:31:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.1509, loss: 1.1509 2023-12-24 13:39:31,757 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 18:31:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 1.2462, loss: 1.2462 2023-12-24 13:39:57,029 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 18:30:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 1.2132, loss: 1.2132 2023-12-24 13:40:22,680 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 18:30:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 1.1981, loss: 1.1981 2023-12-24 13:40:48,416 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 18:30:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.2445, loss: 1.2445 2023-12-24 13:41:14,232 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 18:29:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 1.3081, loss: 1.3081 2023-12-24 13:41:39,866 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 18:29:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.2437, loss: 1.2437 2023-12-24 13:42:05,494 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 18:28:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.1653, loss: 1.1653 2023-12-24 13:42:31,520 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 18:28:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.3087, loss: 1.3087 2023-12-24 13:42:57,354 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 18:27:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 1.2194, loss: 1.2194 2023-12-24 13:43:23,072 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 18:27:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 1.1951, loss: 1.1951 2023-12-24 13:43:48,837 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 18:26:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.2189, loss: 1.2189 2023-12-24 13:44:14,741 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 18:26:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.1220, loss: 1.1220 2023-12-24 13:44:40,605 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 18:26:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.2534, loss: 1.2534 2023-12-24 13:45:06,059 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 18:25:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 1.1635, loss: 1.1635 2023-12-24 13:45:31,815 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 18:25:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.2344, loss: 1.2344 2023-12-24 13:45:57,207 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 18:24:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 1.2616, loss: 1.2616 2023-12-24 13:46:22,390 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 18:24:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 1.3369, loss: 1.3369 2023-12-24 13:46:47,567 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 18:23:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.3357, loss: 1.3357 2023-12-24 13:46:49,535 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-24 13:51:15,197 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:51:15,802 - pyskl - INFO - top1_acc 0.7055 top5_acc 0.9213 2023-12-24 13:51:15,829 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7055, top5_acc: 0.9213 2023-12-24 13:52:08,998 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 18:23:44, time: 0.532, data_time: 0.275, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.1949, loss: 1.1949 2023-12-24 13:52:34,630 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 18:23:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 1.1426, loss: 1.1426 2023-12-24 13:53:00,430 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 18:22:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.1784, loss: 1.1784 2023-12-24 13:53:26,311 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 18:22:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.2488, loss: 1.2488 2023-12-24 13:53:52,116 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 18:21:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 1.2062, loss: 1.2062 2023-12-24 13:54:17,536 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 18:21:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9738, loss_cls: 1.1940, loss: 1.1940 2023-12-24 13:54:43,225 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 18:21:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.1488, loss: 1.1488 2023-12-24 13:55:08,724 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 18:20:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 1.2039, loss: 1.2039 2023-12-24 13:55:34,007 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 18:20:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.2488, loss: 1.2488 2023-12-24 13:55:59,922 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 18:19:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.1937, loss: 1.1937 2023-12-24 13:56:25,716 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 18:19:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.2475, loss: 1.2475 2023-12-24 13:56:51,590 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 18:18:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 1.3590, loss: 1.3590 2023-12-24 13:57:17,188 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 18:18:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.2560, loss: 1.2560 2023-12-24 13:57:42,956 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 18:17:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 1.2282, loss: 1.2282 2023-12-24 13:58:08,553 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 18:17:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 1.2965, loss: 1.2965 2023-12-24 13:58:34,007 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 18:17:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.2127, loss: 1.2127 2023-12-24 13:58:59,568 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 18:16:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.2061, loss: 1.2061 2023-12-24 13:59:25,101 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 18:16:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 1.1942, loss: 1.1942 2023-12-24 13:59:50,767 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 18:15:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 1.2008, loss: 1.2008 2023-12-24 14:00:16,577 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 18:15:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.1737, loss: 1.1737 2023-12-24 14:00:42,472 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 18:14:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.1756, loss: 1.1756 2023-12-24 14:01:08,268 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 18:14:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.2736, loss: 1.2736 2023-12-24 14:01:33,856 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 18:13:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 1.2712, loss: 1.2712 2023-12-24 14:01:59,646 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 18:13:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.2037, loss: 1.2037 2023-12-24 14:02:25,515 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 18:12:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.2369, loss: 1.2369 2023-12-24 14:02:51,463 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 18:12:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 1.2342, loss: 1.2342 2023-12-24 14:03:17,310 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 18:12:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.2543, loss: 1.2543 2023-12-24 14:03:43,382 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 18:11:39, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 1.2706, loss: 1.2706 2023-12-24 14:04:09,146 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 18:11:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.2849, loss: 1.2849 2023-12-24 14:04:34,923 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 18:10:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 1.1755, loss: 1.1755 2023-12-24 14:05:00,939 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 18:10:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 1.1745, loss: 1.1745 2023-12-24 14:05:26,340 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 18:09:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 1.2186, loss: 1.2186 2023-12-24 14:05:51,552 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 18:09:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 1.2831, loss: 1.2831 2023-12-24 14:06:17,270 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 18:08:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 1.1480, loss: 1.1480 2023-12-24 14:06:19,318 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-24 14:10:44,806 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:10:45,406 - pyskl - INFO - top1_acc 0.7550 top5_acc 0.9464 2023-12-24 14:10:45,411 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_74.pth was removed 2023-12-24 14:10:45,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. 2023-12-24 14:10:45,625 - pyskl - INFO - Best top1_acc is 0.7550 at 77 epoch. 2023-12-24 14:10:45,650 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7550, top5_acc: 0.9464 2023-12-24 14:11:38,975 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 18:08:54, time: 0.533, data_time: 0.277, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 1.0741, loss: 1.0741 2023-12-24 14:12:04,749 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 18:08:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 1.0988, loss: 1.0988 2023-12-24 14:12:30,600 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 18:08:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 1.1850, loss: 1.1850 2023-12-24 14:12:56,274 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 18:07:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.1299, loss: 1.1299 2023-12-24 14:13:21,777 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 18:07:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.1285, loss: 1.1285 2023-12-24 14:13:47,244 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 18:06:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9631, loss_cls: 1.1363, loss: 1.1363 2023-12-24 14:14:12,430 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 18:06:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.1177, loss: 1.1177 2023-12-24 14:14:37,610 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 18:05:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.1596, loss: 1.1596 2023-12-24 14:15:03,193 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 18:05:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 1.1098, loss: 1.1098 2023-12-24 14:15:28,426 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 18:04:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.1803, loss: 1.1803 2023-12-24 14:15:53,599 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 18:04:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 1.1746, loss: 1.1746 2023-12-24 14:16:18,769 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 18:03:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 1.1588, loss: 1.1588 2023-12-24 14:16:44,079 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 18:03:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 1.2571, loss: 1.2571 2023-12-24 14:17:09,777 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 18:03:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 1.1986, loss: 1.1986 2023-12-24 14:17:35,450 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 18:02:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 1.1727, loss: 1.1727 2023-12-24 14:18:01,064 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 18:02:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.2245, loss: 1.2245 2023-12-24 14:18:26,687 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 18:01:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9738, loss_cls: 1.1459, loss: 1.1459 2023-12-24 14:18:52,169 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 18:01:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 1.1874, loss: 1.1874 2023-12-24 14:19:17,641 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 18:00:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.1434, loss: 1.1434 2023-12-24 14:19:43,417 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 18:00:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9550, loss_cls: 1.2326, loss: 1.2326 2023-12-24 14:20:09,260 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 17:59:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 1.2974, loss: 1.2974 2023-12-24 14:20:35,422 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 17:59:27, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 1.1621, loss: 1.1621 2023-12-24 14:21:01,049 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 17:59:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 1.2322, loss: 1.2322 2023-12-24 14:21:26,336 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 17:58:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9600, loss_cls: 1.2037, loss: 1.2037 2023-12-24 14:21:51,599 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 17:58:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.2734, loss: 1.2734 2023-12-24 14:22:16,788 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 17:57:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 1.2548, loss: 1.2548 2023-12-24 14:22:42,038 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 17:57:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 1.2146, loss: 1.2146 2023-12-24 14:23:07,792 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 17:56:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.2728, loss: 1.2728 2023-12-24 14:23:33,511 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 17:56:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.2267, loss: 1.2267 2023-12-24 14:23:59,423 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 17:55:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.2463, loss: 1.2463 2023-12-24 14:24:25,116 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 17:55:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.2076, loss: 1.2076 2023-12-24 14:24:50,537 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 17:54:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 1.1979, loss: 1.1979 2023-12-24 14:25:16,274 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 17:54:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 1.2170, loss: 1.2170 2023-12-24 14:25:41,929 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 17:54:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9569, loss_cls: 1.1920, loss: 1.1920 2023-12-24 14:25:43,933 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-24 14:30:09,704 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:30:10,309 - pyskl - INFO - top1_acc 0.7613 top5_acc 0.9488 2023-12-24 14:30:10,314 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_77.pth was removed 2023-12-24 14:30:10,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. 2023-12-24 14:30:10,527 - pyskl - INFO - Best top1_acc is 0.7613 at 78 epoch. 2023-12-24 14:30:10,553 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7613, top5_acc: 0.9488 2023-12-24 14:31:04,229 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 17:54:00, time: 0.537, data_time: 0.283, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9781, loss_cls: 1.1102, loss: 1.1102 2023-12-24 14:31:29,561 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 17:53:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 1.1521, loss: 1.1521 2023-12-24 14:31:55,298 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 17:53:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.1175, loss: 1.1175 2023-12-24 14:32:20,921 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 17:52:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 1.2016, loss: 1.2016 2023-12-24 14:32:46,530 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 17:52:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9563, loss_cls: 1.2450, loss: 1.2450 2023-12-24 14:33:12,312 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 17:51:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 1.1136, loss: 1.1136 2023-12-24 14:33:37,747 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 17:51:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 1.1971, loss: 1.1971 2023-12-24 14:34:03,287 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 17:50:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 1.2355, loss: 1.2355 2023-12-24 14:34:28,762 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 17:50:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 1.1597, loss: 1.1597 2023-12-24 14:34:54,509 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 17:49:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.1190, loss: 1.1190 2023-12-24 14:35:20,149 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 17:49:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 1.1731, loss: 1.1731 2023-12-24 14:35:45,629 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 17:49:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.1771, loss: 1.1771 2023-12-24 14:36:11,356 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 17:48:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.1291, loss: 1.1291 2023-12-24 14:36:36,818 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 17:48:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 1.1692, loss: 1.1692 2023-12-24 14:37:02,328 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 17:47:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.1250, loss: 1.1250 2023-12-24 14:37:28,128 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 17:47:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 1.1519, loss: 1.1519 2023-12-24 14:37:53,704 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 17:46:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 1.1502, loss: 1.1502 2023-12-24 14:38:18,980 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 17:46:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.1933, loss: 1.1933 2023-12-24 14:38:44,498 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 17:45:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.2073, loss: 1.2073 2023-12-24 14:39:10,108 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 17:45:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.2111, loss: 1.2111 2023-12-24 14:39:35,363 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 17:45:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 1.1982, loss: 1.1982 2023-12-24 14:40:00,549 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 17:44:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.1698, loss: 1.1698 2023-12-24 14:40:25,743 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 17:44:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.2674, loss: 1.2674 2023-12-24 14:40:51,137 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 17:43:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.1688, loss: 1.1688 2023-12-24 14:41:16,663 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 17:43:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 1.2479, loss: 1.2479 2023-12-24 14:41:41,848 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 17:42:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 1.2139, loss: 1.2139 2023-12-24 14:42:07,469 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 17:42:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.2135, loss: 1.2135 2023-12-24 14:42:33,497 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 17:41:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.2485, loss: 1.2485 2023-12-24 14:42:59,021 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 17:41:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 1.1958, loss: 1.1958 2023-12-24 14:43:24,655 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 17:40:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 1.1456, loss: 1.1456 2023-12-24 14:43:50,562 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 17:40:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 1.1939, loss: 1.1939 2023-12-24 14:44:16,123 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 17:40:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.1800, loss: 1.1800 2023-12-24 14:44:41,853 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 17:39:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 1.1516, loss: 1.1516 2023-12-24 14:45:07,452 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 17:39:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.2461, loss: 1.2461 2023-12-24 14:45:09,415 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-24 14:49:35,215 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:49:35,821 - pyskl - INFO - top1_acc 0.7441 top5_acc 0.9410 2023-12-24 14:49:35,848 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7441, top5_acc: 0.9410 2023-12-24 14:50:29,359 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 17:39:06, time: 0.535, data_time: 0.277, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 1.2212, loss: 1.2212 2023-12-24 14:50:54,713 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 17:38:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 1.1261, loss: 1.1261 2023-12-24 14:51:20,383 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 17:38:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 1.1394, loss: 1.1394 2023-12-24 14:51:46,060 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 17:37:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 1.1143, loss: 1.1143 2023-12-24 14:52:11,590 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 17:37:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.1413, loss: 1.1413 2023-12-24 14:52:37,479 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 17:36:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 1.1449, loss: 1.1449 2023-12-24 14:53:02,948 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 17:36:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 1.1630, loss: 1.1630 2023-12-24 14:53:28,729 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 17:35:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 1.0731, loss: 1.0731 2023-12-24 14:53:54,477 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 17:35:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 1.1798, loss: 1.1798 2023-12-24 14:54:20,000 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 17:35:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.1804, loss: 1.1804 2023-12-24 14:54:45,229 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 17:34:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 1.0849, loss: 1.0849 2023-12-24 14:55:10,459 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 17:34:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 1.1317, loss: 1.1317 2023-12-24 14:55:36,043 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 17:33:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.1468, loss: 1.1468 2023-12-24 14:56:01,725 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 17:33:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.1069, loss: 1.1069 2023-12-24 14:56:27,311 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 17:32:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 1.1579, loss: 1.1579 2023-12-24 14:56:52,940 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 17:32:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 1.1858, loss: 1.1858 2023-12-24 14:57:18,823 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 17:31:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 1.2464, loss: 1.2464 2023-12-24 14:57:44,444 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 17:31:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 1.2112, loss: 1.2112 2023-12-24 14:58:10,165 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 17:31:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.1864, loss: 1.1864 2023-12-24 14:58:36,018 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 17:30:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.2173, loss: 1.2173 2023-12-24 14:59:01,848 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 17:30:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 1.1614, loss: 1.1614 2023-12-24 14:59:27,421 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 17:29:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 1.1358, loss: 1.1358 2023-12-24 14:59:52,771 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 17:29:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.1978, loss: 1.1978 2023-12-24 15:00:18,054 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 17:28:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.1633, loss: 1.1633 2023-12-24 15:00:43,268 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 17:28:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.1325, loss: 1.1325 2023-12-24 15:01:08,492 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 17:27:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.1635, loss: 1.1635 2023-12-24 15:01:34,679 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 17:27:26, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 1.2046, loss: 1.2046 2023-12-24 15:02:00,706 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 17:26:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 1.1583, loss: 1.1583 2023-12-24 15:02:26,180 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 17:26:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 1.2012, loss: 1.2012 2023-12-24 15:02:51,913 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 17:26:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.1908, loss: 1.1908 2023-12-24 15:03:17,701 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 17:25:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.2361, loss: 1.2361 2023-12-24 15:03:43,510 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 17:25:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.2672, loss: 1.2672 2023-12-24 15:04:09,471 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 17:24:46, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.1429, loss: 1.1429 2023-12-24 15:04:35,378 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 17:24:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 1.2105, loss: 1.2105 2023-12-24 15:04:37,341 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-24 15:09:02,534 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:09:03,141 - pyskl - INFO - top1_acc 0.7436 top5_acc 0.9430 2023-12-24 15:09:03,167 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7436, top5_acc: 0.9430 2023-12-24 15:09:56,424 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 17:24:14, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 1.1273, loss: 1.1273 2023-12-24 15:10:21,913 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 17:23:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.1199, loss: 1.1199 2023-12-24 15:10:48,203 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 17:23:21, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 1.0847, loss: 1.0847 2023-12-24 15:11:13,777 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 17:22:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 1.0839, loss: 1.0839 2023-12-24 15:11:39,373 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 17:22:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.1609, loss: 1.1609 2023-12-24 15:12:05,065 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 17:22:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 1.1171, loss: 1.1171 2023-12-24 15:12:30,634 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 17:21:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.1184, loss: 1.1184 2023-12-24 15:12:56,358 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 17:21:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 1.1341, loss: 1.1341 2023-12-24 15:13:21,916 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 17:20:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 1.1471, loss: 1.1471 2023-12-24 15:13:47,393 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 17:20:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.1366, loss: 1.1366 2023-12-24 15:14:12,734 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 17:19:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 1.1171, loss: 1.1171 2023-12-24 15:14:37,889 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 17:19:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9706, loss_cls: 1.1756, loss: 1.1756 2023-12-24 15:15:03,065 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 17:18:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 1.1877, loss: 1.1877 2023-12-24 15:15:28,211 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 17:18:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 1.1274, loss: 1.1274 2023-12-24 15:15:53,391 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 17:17:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 1.1701, loss: 1.1701 2023-12-24 15:16:18,872 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 17:17:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 1.1668, loss: 1.1668 2023-12-24 15:16:44,370 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 17:17:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9712, loss_cls: 1.2066, loss: 1.2066 2023-12-24 15:17:09,712 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 17:16:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.1980, loss: 1.1980 2023-12-24 15:17:35,390 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 17:16:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 1.1926, loss: 1.1926 2023-12-24 15:18:01,047 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 17:15:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 1.0939, loss: 1.0939 2023-12-24 15:18:26,880 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 17:15:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.0995, loss: 1.0995 2023-12-24 15:18:52,535 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 17:14:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 1.1215, loss: 1.1215 2023-12-24 15:19:18,079 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 17:14:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 1.1580, loss: 1.1580 2023-12-24 15:19:43,550 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 17:13:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.1402, loss: 1.1402 2023-12-24 15:20:09,344 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 17:13:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 1.1643, loss: 1.1643 2023-12-24 15:20:34,921 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 17:13:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 1.2386, loss: 1.2386 2023-12-24 15:21:00,753 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 17:12:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.2457, loss: 1.2457 2023-12-24 15:21:26,696 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 17:12:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 1.0761, loss: 1.0761 2023-12-24 15:21:52,526 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 17:11:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9600, loss_cls: 1.2120, loss: 1.2120 2023-12-24 15:22:18,291 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 17:11:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 1.2244, loss: 1.2244 2023-12-24 15:22:44,065 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 17:10:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.1944, loss: 1.1944 2023-12-24 15:23:10,246 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 17:10:20, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.1362, loss: 1.1362 2023-12-24 15:23:36,081 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 17:09:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 1.1930, loss: 1.1930 2023-12-24 15:24:01,865 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 17:09:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 1.1231, loss: 1.1231 2023-12-24 15:24:03,916 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-24 15:28:30,362 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:28:30,972 - pyskl - INFO - top1_acc 0.7589 top5_acc 0.9468 2023-12-24 15:28:30,998 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7589, top5_acc: 0.9468 2023-12-24 15:29:24,336 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 17:09:21, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 1.1324, loss: 1.1324 2023-12-24 15:29:49,622 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 17:08:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 1.0907, loss: 1.0907 2023-12-24 15:30:15,375 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 17:08:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 1.0279, loss: 1.0279 2023-12-24 15:30:40,887 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 17:08:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.9642, loss: 0.9642 2023-12-24 15:31:06,223 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 17:07:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 1.0660, loss: 1.0660 2023-12-24 15:31:31,752 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 17:07:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.1490, loss: 1.1490 2023-12-24 15:31:57,256 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 17:06:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 1.0813, loss: 1.0813 2023-12-24 15:32:22,836 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 17:06:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 1.1799, loss: 1.1799 2023-12-24 15:32:48,427 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 17:05:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 1.1555, loss: 1.1555 2023-12-24 15:33:13,951 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 17:05:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.1404, loss: 1.1404 2023-12-24 15:33:39,564 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 17:04:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 1.0997, loss: 1.0997 2023-12-24 15:34:04,978 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 17:04:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.1579, loss: 1.1579 2023-12-24 15:34:30,397 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 17:03:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 1.1592, loss: 1.1592 2023-12-24 15:34:55,841 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 17:03:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 1.1837, loss: 1.1837 2023-12-24 15:35:21,340 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 17:03:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.2052, loss: 1.2052 2023-12-24 15:35:47,006 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 17:02:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.1884, loss: 1.1884 2023-12-24 15:36:12,530 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 17:02:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 1.1679, loss: 1.1679 2023-12-24 15:36:38,072 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 17:01:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 1.2046, loss: 1.2046 2023-12-24 15:37:03,721 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 17:01:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.1397, loss: 1.1397 2023-12-24 15:37:29,674 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 17:00:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.1955, loss: 1.1955 2023-12-24 15:37:55,370 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 17:00:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.2141, loss: 1.2141 2023-12-24 15:38:21,082 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 16:59:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.1688, loss: 1.1688 2023-12-24 15:38:46,663 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 16:59:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.1489, loss: 1.1489 2023-12-24 15:39:13,125 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 16:59:03, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 1.2603, loss: 1.2603 2023-12-24 15:39:38,813 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 16:58:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.1317, loss: 1.1317 2023-12-24 15:40:04,449 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 16:58:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 1.0965, loss: 1.0965 2023-12-24 15:40:30,282 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 16:57:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.1474, loss: 1.1474 2023-12-24 15:40:56,545 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 16:57:16, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9606, loss_cls: 1.1082, loss: 1.1082 2023-12-24 15:41:22,470 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 16:56:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.1562, loss: 1.1562 2023-12-24 15:41:48,186 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 16:56:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.1949, loss: 1.1949 2023-12-24 15:42:13,888 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 16:55:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 1.1363, loss: 1.1363 2023-12-24 15:42:39,598 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 16:55:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 1.1899, loss: 1.1899 2023-12-24 15:43:05,212 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 16:55:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 1.2024, loss: 1.2024 2023-12-24 15:43:31,129 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 16:54:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.1634, loss: 1.1634 2023-12-24 15:43:33,063 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-24 15:47:58,611 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:47:59,257 - pyskl - INFO - top1_acc 0.7588 top5_acc 0.9415 2023-12-24 15:47:59,292 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7588, top5_acc: 0.9415 2023-12-24 15:48:54,880 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 16:54:31, time: 0.556, data_time: 0.301, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 1.0400, loss: 1.0400 2023-12-24 15:49:20,529 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 16:54:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 1.0355, loss: 1.0355 2023-12-24 15:49:46,224 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 16:53:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 1.0445, loss: 1.0445 2023-12-24 15:50:11,912 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 16:53:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 1.0897, loss: 1.0897 2023-12-24 15:50:37,508 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 16:52:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.0761, loss: 1.0761 2023-12-24 15:51:03,044 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 16:52:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.0620, loss: 1.0620 2023-12-24 15:51:28,499 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 16:51:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 1.0958, loss: 1.0958 2023-12-24 15:51:54,160 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 16:51:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 1.1062, loss: 1.1062 2023-12-24 15:52:19,935 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 16:50:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 1.1861, loss: 1.1861 2023-12-24 15:52:45,275 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 16:50:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.0516, loss: 1.0516 2023-12-24 15:53:10,495 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 16:50:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.1297, loss: 1.1297 2023-12-24 15:53:35,695 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 16:49:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.0382, loss: 1.0382 2023-12-24 15:54:00,883 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 16:49:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 1.1866, loss: 1.1866 2023-12-24 15:54:26,091 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 16:48:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.1234, loss: 1.1234 2023-12-24 15:54:51,283 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 16:48:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.1661, loss: 1.1661 2023-12-24 15:55:16,573 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 16:47:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.1313, loss: 1.1313 2023-12-24 15:55:42,275 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 16:47:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.0814, loss: 1.0814 2023-12-24 15:56:07,842 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 16:46:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 1.1682, loss: 1.1682 2023-12-24 15:56:33,512 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 16:46:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 1.1713, loss: 1.1713 2023-12-24 15:56:58,806 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 16:45:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 1.0933, loss: 1.0933 2023-12-24 15:57:24,051 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 16:45:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9569, loss_cls: 1.1655, loss: 1.1655 2023-12-24 15:57:49,282 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 16:45:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.0510, loss: 1.0510 2023-12-24 15:58:14,837 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 16:44:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.1009, loss: 1.1009 2023-12-24 15:58:40,498 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 16:44:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.2318, loss: 1.2318 2023-12-24 15:59:05,894 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 16:43:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 1.0836, loss: 1.0836 2023-12-24 15:59:31,853 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 16:43:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 1.0911, loss: 1.0911 2023-12-24 15:59:57,853 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 16:42:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 1.1738, loss: 1.1738 2023-12-24 16:00:23,884 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 16:42:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.1471, loss: 1.1471 2023-12-24 16:00:50,111 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 16:41:58, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 1.1380, loss: 1.1380 2023-12-24 16:01:15,986 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 16:41:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.2263, loss: 1.2263 2023-12-24 16:01:41,572 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 16:41:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 1.1305, loss: 1.1305 2023-12-24 16:02:07,360 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 16:40:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.1566, loss: 1.1566 2023-12-24 16:02:33,201 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 16:40:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.2298, loss: 1.2298 2023-12-24 16:02:58,892 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 16:39:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 1.1151, loss: 1.1151 2023-12-24 16:03:00,907 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-24 16:07:26,800 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:07:27,404 - pyskl - INFO - top1_acc 0.7367 top5_acc 0.9405 2023-12-24 16:07:27,431 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7367, top5_acc: 0.9405 2023-12-24 16:08:20,977 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 16:39:37, time: 0.535, data_time: 0.278, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 1.0256, loss: 1.0256 2023-12-24 16:08:46,576 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 16:39:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.9843, loss: 0.9843 2023-12-24 16:09:12,038 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 16:38:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.0744, loss: 1.0744 2023-12-24 16:09:37,644 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 16:38:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 1.0802, loss: 1.0802 2023-12-24 16:10:03,076 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 16:37:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.9930, loss: 0.9930 2023-12-24 16:10:28,548 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 16:37:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 1.0866, loss: 1.0866 2023-12-24 16:10:54,219 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 16:36:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.1474, loss: 1.1474 2023-12-24 16:11:19,969 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 16:36:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 1.1186, loss: 1.1186 2023-12-24 16:11:45,462 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 16:36:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 1.0937, loss: 1.0937 2023-12-24 16:12:10,955 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 16:35:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.1679, loss: 1.1679 2023-12-24 16:12:36,181 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 16:35:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 1.0827, loss: 1.0827 2023-12-24 16:13:01,704 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 16:34:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 1.1087, loss: 1.1087 2023-12-24 16:13:27,289 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 16:34:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 1.1232, loss: 1.1232 2023-12-24 16:13:52,974 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 16:33:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.1580, loss: 1.1580 2023-12-24 16:14:18,539 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 16:33:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 1.1261, loss: 1.1261 2023-12-24 16:14:44,127 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 16:32:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 1.1329, loss: 1.1329 2023-12-24 16:15:09,751 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 16:32:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.0156, loss: 1.0156 2023-12-24 16:15:35,488 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 16:32:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.0898, loss: 1.0898 2023-12-24 16:16:01,145 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 16:31:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.1640, loss: 1.1640 2023-12-24 16:16:26,393 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 16:31:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 1.1572, loss: 1.1572 2023-12-24 16:16:51,738 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 16:30:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 1.0850, loss: 1.0850 2023-12-24 16:17:17,412 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 16:30:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.1296, loss: 1.1296 2023-12-24 16:17:43,188 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 16:29:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 1.1834, loss: 1.1834 2023-12-24 16:18:08,835 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 16:29:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 1.0758, loss: 1.0758 2023-12-24 16:18:34,403 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 16:28:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 1.1936, loss: 1.1936 2023-12-24 16:19:00,137 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 16:28:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.1939, loss: 1.1939 2023-12-24 16:19:25,909 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 16:27:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 1.1304, loss: 1.1304 2023-12-24 16:19:51,671 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 16:27:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.1340, loss: 1.1340 2023-12-24 16:20:17,385 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 16:27:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 1.0810, loss: 1.0810 2023-12-24 16:20:43,822 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 16:26:39, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.1645, loss: 1.1645 2023-12-24 16:21:09,611 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 16:26:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 1.1984, loss: 1.1984 2023-12-24 16:21:35,670 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 16:25:46, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 1.1395, loss: 1.1395 2023-12-24 16:22:01,063 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 16:25:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.1455, loss: 1.1455 2023-12-24 16:22:26,387 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 16:24:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 1.2167, loss: 1.2167 2023-12-24 16:22:28,357 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-24 16:26:54,206 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:26:54,810 - pyskl - INFO - top1_acc 0.7537 top5_acc 0.9437 2023-12-24 16:26:54,837 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.7537, top5_acc: 0.9437 2023-12-24 16:27:48,517 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 16:24:45, time: 0.537, data_time: 0.280, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 1.0466, loss: 1.0466 2023-12-24 16:28:14,074 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 16:24:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.9822, loss: 0.9822 2023-12-24 16:28:39,856 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 16:23:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 1.0588, loss: 1.0588 2023-12-24 16:29:05,623 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 16:23:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 1.0762, loss: 1.0762 2023-12-24 16:29:31,077 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 16:22:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.0595, loss: 1.0595 2023-12-24 16:29:56,627 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 16:22:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 1.0428, loss: 1.0428 2023-12-24 16:30:22,397 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 16:22:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 1.0735, loss: 1.0735 2023-12-24 16:30:48,244 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 16:21:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 1.0545, loss: 1.0545 2023-12-24 16:31:13,998 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 16:21:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.0639, loss: 1.0639 2023-12-24 16:31:39,758 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 16:20:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 1.1160, loss: 1.1160 2023-12-24 16:32:05,585 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 16:20:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.2124, loss: 1.2124 2023-12-24 16:32:31,445 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 16:19:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.1322, loss: 1.1322 2023-12-24 16:32:57,289 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 16:19:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.0335, loss: 1.0335 2023-12-24 16:33:23,234 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 16:18:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 1.0771, loss: 1.0771 2023-12-24 16:33:48,812 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 16:18:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.1011, loss: 1.1011 2023-12-24 16:34:14,615 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 16:18:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.1476, loss: 1.1476 2023-12-24 16:34:40,417 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 16:17:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.0651, loss: 1.0651 2023-12-24 16:35:05,794 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 16:17:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 1.0846, loss: 1.0846 2023-12-24 16:35:31,594 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 16:16:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 1.0100, loss: 1.0100 2023-12-24 16:35:57,432 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 16:16:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.0407, loss: 1.0407 2023-12-24 16:36:23,238 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 16:15:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.2083, loss: 1.2083 2023-12-24 16:36:48,908 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 16:15:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 1.0971, loss: 1.0971 2023-12-24 16:37:14,581 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 16:14:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.1458, loss: 1.1458 2023-12-24 16:37:39,813 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 16:14:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 1.1129, loss: 1.1129 2023-12-24 16:38:05,566 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 16:14:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 1.1019, loss: 1.1019 2023-12-24 16:38:31,133 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 16:13:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 1.1278, loss: 1.1278 2023-12-24 16:38:56,875 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 16:13:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 1.1540, loss: 1.1540 2023-12-24 16:39:22,535 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 16:12:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.1670, loss: 1.1670 2023-12-24 16:39:48,466 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 16:12:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 1.0763, loss: 1.0763 2023-12-24 16:40:14,143 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 16:11:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.1371, loss: 1.1371 2023-12-24 16:40:39,498 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 16:11:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 1.0773, loss: 1.0773 2023-12-24 16:41:04,698 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 16:10:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 1.1609, loss: 1.1609 2023-12-24 16:41:30,277 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 16:10:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 1.1400, loss: 1.1400 2023-12-24 16:41:55,875 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 16:10:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.1342, loss: 1.1342 2023-12-24 16:41:57,827 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-24 16:46:23,161 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:46:23,766 - pyskl - INFO - top1_acc 0.7472 top5_acc 0.9456 2023-12-24 16:46:23,792 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7472, top5_acc: 0.9456 2023-12-24 16:47:16,509 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 16:09:52, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.9833, loss: 0.9833 2023-12-24 16:47:42,031 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 16:09:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 1.0641, loss: 1.0641 2023-12-24 16:48:07,782 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 16:08:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.9880, loss: 0.9880 2023-12-24 16:48:33,659 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 16:08:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 1.1219, loss: 1.1219 2023-12-24 16:48:58,958 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 16:08:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.9253, loss: 0.9253 2023-12-24 16:49:24,309 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 16:07:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 0.9990, loss: 0.9990 2023-12-24 16:49:50,103 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 16:07:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 1.0589, loss: 1.0589 2023-12-24 16:50:15,724 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 16:06:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 1.1189, loss: 1.1189 2023-12-24 16:50:41,295 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 16:06:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.1223, loss: 1.1223 2023-12-24 16:51:07,153 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 16:05:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 1.1285, loss: 1.1285 2023-12-24 16:51:33,196 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 16:05:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.1215, loss: 1.1215 2023-12-24 16:51:58,827 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 16:04:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 1.1068, loss: 1.1068 2023-12-24 16:52:24,495 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 16:04:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.1483, loss: 1.1483 2023-12-24 16:52:50,247 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 16:04:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.0310, loss: 1.0310 2023-12-24 16:53:15,794 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 16:03:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.0158, loss: 1.0158 2023-12-24 16:53:41,571 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 16:03:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.1430, loss: 1.1430 2023-12-24 16:54:07,413 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 16:02:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.9870, loss: 0.9870 2023-12-24 16:54:33,116 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 16:02:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.1185, loss: 1.1185 2023-12-24 16:54:58,829 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 16:01:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9625, loss_cls: 1.0985, loss: 1.0985 2023-12-24 16:55:24,569 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 16:01:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.1499, loss: 1.1499 2023-12-24 16:55:50,010 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 16:00:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 1.0638, loss: 1.0638 2023-12-24 16:56:15,420 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 16:00:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 1.1367, loss: 1.1367 2023-12-24 16:56:41,511 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 16:00:03, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 1.0435, loss: 1.0435 2023-12-24 16:57:07,111 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 15:59:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 1.0940, loss: 1.0940 2023-12-24 16:57:32,807 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 15:59:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 1.1248, loss: 1.1248 2023-12-24 16:57:58,401 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 15:58:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 1.0998, loss: 1.0998 2023-12-24 16:58:24,144 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 15:58:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.1034, loss: 1.1034 2023-12-24 16:58:49,969 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 15:57:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 1.0568, loss: 1.0568 2023-12-24 16:59:15,956 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 15:57:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.1163, loss: 1.1163 2023-12-24 16:59:41,896 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 15:56:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 1.0645, loss: 1.0645 2023-12-24 17:00:07,600 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 15:56:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 1.1261, loss: 1.1261 2023-12-24 17:00:33,550 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 15:56:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 1.0986, loss: 1.0986 2023-12-24 17:00:59,359 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 15:55:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 1.0763, loss: 1.0763 2023-12-24 17:01:25,149 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 15:55:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 1.1124, loss: 1.1124 2023-12-24 17:01:27,099 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-24 17:05:52,814 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:05:53,419 - pyskl - INFO - top1_acc 0.7693 top5_acc 0.9477 2023-12-24 17:05:53,424 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_78.pth was removed 2023-12-24 17:05:53,635 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2023-12-24 17:05:53,637 - pyskl - INFO - Best top1_acc is 0.7693 at 86 epoch. 2023-12-24 17:05:53,662 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7693, top5_acc: 0.9477 2023-12-24 17:06:47,229 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 15:55:01, time: 0.536, data_time: 0.281, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 1.0451, loss: 1.0451 2023-12-24 17:07:12,882 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 15:54:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 1.0330, loss: 1.0330 2023-12-24 17:07:38,891 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 15:54:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.0536, loss: 1.0536 2023-12-24 17:08:04,626 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 15:53:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 1.0669, loss: 1.0669 2023-12-24 17:08:30,136 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 15:53:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 1.0225, loss: 1.0225 2023-12-24 17:08:55,686 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 15:52:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.0738, loss: 1.0738 2023-12-24 17:09:21,478 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 15:52:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.0682, loss: 1.0682 2023-12-24 17:09:46,950 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 15:51:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.1103, loss: 1.1103 2023-12-24 17:10:12,531 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 15:51:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.0532, loss: 1.0532 2023-12-24 17:10:38,210 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 15:51:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 1.0791, loss: 1.0791 2023-12-24 17:11:04,041 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 15:50:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.9991, loss: 0.9991 2023-12-24 17:11:29,934 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 15:50:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 1.0030, loss: 1.0030 2023-12-24 17:11:55,418 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 15:49:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 1.0426, loss: 1.0426 2023-12-24 17:12:21,023 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 15:49:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 1.0783, loss: 1.0783 2023-12-24 17:12:46,911 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 15:48:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.0575, loss: 1.0575 2023-12-24 17:13:12,368 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 15:48:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 1.0482, loss: 1.0482 2023-12-24 17:13:38,034 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 15:47:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 1.0681, loss: 1.0681 2023-12-24 17:14:03,878 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 15:47:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 1.1039, loss: 1.1039 2023-12-24 17:14:29,455 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 15:47:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 1.0765, loss: 1.0765 2023-12-24 17:14:54,666 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 15:46:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 1.1396, loss: 1.1396 2023-12-24 17:15:20,066 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 15:46:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 1.1057, loss: 1.1057 2023-12-24 17:15:45,488 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 15:45:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 1.0160, loss: 1.0160 2023-12-24 17:16:11,067 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 15:45:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.1885, loss: 1.1885 2023-12-24 17:16:36,989 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 15:44:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 1.0328, loss: 1.0328 2023-12-24 17:17:02,956 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 15:44:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 1.0899, loss: 1.0899 2023-12-24 17:17:28,561 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 15:43:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 1.1678, loss: 1.1678 2023-12-24 17:17:54,306 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 15:43:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 1.0599, loss: 1.0599 2023-12-24 17:18:20,271 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 15:42:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 1.0612, loss: 1.0612 2023-12-24 17:18:46,028 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 15:42:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.0444, loss: 1.0444 2023-12-24 17:19:11,839 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 15:42:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 1.0357, loss: 1.0357 2023-12-24 17:19:37,937 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 15:41:39, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 1.1373, loss: 1.1373 2023-12-24 17:20:03,863 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 15:41:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9644, loss_cls: 1.0484, loss: 1.0484 2023-12-24 17:20:30,009 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 15:40:46, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 1.1843, loss: 1.1843 2023-12-24 17:20:55,811 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 15:40:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 1.1484, loss: 1.1484 2023-12-24 17:20:57,880 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-24 17:25:23,591 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:25:24,220 - pyskl - INFO - top1_acc 0.7477 top5_acc 0.9426 2023-12-24 17:25:24,251 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7477, top5_acc: 0.9426 2023-12-24 17:26:17,752 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 15:40:10, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 1.0415, loss: 1.0415 2023-12-24 17:26:43,290 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 15:39:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9794, loss_cls: 1.0651, loss: 1.0651 2023-12-24 17:27:09,022 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 15:39:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.9308, loss: 0.9308 2023-12-24 17:27:34,632 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 15:38:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.9438, loss: 0.9438 2023-12-24 17:28:00,324 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 15:38:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 1.0802, loss: 1.0802 2023-12-24 17:28:26,290 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 15:37:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.0579, loss: 1.0579 2023-12-24 17:28:51,884 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 15:37:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 1.0290, loss: 1.0290 2023-12-24 17:29:17,650 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 15:37:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 1.0520, loss: 1.0520 2023-12-24 17:29:43,622 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 15:36:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.9975, loss: 0.9975 2023-12-24 17:30:09,144 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 15:36:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 1.1097, loss: 1.1097 2023-12-24 17:30:34,895 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 15:35:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 0.9808, loss: 0.9808 2023-12-24 17:31:00,349 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 15:35:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.1555, loss: 1.1555 2023-12-24 17:31:25,559 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 15:34:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.0485, loss: 1.0485 2023-12-24 17:31:50,722 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 15:34:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.1235, loss: 1.1235 2023-12-24 17:32:15,867 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 15:33:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.1412, loss: 1.1412 2023-12-24 17:32:41,126 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 15:33:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 1.0028, loss: 1.0028 2023-12-24 17:33:06,868 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 15:33:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 1.1561, loss: 1.1561 2023-12-24 17:33:32,544 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 15:32:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 1.0881, loss: 1.0881 2023-12-24 17:33:58,516 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 15:32:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.0239, loss: 1.0239 2023-12-24 17:34:24,419 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 15:31:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 1.0008, loss: 1.0008 2023-12-24 17:34:49,974 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 15:31:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 1.1040, loss: 1.1040 2023-12-24 17:35:15,824 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 15:30:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.0881, loss: 1.0881 2023-12-24 17:35:41,420 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 15:30:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 1.1531, loss: 1.1531 2023-12-24 17:36:07,098 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 15:29:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 1.0406, loss: 1.0406 2023-12-24 17:36:32,761 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 15:29:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 1.0409, loss: 1.0409 2023-12-24 17:36:58,386 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 15:29:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 1.0724, loss: 1.0724 2023-12-24 17:37:24,058 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 15:28:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.0954, loss: 1.0954 2023-12-24 17:37:49,800 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 15:28:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.9727, loss: 0.9727 2023-12-24 17:38:15,796 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 15:27:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.1285, loss: 1.1285 2023-12-24 17:38:41,374 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 15:27:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 1.0658, loss: 1.0658 2023-12-24 17:39:07,077 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 15:26:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 1.0819, loss: 1.0819 2023-12-24 17:39:32,639 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 15:26:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 1.0633, loss: 1.0633 2023-12-24 17:39:58,390 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 15:25:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 1.0523, loss: 1.0523 2023-12-24 17:40:24,095 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 15:25:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 1.1820, loss: 1.1820 2023-12-24 17:40:26,060 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-24 17:44:51,783 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 17:44:52,393 - pyskl - INFO - top1_acc 0.7475 top5_acc 0.9420 2023-12-24 17:44:52,421 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7475, top5_acc: 0.9420 2023-12-24 17:45:45,888 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 15:25:17, time: 0.535, data_time: 0.281, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 1.0849, loss: 1.0849 2023-12-24 17:46:11,198 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 15:24:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 0.9518, loss: 0.9518 2023-12-24 17:46:37,063 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 15:24:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.9713, loss: 0.9713 2023-12-24 17:47:02,688 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 15:23:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.9697, loss: 0.9697 2023-12-24 17:47:28,174 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 15:23:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.0120, loss: 1.0120 2023-12-24 17:47:53,878 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 15:23:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.0285, loss: 1.0285 2023-12-24 17:48:19,345 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 15:22:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.1159, loss: 1.1159 2023-12-24 17:48:45,048 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 15:22:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 1.0185, loss: 1.0185 2023-12-24 17:49:10,508 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 15:21:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.0110, loss: 1.0110 2023-12-24 17:49:36,170 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 15:21:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.9820, loss: 0.9820 2023-12-24 17:50:01,919 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 15:20:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 1.0340, loss: 1.0340 2023-12-24 17:50:27,573 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 15:20:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 1.0534, loss: 1.0534 2023-12-24 17:50:53,255 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 15:19:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 1.0110, loss: 1.0110 2023-12-24 17:51:18,749 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 15:19:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.0324, loss: 1.0324 2023-12-24 17:51:44,611 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 15:19:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 1.0602, loss: 1.0602 2023-12-24 17:52:10,477 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 15:18:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 1.0252, loss: 1.0252 2023-12-24 17:52:36,111 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 15:18:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 1.0603, loss: 1.0603 2023-12-24 17:53:01,849 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 15:17:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.0777, loss: 1.0777 2023-12-24 17:53:27,697 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 15:17:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.1108, loss: 1.1108 2023-12-24 17:53:54,363 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 15:16:49, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 1.0582, loss: 1.0582 2023-12-24 17:54:19,865 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 15:16:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 1.0219, loss: 1.0219 2023-12-24 17:54:45,320 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 15:15:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 1.0503, loss: 1.0503 2023-12-24 17:55:11,365 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 15:15:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 1.0120, loss: 1.0120 2023-12-24 17:55:37,386 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 15:15:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9637, loss_cls: 1.0659, loss: 1.0659 2023-12-24 17:56:02,916 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 15:14:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.9876, loss: 0.9876 2023-12-24 17:56:28,391 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 15:14:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 1.0537, loss: 1.0537 2023-12-24 17:56:54,223 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 15:13:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.1117, loss: 1.1117 2023-12-24 17:57:20,015 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 15:13:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 0.9895, loss: 0.9895 2023-12-24 17:57:46,096 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 15:12:49, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 1.0492, loss: 1.0492 2023-12-24 17:58:11,914 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 15:12:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 1.0615, loss: 1.0615 2023-12-24 17:58:37,696 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 15:11:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 1.1219, loss: 1.1219 2023-12-24 17:59:03,460 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 15:11:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 1.1107, loss: 1.1107 2023-12-24 17:59:29,342 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 15:11:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 1.1053, loss: 1.1053 2023-12-24 17:59:55,055 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 15:10:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 1.0358, loss: 1.0358 2023-12-24 17:59:57,085 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-24 18:04:23,111 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 18:04:23,720 - pyskl - INFO - top1_acc 0.7867 top5_acc 0.9529 2023-12-24 18:04:23,725 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_86.pth was removed 2023-12-24 18:04:23,945 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. 2023-12-24 18:04:23,947 - pyskl - INFO - Best top1_acc is 0.7867 at 89 epoch. 2023-12-24 18:04:23,972 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7867, top5_acc: 0.9529 2023-12-24 18:05:17,700 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 15:10:26, time: 0.537, data_time: 0.280, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 1.0081, loss: 1.0081 2023-12-24 18:05:42,906 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 15:09:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.8613, loss: 0.8613 2023-12-24 18:06:08,436 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 15:09:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.8796, loss: 0.8796 2023-12-24 18:06:34,140 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 15:09:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 1.0284, loss: 1.0284 2023-12-24 18:06:59,816 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 15:08:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.0478, loss: 1.0478 2023-12-24 18:07:25,487 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 15:08:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.8925, loss: 0.8925 2023-12-24 18:07:51,216 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 15:07:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.9396, loss: 0.9396 2023-12-24 18:08:16,993 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 15:07:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.9948, loss: 0.9948 2023-12-24 18:08:42,683 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 15:06:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.0790, loss: 1.0790 2023-12-24 18:09:07,979 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 15:06:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 1.0064, loss: 1.0064 2023-12-24 18:09:33,147 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 15:05:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.0405, loss: 1.0405 2023-12-24 18:09:58,768 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 15:05:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 1.0545, loss: 1.0545 2023-12-24 18:10:24,657 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 15:05:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 1.0385, loss: 1.0385 2023-12-24 18:10:50,168 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 15:04:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 1.0266, loss: 1.0266 2023-12-24 18:11:15,349 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 15:04:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 1.0160, loss: 1.0160 2023-12-24 18:11:40,893 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 15:03:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.0161, loss: 1.0161 2023-12-24 18:12:06,590 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 15:03:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.9207, loss: 0.9207 2023-12-24 18:12:32,299 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 15:02:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 1.0495, loss: 1.0495 2023-12-24 18:12:57,858 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 15:02:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.9971, loss: 0.9971 2023-12-24 18:13:23,573 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 15:01:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 1.0163, loss: 1.0163 2023-12-24 18:13:49,226 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 15:01:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 1.0477, loss: 1.0477 2023-12-24 18:14:14,972 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 15:01:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.9852, loss: 0.9852 2023-12-24 18:14:40,605 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 15:00:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 1.0497, loss: 1.0497 2023-12-24 18:15:06,260 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 15:00:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.9324, loss: 0.9324 2023-12-24 18:15:31,781 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 14:59:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 1.0215, loss: 1.0215 2023-12-24 18:15:57,467 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 14:59:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9769, loss_cls: 1.1111, loss: 1.1111 2023-12-24 18:16:23,602 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 14:58:50, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 1.0278, loss: 1.0278 2023-12-24 18:16:49,509 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 14:58:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 1.0542, loss: 1.0542 2023-12-24 18:17:15,336 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 14:57:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.0105, loss: 1.0105 2023-12-24 18:17:41,203 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 14:57:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.1267, loss: 1.1267 2023-12-24 18:18:06,857 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 14:57:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 0.9905, loss: 0.9905 2023-12-24 18:18:32,599 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 14:56:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 1.0711, loss: 1.0711 2023-12-24 18:18:58,459 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 14:56:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 1.1059, loss: 1.1059 2023-12-24 18:19:23,999 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 14:55:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.1247, loss: 1.1247 2023-12-24 18:19:25,941 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-24 18:23:51,650 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 18:23:52,274 - pyskl - INFO - top1_acc 0.7284 top5_acc 0.9382 2023-12-24 18:23:52,301 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7284, top5_acc: 0.9382 2023-12-24 18:24:45,697 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 14:55:33, time: 0.534, data_time: 0.279, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9812, loss_cls: 1.0048, loss: 1.0048 2023-12-24 18:25:11,200 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 14:55:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.9162, loss: 0.9162 2023-12-24 18:25:37,121 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 14:54:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.9384, loss: 0.9384 2023-12-24 18:26:02,930 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 14:54:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.9735, loss: 0.9735 2023-12-24 18:26:28,865 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 14:53:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 0.9702, loss: 0.9702 2023-12-24 18:26:54,757 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 14:53:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.9669, loss: 0.9669 2023-12-24 18:27:20,386 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 14:52:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 0.9560, loss: 0.9560 2023-12-24 18:27:46,060 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 14:52:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.9488, loss: 0.9488 2023-12-24 18:28:11,657 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 14:51:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.9974, loss: 0.9974 2023-12-24 18:28:37,161 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 14:51:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.9867, loss: 0.9867 2023-12-24 18:29:02,317 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 14:51:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.0160, loss: 1.0160 2023-12-24 18:29:27,506 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 14:50:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.9535, loss: 0.9535 2023-12-24 18:29:52,656 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 14:50:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.9958, loss: 0.9958 2023-12-24 18:30:17,818 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 14:49:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 1.0323, loss: 1.0323 2023-12-24 18:30:43,100 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 14:49:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.9805, loss: 0.9805 2023-12-24 18:31:08,784 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 14:48:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.9658, loss: 0.9658 2023-12-24 18:31:34,426 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 14:48:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.0391, loss: 1.0391 2023-12-24 18:32:00,344 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 14:47:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9831, loss_cls: 0.9863, loss: 0.9863 2023-12-24 18:32:26,003 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 14:47:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.9981, loss: 0.9981 2023-12-24 18:32:51,658 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 14:47:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 1.0241, loss: 1.0241 2023-12-24 18:33:17,296 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 14:46:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 1.0372, loss: 1.0372 2023-12-24 18:33:43,068 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 14:46:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 1.0028, loss: 1.0028 2023-12-24 18:34:08,514 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 14:45:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 1.0694, loss: 1.0694 2023-12-24 18:34:34,124 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 14:45:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 1.0202, loss: 1.0202 2023-12-24 18:34:59,794 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 14:44:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 1.0167, loss: 1.0167 2023-12-24 18:35:25,488 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 14:44:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.1113, loss: 1.1113 2023-12-24 18:35:51,363 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 14:43:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 1.0094, loss: 1.0094 2023-12-24 18:36:16,986 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 14:43:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 1.1028, loss: 1.1028 2023-12-24 18:36:42,583 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 14:43:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.1021, loss: 1.1021 2023-12-24 18:37:07,782 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 14:42:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 1.0797, loss: 1.0797 2023-12-24 18:37:33,319 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 14:42:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.9803, loss: 0.9803 2023-12-24 18:37:58,853 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 14:41:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 1.0563, loss: 1.0563 2023-12-24 18:38:24,075 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 14:41:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.9996, loss: 0.9996 2023-12-24 18:38:49,262 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 14:40:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.0514, loss: 1.0514 2023-12-24 18:38:51,229 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-24 18:43:17,455 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 18:43:18,056 - pyskl - INFO - top1_acc 0.7607 top5_acc 0.9413 2023-12-24 18:43:18,082 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7607, top5_acc: 0.9413 2023-12-24 18:44:11,146 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 14:40:37, time: 0.531, data_time: 0.274, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 0.9298, loss: 0.9298 2023-12-24 18:44:36,981 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 14:40:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.9189, loss: 0.9189 2023-12-24 18:45:03,022 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 14:39:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.9317, loss: 0.9317 2023-12-24 18:45:28,808 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 14:39:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.9908, loss: 0.9908 2023-12-24 18:45:54,577 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 14:38:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.9844, loss: 0.9844 2023-12-24 18:46:19,839 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 14:38:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.9489, loss: 0.9489 2023-12-24 18:46:45,485 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 14:37:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.9063, loss: 0.9063 2023-12-24 18:47:11,095 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 14:37:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.9719, loss: 0.9719 2023-12-24 18:47:37,017 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 14:37:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.9680, loss: 0.9680 2023-12-24 18:48:02,700 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 14:36:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.0149, loss: 1.0149 2023-12-24 18:48:28,398 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 14:36:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.9739, loss: 0.9739 2023-12-24 18:48:54,014 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 14:35:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.9590, loss: 0.9590 2023-12-24 18:49:19,580 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 14:35:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.9845, loss: 0.9845 2023-12-24 18:49:44,841 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 14:34:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.0159, loss: 1.0159 2023-12-24 18:50:10,578 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 14:34:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.9996, loss: 0.9996 2023-12-24 18:50:35,950 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 14:33:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9650, loss_cls: 1.0533, loss: 1.0533 2023-12-24 18:51:01,682 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 14:33:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.9976, loss: 0.9976 2023-12-24 18:51:27,556 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 14:33:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 1.0268, loss: 1.0268 2023-12-24 18:51:53,089 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 14:32:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 0.9714, loss: 0.9714 2023-12-24 18:52:18,688 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 14:32:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 1.0036, loss: 1.0036 2023-12-24 18:52:44,611 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 14:31:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.0988, loss: 1.0988 2023-12-24 18:53:10,197 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 14:31:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.9995, loss: 0.9995 2023-12-24 18:53:35,720 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 14:30:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.9807, loss: 0.9807 2023-12-24 18:54:01,194 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 14:30:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 1.0100, loss: 1.0100 2023-12-24 18:54:26,761 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 14:29:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 1.0131, loss: 1.0131 2023-12-24 18:54:52,668 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 14:29:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 1.0434, loss: 1.0434 2023-12-24 18:55:18,587 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 14:29:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.9500, loss: 0.9500 2023-12-24 18:55:44,287 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 14:28:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 1.0108, loss: 1.0108 2023-12-24 18:56:10,150 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 14:28:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 1.0228, loss: 1.0228 2023-12-24 18:56:35,881 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 14:27:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 1.0023, loss: 1.0023 2023-12-24 18:57:01,229 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 14:27:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.0931, loss: 1.0931 2023-12-24 18:57:26,544 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 14:26:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 1.0319, loss: 1.0319 2023-12-24 18:57:52,164 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 14:26:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 1.0299, loss: 1.0299 2023-12-24 18:58:17,854 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 14:25:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 1.0188, loss: 1.0188 2023-12-24 18:58:19,991 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-24 19:02:46,076 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:02:46,681 - pyskl - INFO - top1_acc 0.7688 top5_acc 0.9448 2023-12-24 19:02:46,706 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.7688, top5_acc: 0.9448 2023-12-24 19:03:40,173 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 14:25:44, time: 0.535, data_time: 0.278, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.9216, loss: 0.9216 2023-12-24 19:04:05,665 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 14:25:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.9502, loss: 0.9502 2023-12-24 19:04:31,625 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 14:24:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.9029, loss: 0.9029 2023-12-24 19:04:57,400 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 14:24:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.8528, loss: 0.8528 2023-12-24 19:05:22,918 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 14:23:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.9281, loss: 0.9281 2023-12-24 19:05:48,480 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 14:23:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.9270, loss: 0.9270 2023-12-24 19:06:14,261 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 14:23:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.9379, loss: 0.9379 2023-12-24 19:06:39,763 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 14:22:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.9650, loss: 0.9650 2023-12-24 19:07:04,953 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 14:22:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 1.0369, loss: 1.0369 2023-12-24 19:07:30,131 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 14:21:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.9451, loss: 0.9451 2023-12-24 19:07:55,428 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 14:21:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 1.0160, loss: 1.0160 2023-12-24 19:08:20,926 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 14:20:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.9191, loss: 0.9191 2023-12-24 19:08:46,495 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 14:20:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 0.9633, loss: 0.9633 2023-12-24 19:09:12,364 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 14:19:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.9898, loss: 0.9898 2023-12-24 19:09:37,843 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 14:19:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 1.0238, loss: 1.0238 2023-12-24 19:10:03,620 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 14:19:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.9844, loss: 0.9844 2023-12-24 19:10:29,171 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 14:18:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.9927, loss: 0.9927 2023-12-24 19:10:54,940 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 14:18:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.0240, loss: 1.0240 2023-12-24 19:11:20,559 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 14:17:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 1.0307, loss: 1.0307 2023-12-24 19:11:45,784 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 14:17:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 1.0285, loss: 1.0285 2023-12-24 19:12:11,108 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 14:16:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.9701, loss: 0.9701 2023-12-24 19:12:36,578 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 14:16:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.9393, loss: 0.9393 2023-12-24 19:13:02,034 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 14:15:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 0.9629, loss: 0.9629 2023-12-24 19:13:27,394 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 14:15:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 1.0571, loss: 1.0571 2023-12-24 19:13:53,123 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 14:15:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 1.0320, loss: 1.0320 2023-12-24 19:14:18,951 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 14:14:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.9636, loss: 0.9636 2023-12-24 19:14:44,712 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 14:14:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 1.0571, loss: 1.0571 2023-12-24 19:15:10,410 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 14:13:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 1.0180, loss: 1.0180 2023-12-24 19:15:36,331 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 14:13:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 0.9616, loss: 0.9616 2023-12-24 19:16:02,082 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 14:12:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.0435, loss: 1.0435 2023-12-24 19:16:28,065 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 14:12:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 1.0141, loss: 1.0141 2023-12-24 19:16:53,868 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 14:11:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.0864, loss: 1.0864 2023-12-24 19:17:19,151 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 14:11:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.0138, loss: 1.0138 2023-12-24 19:17:44,352 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 14:11:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9706, loss_cls: 0.9219, loss: 0.9219 2023-12-24 19:17:46,392 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-24 19:22:12,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:22:12,638 - pyskl - INFO - top1_acc 0.7476 top5_acc 0.9397 2023-12-24 19:22:12,664 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7476, top5_acc: 0.9397 2023-12-24 19:23:05,849 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 14:10:48, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.9409, loss: 0.9409 2023-12-24 19:23:31,357 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 14:10:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9850, loss_cls: 0.9470, loss: 0.9470 2023-12-24 19:23:57,261 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 14:09:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.9024, loss: 0.9024 2023-12-24 19:24:22,951 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 14:09:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.8330, loss: 0.8330 2023-12-24 19:24:48,497 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 14:09:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.8647, loss: 0.8647 2023-12-24 19:25:14,139 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 14:08:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.9031, loss: 0.9031 2023-12-24 19:25:39,703 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 14:08:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 1.0288, loss: 1.0288 2023-12-24 19:26:05,340 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 14:07:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.9308, loss: 0.9308 2023-12-24 19:26:30,813 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 14:07:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.8596, loss: 0.8596 2023-12-24 19:26:56,253 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 14:06:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.8915, loss: 0.8915 2023-12-24 19:27:21,545 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 14:06:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.0487, loss: 1.0487 2023-12-24 19:27:47,066 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 14:05:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.9632, loss: 0.9632 2023-12-24 19:28:12,550 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 14:05:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.9983, loss: 0.9983 2023-12-24 19:28:38,186 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 14:05:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 1.0269, loss: 1.0269 2023-12-24 19:29:03,352 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 14:04:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.9655, loss: 0.9655 2023-12-24 19:29:28,511 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 14:04:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.9138, loss: 0.9138 2023-12-24 19:29:53,973 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 14:03:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.9331, loss: 0.9331 2023-12-24 19:30:19,983 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 14:03:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.9208, loss: 0.9208 2023-12-24 19:30:45,676 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 14:02:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 1.0027, loss: 1.0027 2023-12-24 19:31:11,368 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 14:02:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 0.9972, loss: 0.9972 2023-12-24 19:31:37,337 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 14:01:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.9266, loss: 0.9266 2023-12-24 19:32:02,733 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 14:01:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.9343, loss: 0.9343 2023-12-24 19:32:27,946 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 14:00:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.9651, loss: 0.9651 2023-12-24 19:32:53,292 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 14:00:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.9099, loss: 0.9099 2023-12-24 19:33:18,957 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 14:00:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 1.0234, loss: 1.0234 2023-12-24 19:33:44,755 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 13:59:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.9427, loss: 0.9427 2023-12-24 19:34:10,594 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 13:59:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 1.0583, loss: 1.0583 2023-12-24 19:34:36,416 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 13:58:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.9987, loss: 0.9987 2023-12-24 19:35:02,184 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 13:58:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 1.0974, loss: 1.0974 2023-12-24 19:35:28,252 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 13:57:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 1.0792, loss: 1.0792 2023-12-24 19:35:53,820 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 13:57:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 0.9924, loss: 0.9924 2023-12-24 19:36:19,637 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 13:56:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.9247, loss: 0.9247 2023-12-24 19:36:45,782 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 13:56:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.9465, loss: 0.9465 2023-12-24 19:37:11,895 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 13:56:07, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 0.9878, loss: 0.9878 2023-12-24 19:37:13,923 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-24 19:41:39,476 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:41:40,079 - pyskl - INFO - top1_acc 0.7612 top5_acc 0.9463 2023-12-24 19:41:40,106 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.7612, top5_acc: 0.9463 2023-12-24 19:42:32,823 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 13:55:54, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.8727, loss: 0.8727 2023-12-24 19:42:58,610 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 13:55:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 0.8598, loss: 0.8598 2023-12-24 19:43:24,445 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 13:55:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 0.8827, loss: 0.8827 2023-12-24 19:43:50,163 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 13:54:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.9131, loss: 0.9131 2023-12-24 19:44:15,650 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 13:54:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.9210, loss: 0.9210 2023-12-24 19:44:41,412 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 13:53:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.8668, loss: 0.8668 2023-12-24 19:45:07,186 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 13:53:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.8892, loss: 0.8892 2023-12-24 19:45:33,028 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 13:52:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.9464, loss: 0.9464 2023-12-24 19:45:58,329 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 13:52:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.9741, loss: 0.9741 2023-12-24 19:46:23,781 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 13:51:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.8629, loss: 0.8629 2023-12-24 19:46:49,215 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 13:51:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.8794, loss: 0.8794 2023-12-24 19:47:15,015 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 13:51:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.9982, loss: 0.9982 2023-12-24 19:47:40,816 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 13:50:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.8938, loss: 0.8938 2023-12-24 19:48:06,335 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 13:50:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.9253, loss: 0.9253 2023-12-24 19:48:31,844 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 13:49:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 0.9081, loss: 0.9081 2023-12-24 19:48:57,260 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 13:49:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.9530, loss: 0.9530 2023-12-24 19:49:22,659 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 13:48:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.8944, loss: 0.8944 2023-12-24 19:49:48,623 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 13:48:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.9718, loss: 0.9718 2023-12-24 19:50:14,615 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 13:47:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.9546, loss: 0.9546 2023-12-24 19:50:40,310 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 13:47:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.9791, loss: 0.9791 2023-12-24 19:51:05,869 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 13:47:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.9911, loss: 0.9911 2023-12-24 19:51:32,008 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 13:46:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.9773, loss: 0.9773 2023-12-24 19:51:57,965 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 13:46:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.0618, loss: 1.0618 2023-12-24 19:52:23,450 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 13:45:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 0.9420, loss: 0.9420 2023-12-24 19:52:49,046 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 13:45:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.9270, loss: 0.9270 2023-12-24 19:53:14,738 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 13:44:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.8815, loss: 0.8815 2023-12-24 19:53:40,674 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 13:44:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 1.0822, loss: 1.0822 2023-12-24 19:54:06,506 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 13:43:54, time: 0.258, data_time: 0.001, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.9986, loss: 0.9986 2023-12-24 19:54:32,462 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 13:43:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.9745, loss: 0.9745 2023-12-24 19:54:57,913 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 13:43:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.9957, loss: 0.9957 2023-12-24 19:55:23,238 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 13:42:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 1.0233, loss: 1.0233 2023-12-24 19:55:49,019 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 13:42:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.9992, loss: 0.9992 2023-12-24 19:56:14,726 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 13:41:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 0.9998, loss: 0.9998 2023-12-24 19:56:40,631 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 13:41:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.9746, loss: 0.9746 2023-12-24 19:56:42,630 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-24 20:01:08,333 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:01:09,048 - pyskl - INFO - top1_acc 0.7673 top5_acc 0.9480 2023-12-24 20:01:09,085 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.7673, top5_acc: 0.9480 2023-12-24 20:02:02,872 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 13:41:01, time: 0.538, data_time: 0.284, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.9264, loss: 0.9264 2023-12-24 20:02:28,614 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 13:40:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.8777, loss: 0.8777 2023-12-24 20:02:54,703 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 13:40:08, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.8936, loss: 0.8936 2023-12-24 20:03:20,613 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 13:39:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.9221, loss: 0.9221 2023-12-24 20:03:45,990 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 13:39:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.8691, loss: 0.8691 2023-12-24 20:04:11,486 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 13:38:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.8189, loss: 0.8189 2023-12-24 20:04:37,364 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 13:38:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.9064, loss: 0.9064 2023-12-24 20:05:03,000 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 13:37:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9844, loss_cls: 0.8947, loss: 0.8947 2023-12-24 20:05:28,774 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 13:37:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9844, loss_cls: 0.9422, loss: 0.9422 2023-12-24 20:05:54,243 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 13:37:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.9064, loss: 0.9064 2023-12-24 20:06:19,987 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 13:36:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.9081, loss: 0.9081 2023-12-24 20:06:45,598 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 13:36:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.8426, loss: 0.8426 2023-12-24 20:07:11,200 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 13:35:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 0.9209, loss: 0.9209 2023-12-24 20:07:36,886 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 13:35:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.9406, loss: 0.9406 2023-12-24 20:08:02,325 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 13:34:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.9998, loss: 0.9998 2023-12-24 20:08:28,113 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 13:34:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.9466, loss: 0.9466 2023-12-24 20:08:53,820 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 13:33:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9719, loss_cls: 0.9038, loss: 0.9038 2023-12-24 20:09:19,879 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 13:33:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.9817, loss: 0.9817 2023-12-24 20:09:45,432 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 13:33:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.9875, loss: 0.9875 2023-12-24 20:10:11,040 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 13:32:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.9672, loss: 0.9672 2023-12-24 20:10:36,736 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 13:32:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.9223, loss: 0.9223 2023-12-24 20:11:03,125 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 13:31:41, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.9338, loss: 0.9338 2023-12-24 20:11:28,841 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 13:31:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 1.0106, loss: 1.0106 2023-12-24 20:11:54,654 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 13:30:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.9450, loss: 0.9450 2023-12-24 20:12:20,354 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 13:30:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.9008, loss: 0.9008 2023-12-24 20:12:46,115 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 13:29:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 0.9563, loss: 0.9563 2023-12-24 20:13:11,867 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 13:29:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.9269, loss: 0.9269 2023-12-24 20:13:38,000 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 13:29:02, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.9584, loss: 0.9584 2023-12-24 20:14:03,955 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 13:28:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.9433, loss: 0.9433 2023-12-24 20:14:29,718 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 13:28:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.9362, loss: 0.9362 2023-12-24 20:14:55,461 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 13:27:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.0690, loss: 1.0690 2023-12-24 20:15:21,466 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 13:27:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.9353, loss: 0.9353 2023-12-24 20:15:47,302 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 13:26:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.9652, loss: 0.9652 2023-12-24 20:16:13,001 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 13:26:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 0.9469, loss: 0.9469 2023-12-24 20:16:14,994 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-24 20:20:41,085 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:20:41,696 - pyskl - INFO - top1_acc 0.7675 top5_acc 0.9463 2023-12-24 20:20:41,723 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.7675, top5_acc: 0.9463 2023-12-24 20:21:34,954 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 13:26:09, time: 0.532, data_time: 0.277, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.8040, loss: 0.8040 2023-12-24 20:22:00,876 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 13:25:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.8215, loss: 0.8215 2023-12-24 20:22:26,671 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 13:25:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8865, loss: 0.8865 2023-12-24 20:22:52,257 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 13:24:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.8307, loss: 0.8307 2023-12-24 20:23:18,121 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 13:24:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 0.7973, loss: 0.7973 2023-12-24 20:23:43,879 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 13:23:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 0.8562, loss: 0.8562 2023-12-24 20:24:09,814 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 13:23:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.8471, loss: 0.8471 2023-12-24 20:24:35,521 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 13:23:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.9283, loss: 0.9283 2023-12-24 20:25:01,184 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 13:22:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.8843, loss: 0.8843 2023-12-24 20:25:26,790 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 13:22:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.8517, loss: 0.8517 2023-12-24 20:25:52,428 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 13:21:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.8384, loss: 0.8384 2023-12-24 20:26:18,136 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 13:21:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.8359, loss: 0.8359 2023-12-24 20:26:43,849 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 13:20:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 0.8901, loss: 0.8901 2023-12-24 20:27:09,446 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 13:20:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.9486, loss: 0.9486 2023-12-24 20:27:35,052 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 13:19:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.8537, loss: 0.8537 2023-12-24 20:28:00,502 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 13:19:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.8846, loss: 0.8846 2023-12-24 20:28:26,224 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 13:19:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.9120, loss: 0.9120 2023-12-24 20:28:51,989 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 13:18:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.9082, loss: 0.9082 2023-12-24 20:29:17,670 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 13:18:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.9567, loss: 0.9567 2023-12-24 20:29:43,408 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 13:17:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.8894, loss: 0.8894 2023-12-24 20:30:08,986 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 13:17:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9989, loss: 0.9989 2023-12-24 20:30:34,606 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 13:16:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.9090, loss: 0.9090 2023-12-24 20:31:00,444 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 13:16:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 0.9394, loss: 0.9394 2023-12-24 20:31:26,169 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 13:15:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.9237, loss: 0.9237 2023-12-24 20:31:51,998 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 13:15:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.9672, loss: 0.9672 2023-12-24 20:32:17,642 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 13:15:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 0.9002, loss: 0.9002 2023-12-24 20:32:43,414 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 13:14:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.9107, loss: 0.9107 2023-12-24 20:33:10,093 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 13:14:10, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.8969, loss: 0.8969 2023-12-24 20:33:35,685 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 13:13:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 1.0483, loss: 1.0483 2023-12-24 20:34:00,943 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 13:13:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.9190, loss: 0.9190 2023-12-24 20:34:26,521 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 13:12:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 1.0427, loss: 1.0427 2023-12-24 20:34:52,455 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 13:12:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.9241, loss: 0.9241 2023-12-24 20:35:18,307 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 13:11:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.9560, loss: 0.9560 2023-12-24 20:35:43,948 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 13:11:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.8793, loss: 0.8793 2023-12-24 20:35:45,968 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-24 20:40:11,936 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:40:12,547 - pyskl - INFO - top1_acc 0.7633 top5_acc 0.9432 2023-12-24 20:40:12,574 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.7633, top5_acc: 0.9432 2023-12-24 20:41:05,929 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 13:11:16, time: 0.533, data_time: 0.276, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.9477, loss: 0.9477 2023-12-24 20:41:31,641 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 13:10:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.8112, loss: 0.8112 2023-12-24 20:41:57,518 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 13:10:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.8227, loss: 0.8227 2023-12-24 20:42:23,387 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 13:09:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.7884, loss: 0.7884 2023-12-24 20:42:49,022 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 13:09:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.8194, loss: 0.8194 2023-12-24 20:43:14,537 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 13:09:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.7832, loss: 0.7832 2023-12-24 20:43:40,233 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 13:08:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.8084, loss: 0.8084 2023-12-24 20:44:05,845 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 13:08:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.8360, loss: 0.8360 2023-12-24 20:44:31,240 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 13:07:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.8157, loss: 0.8157 2023-12-24 20:44:57,082 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 13:07:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.8834, loss: 0.8834 2023-12-24 20:45:22,643 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 13:06:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.8545, loss: 0.8545 2023-12-24 20:45:48,279 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 13:06:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.9364, loss: 0.9364 2023-12-24 20:46:13,676 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 13:05:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.8702, loss: 0.8702 2023-12-24 20:46:39,201 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 13:05:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.9089, loss: 0.9089 2023-12-24 20:47:04,663 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 13:05:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.8455, loss: 0.8455 2023-12-24 20:47:30,391 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 13:04:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.7965, loss: 0.7965 2023-12-24 20:47:56,268 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 13:04:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.9245, loss: 0.9245 2023-12-24 20:48:22,159 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 13:03:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.9122, loss: 0.9122 2023-12-24 20:48:48,041 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 13:03:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9875, loss_cls: 0.8828, loss: 0.8828 2023-12-24 20:49:13,594 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 13:02:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.8814, loss: 0.8814 2023-12-24 20:49:39,456 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 13:02:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.9082, loss: 0.9082 2023-12-24 20:50:05,259 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 13:01:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.8594, loss: 0.8594 2023-12-24 20:50:30,940 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 13:01:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.9292, loss: 0.9292 2023-12-24 20:50:56,150 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 13:01:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.8890, loss: 0.8890 2023-12-24 20:51:21,726 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 13:00:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.9573, loss: 0.9573 2023-12-24 20:51:47,555 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 13:00:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.8775, loss: 0.8775 2023-12-24 20:52:13,163 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 12:59:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.9499, loss: 0.9499 2023-12-24 20:52:39,000 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 12:59:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.9781, loss: 0.9781 2023-12-24 20:53:04,748 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 12:58:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.9357, loss: 0.9357 2023-12-24 20:53:30,652 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 12:58:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.9895, loss: 0.9895 2023-12-24 20:53:56,637 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 12:57:56, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.9195, loss: 0.9195 2023-12-24 20:54:22,561 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 12:57:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.9465, loss: 0.9465 2023-12-24 20:54:48,343 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 12:57:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.9463, loss: 0.9463 2023-12-24 20:55:14,378 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:56:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.8889, loss: 0.8889 2023-12-24 20:55:16,381 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-24 20:59:42,699 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:59:43,300 - pyskl - INFO - top1_acc 0.7537 top5_acc 0.9408 2023-12-24 20:59:43,326 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.7537, top5_acc: 0.9408 2023-12-24 21:00:36,439 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:56:22, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.7854, loss: 0.7854 2023-12-24 21:01:02,030 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:55:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.8211, loss: 0.8211 2023-12-24 21:01:28,223 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:55:29, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9900, loss_cls: 0.8030, loss: 0.8030 2023-12-24 21:01:53,936 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:55:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.8499, loss: 0.8499 2023-12-24 21:02:19,066 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:54:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.8615, loss: 0.8615 2023-12-24 21:02:44,283 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 12:54:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.8368, loss: 0.8368 2023-12-24 21:03:09,880 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 12:53:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 0.8368, loss: 0.8368 2023-12-24 21:03:35,334 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 12:53:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.8687, loss: 0.8687 2023-12-24 21:04:00,495 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 12:52:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.8246, loss: 0.8246 2023-12-24 21:04:25,807 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 12:52:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.8625, loss: 0.8625 2023-12-24 21:04:51,420 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 12:51:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.8658, loss: 0.8658 2023-12-24 21:05:16,810 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 12:51:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.8850, loss: 0.8850 2023-12-24 21:05:41,961 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 12:51:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.8205, loss: 0.8205 2023-12-24 21:06:07,108 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 12:50:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.8741, loss: 0.8741 2023-12-24 21:06:32,393 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 12:50:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.9318, loss: 0.9318 2023-12-24 21:06:57,956 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 12:49:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.8763, loss: 0.8763 2023-12-24 21:07:23,914 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 12:49:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.9143, loss: 0.9143 2023-12-24 21:07:49,627 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 12:48:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.8158, loss: 0.8158 2023-12-24 21:08:15,272 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 12:48:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.8254, loss: 0.8254 2023-12-24 21:08:40,958 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 12:47:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.8785, loss: 0.8785 2023-12-24 21:09:06,260 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 12:47:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.8162, loss: 0.8162 2023-12-24 21:09:31,730 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 12:47:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.9238, loss: 0.9238 2023-12-24 21:09:57,307 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 12:46:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.8632, loss: 0.8632 2023-12-24 21:10:22,910 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 12:46:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 0.8805, loss: 0.8805 2023-12-24 21:10:48,609 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 12:45:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.8974, loss: 0.8974 2023-12-24 21:11:14,399 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 12:45:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.8892, loss: 0.8892 2023-12-24 21:11:40,501 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 12:44:47, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.9030, loss: 0.9030 2023-12-24 21:12:06,289 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 12:44:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 0.9179, loss: 0.9179 2023-12-24 21:12:32,096 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 12:43:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.9449, loss: 0.9449 2023-12-24 21:12:57,733 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 12:43:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 0.9692, loss: 0.9692 2023-12-24 21:13:23,473 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 12:43:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.9626, loss: 0.9626 2023-12-24 21:13:49,217 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 12:42:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.9091, loss: 0.9091 2023-12-24 21:14:14,868 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 12:42:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 0.8404, loss: 0.8404 2023-12-24 21:14:40,806 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 12:41:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.9396, loss: 0.9396 2023-12-24 21:14:42,779 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-24 21:19:09,155 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:19:09,760 - pyskl - INFO - top1_acc 0.7738 top5_acc 0.9494 2023-12-24 21:19:09,786 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.7738, top5_acc: 0.9494 2023-12-24 21:20:03,194 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 12:41:27, time: 0.534, data_time: 0.281, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.8214, loss: 0.8214 2023-12-24 21:20:28,393 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 12:41:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.7943, loss: 0.7943 2023-12-24 21:20:53,908 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 12:40:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.8243, loss: 0.8243 2023-12-24 21:21:19,133 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 12:40:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.8591, loss: 0.8591 2023-12-24 21:21:44,326 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 12:39:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.8274, loss: 0.8274 2023-12-24 21:22:09,544 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 12:39:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.8404, loss: 0.8404 2023-12-24 21:22:34,907 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 12:38:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 0.8567, loss: 0.8567 2023-12-24 21:23:00,568 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 12:38:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 0.8312, loss: 0.8312 2023-12-24 21:23:26,293 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 12:37:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.7605, loss: 0.7605 2023-12-24 21:23:51,968 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 12:37:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.8290, loss: 0.8290 2023-12-24 21:24:17,637 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 12:36:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.8468, loss: 0.8468 2023-12-24 21:24:43,353 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 12:36:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.8088, loss: 0.8088 2023-12-24 21:25:08,571 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 12:36:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.8823, loss: 0.8823 2023-12-24 21:25:33,758 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 12:35:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 0.7626, loss: 0.7626 2023-12-24 21:25:59,602 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 12:35:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.9089, loss: 0.9089 2023-12-24 21:26:25,306 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 12:34:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.7786, loss: 0.7786 2023-12-24 21:26:50,861 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 12:34:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.8952, loss: 0.8952 2023-12-24 21:27:16,635 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 12:33:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.8291, loss: 0.8291 2023-12-24 21:27:42,350 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 12:33:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.8514, loss: 0.8514 2023-12-24 21:28:08,183 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 12:32:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.9017, loss: 0.9017 2023-12-24 21:28:33,805 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 12:32:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 0.9343, loss: 0.9343 2023-12-24 21:28:59,353 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 12:32:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.8503, loss: 0.8503 2023-12-24 21:29:25,083 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 12:31:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.8858, loss: 0.8858 2023-12-24 21:29:50,516 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 12:31:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.8926, loss: 0.8926 2023-12-24 21:30:16,152 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 12:30:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.8448, loss: 0.8448 2023-12-24 21:30:41,508 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 12:30:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 0.9355, loss: 0.9355 2023-12-24 21:31:07,157 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 12:29:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.8202, loss: 0.8202 2023-12-24 21:31:32,917 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 12:29:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.9155, loss: 0.9155 2023-12-24 21:31:58,450 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 12:28:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.8760, loss: 0.8760 2023-12-24 21:32:24,121 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 12:28:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.9441, loss: 0.9441 2023-12-24 21:32:50,063 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 12:28:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.8865, loss: 0.8865 2023-12-24 21:33:15,992 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 12:27:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.9481, loss: 0.9481 2023-12-24 21:33:41,412 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 12:27:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.9518, loss: 0.9518 2023-12-24 21:34:06,657 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 12:26:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.9216, loss: 0.9216 2023-12-24 21:34:08,632 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-24 21:38:35,406 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:38:36,017 - pyskl - INFO - top1_acc 0.7969 top5_acc 0.9571 2023-12-24 21:38:36,022 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_89.pth was removed 2023-12-24 21:38:36,236 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2023-12-24 21:38:36,238 - pyskl - INFO - Best top1_acc is 0.7969 at 100 epoch. 2023-12-24 21:38:36,264 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.7969, top5_acc: 0.9571 2023-12-24 21:39:29,725 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 12:26:31, time: 0.535, data_time: 0.277, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.8093, loss: 0.8093 2023-12-24 21:39:55,432 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 12:26:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7908, loss: 0.7908 2023-12-24 21:40:21,314 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 12:25:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 0.7351, loss: 0.7351 2023-12-24 21:40:47,319 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 12:25:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.7861, loss: 0.7861 2023-12-24 21:41:12,851 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 12:24:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.7640, loss: 0.7640 2023-12-24 21:41:38,478 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 12:24:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.8038, loss: 0.8038 2023-12-24 21:42:04,013 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 12:23:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.8392, loss: 0.8392 2023-12-24 21:42:29,582 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 12:23:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 0.8434, loss: 0.8434 2023-12-24 21:42:55,255 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 12:22:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.8164, loss: 0.8164 2023-12-24 21:43:20,948 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 12:22:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.7874, loss: 0.7874 2023-12-24 21:43:46,682 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 12:22:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.8341, loss: 0.8341 2023-12-24 21:44:12,221 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 12:21:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.7863, loss: 0.7863 2023-12-24 21:44:37,830 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 12:21:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.7669, loss: 0.7669 2023-12-24 21:45:03,036 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 12:20:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.8142, loss: 0.8142 2023-12-24 21:45:28,530 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 12:20:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.8067, loss: 0.8067 2023-12-24 21:45:54,068 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 12:19:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 0.7895, loss: 0.7895 2023-12-24 21:46:19,761 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 12:19:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.8672, loss: 0.8672 2023-12-24 21:46:45,366 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 12:18:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.8997, loss: 0.8997 2023-12-24 21:47:11,486 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 12:18:31, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.8341, loss: 0.8341 2023-12-24 21:47:37,363 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 12:18:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.9114, loss: 0.9114 2023-12-24 21:48:03,105 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 12:17:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.8381, loss: 0.8381 2023-12-24 21:48:29,042 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 12:17:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.8609, loss: 0.8609 2023-12-24 21:48:54,903 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 12:16:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.8531, loss: 0.8531 2023-12-24 21:49:20,374 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 12:16:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.8476, loss: 0.8476 2023-12-24 21:49:46,144 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 12:15:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.8501, loss: 0.8501 2023-12-24 21:50:12,053 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 12:15:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.8918, loss: 0.8918 2023-12-24 21:50:37,936 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 12:14:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.8301, loss: 0.8301 2023-12-24 21:51:03,726 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 12:14:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.8735, loss: 0.8735 2023-12-24 21:51:29,630 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 12:14:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.8565, loss: 0.8565 2023-12-24 21:51:55,424 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 12:13:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.8117, loss: 0.8117 2023-12-24 21:52:21,235 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 12:13:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.8892, loss: 0.8892 2023-12-24 21:52:47,007 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 12:12:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.8777, loss: 0.8777 2023-12-24 21:53:12,803 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 12:12:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.8990, loss: 0.8990 2023-12-24 21:53:38,584 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 12:11:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.9361, loss: 0.9361 2023-12-24 21:53:40,564 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-24 21:58:06,862 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:58:07,491 - pyskl - INFO - top1_acc 0.7810 top5_acc 0.9502 2023-12-24 21:58:07,518 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.7810, top5_acc: 0.9502 2023-12-24 21:59:02,351 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 12:11:38, time: 0.548, data_time: 0.294, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 0.7766, loss: 0.7766 2023-12-24 21:59:27,911 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 12:11:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.7363, loss: 0.7363 2023-12-24 21:59:53,867 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 12:10:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.7418, loss: 0.7418 2023-12-24 22:00:19,535 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 12:10:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.7770, loss: 0.7770 2023-12-24 22:00:44,930 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 12:09:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.7317, loss: 0.7317 2023-12-24 22:01:10,505 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 12:09:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.7649, loss: 0.7649 2023-12-24 22:01:36,135 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 12:08:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 0.7535, loss: 0.7535 2023-12-24 22:02:01,565 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 12:08:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9756, loss_cls: 0.7739, loss: 0.7739 2023-12-24 22:02:26,770 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 12:08:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.8560, loss: 0.8560 2023-12-24 22:02:52,373 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 12:07:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.9076, loss: 0.9076 2023-12-24 22:03:17,945 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 12:07:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.8167, loss: 0.8167 2023-12-24 22:03:43,594 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 12:06:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.7551, loss: 0.7551 2023-12-24 22:04:09,393 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 12:06:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 0.8808, loss: 0.8808 2023-12-24 22:04:35,186 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 12:05:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 0.7865, loss: 0.7865 2023-12-24 22:05:00,755 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 12:05:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.8894, loss: 0.8894 2023-12-24 22:05:26,191 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 12:04:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.7916, loss: 0.7916 2023-12-24 22:05:51,741 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 12:04:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.7860, loss: 0.7860 2023-12-24 22:06:17,665 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 12:04:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.8463, loss: 0.8463 2023-12-24 22:06:43,546 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 12:03:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.8487, loss: 0.8487 2023-12-24 22:07:09,093 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 12:03:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.8194, loss: 0.8194 2023-12-24 22:07:34,533 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 12:02:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.8472, loss: 0.8472 2023-12-24 22:08:00,142 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 12:02:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.8466, loss: 0.8466 2023-12-24 22:08:25,724 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 12:01:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.8454, loss: 0.8454 2023-12-24 22:08:51,467 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 12:01:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.9134, loss: 0.9134 2023-12-24 22:09:17,014 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 12:00:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.8014, loss: 0.8014 2023-12-24 22:09:42,633 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 12:00:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.8506, loss: 0.8506 2023-12-24 22:10:08,525 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 12:00:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.7798, loss: 0.7798 2023-12-24 22:10:34,437 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 11:59:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.8749, loss: 0.8749 2023-12-24 22:11:00,236 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 11:59:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.8836, loss: 0.8836 2023-12-24 22:11:25,990 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 11:58:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 0.8042, loss: 0.8042 2023-12-24 22:11:51,260 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 11:58:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.9264, loss: 0.9264 2023-12-24 22:12:16,492 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 11:57:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 0.8364, loss: 0.8364 2023-12-24 22:12:42,206 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 11:57:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.8254, loss: 0.8254 2023-12-24 22:13:08,029 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:56:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.8373, loss: 0.8373 2023-12-24 22:13:10,066 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-24 22:17:37,272 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:17:37,880 - pyskl - INFO - top1_acc 0.7811 top5_acc 0.9493 2023-12-24 22:17:37,907 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.7811, top5_acc: 0.9493 2023-12-24 22:18:31,357 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:56:43, time: 0.534, data_time: 0.279, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.8068, loss: 0.8068 2023-12-24 22:18:57,012 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:56:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.7248, loss: 0.7248 2023-12-24 22:19:22,694 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:55:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.7264, loss: 0.7264 2023-12-24 22:19:48,177 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:55:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 0.7682, loss: 0.7682 2023-12-24 22:20:13,853 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:54:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.7941, loss: 0.7941 2023-12-24 22:20:39,602 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:54:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.7609, loss: 0.7609 2023-12-24 22:21:05,396 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:54:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.7957, loss: 0.7957 2023-12-24 22:21:31,145 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:53:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 0.7428, loss: 0.7428 2023-12-24 22:21:56,666 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:53:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.7948, loss: 0.7948 2023-12-24 22:22:22,160 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:52:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.8044, loss: 0.8044 2023-12-24 22:22:48,093 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:52:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.7851, loss: 0.7851 2023-12-24 22:23:13,698 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:51:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9894, loss_cls: 0.7999, loss: 0.7999 2023-12-24 22:23:39,495 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:51:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.8491, loss: 0.8491 2023-12-24 22:24:04,912 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:50:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 0.7682, loss: 0.7682 2023-12-24 22:24:30,090 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:50:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.7811, loss: 0.7811 2023-12-24 22:24:55,250 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:50:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 0.8110, loss: 0.8110 2023-12-24 22:25:20,956 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 11:49:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.8713, loss: 0.8713 2023-12-24 22:25:46,727 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 11:49:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.7678, loss: 0.7678 2023-12-24 22:26:12,561 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 11:48:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.7767, loss: 0.7767 2023-12-24 22:26:38,515 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 11:48:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.7722, loss: 0.7722 2023-12-24 22:27:04,020 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 11:47:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.7796, loss: 0.7796 2023-12-24 22:27:29,684 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 11:47:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.8111, loss: 0.8111 2023-12-24 22:27:55,364 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 11:46:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.9036, loss: 0.9036 2023-12-24 22:28:21,219 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 11:46:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9881, loss_cls: 0.8109, loss: 0.8109 2023-12-24 22:28:46,844 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 11:46:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.7652, loss: 0.7652 2023-12-24 22:29:12,742 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 11:45:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.7338, loss: 0.7338 2023-12-24 22:29:38,461 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 11:45:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.8795, loss: 0.8795 2023-12-24 22:30:04,205 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 11:44:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.7699, loss: 0.7699 2023-12-24 22:30:30,037 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 11:44:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.8192, loss: 0.8192 2023-12-24 22:30:55,835 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 11:43:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.7800, loss: 0.7800 2023-12-24 22:31:21,194 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 11:43:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.8122, loss: 0.8122 2023-12-24 22:31:46,418 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 11:42:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.7101, loss: 0.7101 2023-12-24 22:32:11,607 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 11:42:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.8204, loss: 0.8204 2023-12-24 22:32:36,981 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 11:42:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.7332, loss: 0.7332 2023-12-24 22:32:38,982 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-24 22:37:04,455 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:37:05,059 - pyskl - INFO - top1_acc 0.7907 top5_acc 0.9547 2023-12-24 22:37:05,085 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.7907, top5_acc: 0.9547 2023-12-24 22:37:58,147 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 11:41:47, time: 0.531, data_time: 0.275, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.7244, loss: 0.7244 2023-12-24 22:38:23,621 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 11:41:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.6659, loss: 0.6659 2023-12-24 22:38:49,424 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 11:40:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.6666, loss: 0.6666 2023-12-24 22:39:15,100 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 11:40:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.7143, loss: 0.7143 2023-12-24 22:39:40,573 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 11:40:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.6513, loss: 0.6513 2023-12-24 22:40:05,885 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 11:39:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.7583, loss: 0.7583 2023-12-24 22:40:31,716 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 11:39:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.7306, loss: 0.7306 2023-12-24 22:40:57,435 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 11:38:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.7831, loss: 0.7831 2023-12-24 22:41:23,013 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 11:38:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.7217, loss: 0.7217 2023-12-24 22:41:48,835 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 11:37:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 0.7662, loss: 0.7662 2023-12-24 22:42:14,576 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 11:37:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.8100, loss: 0.8100 2023-12-24 22:42:40,210 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 11:36:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 0.8231, loss: 0.8231 2023-12-24 22:43:05,779 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 11:36:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.8026, loss: 0.8026 2023-12-24 22:43:31,516 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 11:36:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.8106, loss: 0.8106 2023-12-24 22:43:57,408 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 11:35:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.7830, loss: 0.7830 2023-12-24 22:44:23,310 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 11:35:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.7265, loss: 0.7265 2023-12-24 22:44:49,043 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 11:34:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.8120, loss: 0.8120 2023-12-24 22:45:14,909 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 11:34:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.8357, loss: 0.8357 2023-12-24 22:45:40,797 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 11:33:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.8301, loss: 0.8301 2023-12-24 22:46:06,456 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 11:33:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.8155, loss: 0.8155 2023-12-24 22:46:31,970 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 11:32:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9869, loss_cls: 0.8482, loss: 0.8482 2023-12-24 22:46:57,471 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 11:32:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.7646, loss: 0.7646 2023-12-24 22:47:23,145 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 11:32:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 0.7898, loss: 0.7898 2023-12-24 22:47:48,918 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 11:31:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.7994, loss: 0.7994 2023-12-24 22:48:14,480 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 11:31:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.8445, loss: 0.8445 2023-12-24 22:48:40,524 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 11:30:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.7966, loss: 0.7966 2023-12-24 22:49:06,367 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 11:30:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.8136, loss: 0.8136 2023-12-24 22:49:32,282 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 11:29:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.8245, loss: 0.8245 2023-12-24 22:49:58,193 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 11:29:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.7927, loss: 0.7927 2023-12-24 22:50:23,730 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 11:28:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.8168, loss: 0.8168 2023-12-24 22:50:48,954 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 11:28:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.8344, loss: 0.8344 2023-12-24 22:51:14,185 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 11:28:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.7912, loss: 0.7912 2023-12-24 22:51:39,410 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 11:27:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.8706, loss: 0.8706 2023-12-24 22:52:04,608 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 11:27:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.8248, loss: 0.8248 2023-12-24 22:52:06,505 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-24 22:56:31,364 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:56:31,959 - pyskl - INFO - top1_acc 0.7741 top5_acc 0.9506 2023-12-24 22:56:31,985 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.7741, top5_acc: 0.9506 2023-12-24 22:57:24,683 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 11:26:52, time: 0.527, data_time: 0.272, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.7717, loss: 0.7717 2023-12-24 22:57:50,559 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 11:26:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.7470, loss: 0.7470 2023-12-24 22:58:16,603 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 11:25:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.7814, loss: 0.7814 2023-12-24 22:58:42,427 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 11:25:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.6849, loss: 0.6849 2023-12-24 22:59:08,034 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 11:25:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.6841, loss: 0.6841 2023-12-24 22:59:33,592 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 11:24:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.7473, loss: 0.7473 2023-12-24 22:59:59,149 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 11:24:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9925, loss_cls: 0.7215, loss: 0.7215 2023-12-24 23:00:24,360 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 11:23:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 0.7495, loss: 0.7495 2023-12-24 23:00:50,129 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 11:23:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 0.7677, loss: 0.7677 2023-12-24 23:01:15,474 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 11:22:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.7814, loss: 0.7814 2023-12-24 23:01:40,642 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 11:22:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.8333, loss: 0.8333 2023-12-24 23:02:06,099 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 11:21:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.7623, loss: 0.7623 2023-12-24 23:02:31,645 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 11:21:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 0.7883, loss: 0.7883 2023-12-24 23:02:57,158 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 11:21:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.7345, loss: 0.7345 2023-12-24 23:03:22,885 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 11:20:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.7606, loss: 0.7606 2023-12-24 23:03:48,476 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 11:20:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 0.7664, loss: 0.7664 2023-12-24 23:04:14,043 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 11:19:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.7640, loss: 0.7640 2023-12-24 23:04:40,068 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 11:19:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.7794, loss: 0.7794 2023-12-24 23:05:05,757 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 11:18:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.7307, loss: 0.7307 2023-12-24 23:05:31,441 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 11:18:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.7395, loss: 0.7395 2023-12-24 23:05:57,179 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 11:17:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.7884, loss: 0.7884 2023-12-24 23:06:22,679 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 11:17:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.8115, loss: 0.8115 2023-12-24 23:06:47,847 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 11:17:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.7937, loss: 0.7937 2023-12-24 23:07:12,980 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 11:16:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 0.8501, loss: 0.8501 2023-12-24 23:07:38,140 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 11:16:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.7730, loss: 0.7730 2023-12-24 23:08:03,714 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 11:15:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 0.7508, loss: 0.7508 2023-12-24 23:08:29,417 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 11:15:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.7856, loss: 0.7856 2023-12-24 23:08:55,139 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 11:14:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 0.8145, loss: 0.8145 2023-12-24 23:09:21,024 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 11:14:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.7746, loss: 0.7746 2023-12-24 23:09:46,937 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 11:13:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 0.8058, loss: 0.8058 2023-12-24 23:10:12,997 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 11:13:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.7681, loss: 0.7681 2023-12-24 23:10:38,982 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 11:13:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.7574, loss: 0.7574 2023-12-24 23:11:04,700 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 11:12:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.8207, loss: 0.8207 2023-12-24 23:11:30,463 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 11:12:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.8416, loss: 0.8416 2023-12-24 23:11:32,416 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-24 23:15:58,259 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:15:58,875 - pyskl - INFO - top1_acc 0.7833 top5_acc 0.9489 2023-12-24 23:15:58,902 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.7833, top5_acc: 0.9489 2023-12-24 23:16:52,439 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 11:11:57, time: 0.535, data_time: 0.277, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.6667, loss: 0.6667 2023-12-24 23:17:18,004 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 11:11:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.6697, loss: 0.6697 2023-12-24 23:17:43,735 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 11:11:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.7590, loss: 0.7590 2023-12-24 23:18:09,074 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 11:10:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.7107, loss: 0.7107 2023-12-24 23:18:34,282 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 11:10:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 0.7265, loss: 0.7265 2023-12-24 23:18:59,854 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 11:09:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.7107, loss: 0.7107 2023-12-24 23:19:25,493 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 11:09:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.6971, loss: 0.6971 2023-12-24 23:19:51,064 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 11:08:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 0.6746, loss: 0.6746 2023-12-24 23:20:16,842 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 11:08:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.7055, loss: 0.7055 2023-12-24 23:20:42,359 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 11:07:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 0.7403, loss: 0.7403 2023-12-24 23:21:07,986 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 11:07:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.7185, loss: 0.7185 2023-12-24 23:21:33,692 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 11:07:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9900, loss_cls: 0.7779, loss: 0.7779 2023-12-24 23:21:59,221 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 11:06:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.8371, loss: 0.8371 2023-12-24 23:22:24,801 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 11:06:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.7514, loss: 0.7514 2023-12-24 23:22:50,704 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 11:05:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.7596, loss: 0.7596 2023-12-24 23:23:16,185 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 11:05:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.7175, loss: 0.7175 2023-12-24 23:23:41,770 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 11:04:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.7674, loss: 0.7674 2023-12-24 23:24:07,407 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 11:04:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.7940, loss: 0.7940 2023-12-24 23:24:33,258 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 11:03:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.7918, loss: 0.7918 2023-12-24 23:24:58,899 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 11:03:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.7204, loss: 0.7204 2023-12-24 23:25:24,493 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 11:03:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.7393, loss: 0.7393 2023-12-24 23:25:50,053 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 11:02:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.7738, loss: 0.7738 2023-12-24 23:26:15,615 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 11:02:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.7938, loss: 0.7938 2023-12-24 23:26:41,506 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 11:01:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.7130, loss: 0.7130 2023-12-24 23:27:07,096 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 11:01:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.6978, loss: 0.6978 2023-12-24 23:27:32,890 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 11:00:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.7271, loss: 0.7271 2023-12-24 23:27:58,498 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 11:00:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.7758, loss: 0.7758 2023-12-24 23:28:24,454 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 10:59:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.7789, loss: 0.7789 2023-12-24 23:28:50,521 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 10:59:32, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.7666, loss: 0.7666 2023-12-24 23:29:16,307 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 10:59:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.8162, loss: 0.8162 2023-12-24 23:29:42,078 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 10:58:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.7585, loss: 0.7585 2023-12-24 23:30:07,952 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 10:58:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.7291, loss: 0.7291 2023-12-24 23:30:33,692 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 10:57:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.7598, loss: 0.7598 2023-12-24 23:30:59,432 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 10:57:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.8289, loss: 0.8289 2023-12-24 23:31:01,400 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-24 23:35:26,307 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:35:26,915 - pyskl - INFO - top1_acc 0.7969 top5_acc 0.9559 2023-12-24 23:35:26,920 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_100.pth was removed 2023-12-24 23:35:27,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2023-12-24 23:35:27,140 - pyskl - INFO - Best top1_acc is 0.7969 at 106 epoch. 2023-12-24 23:35:27,165 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.7969, top5_acc: 0.9559 2023-12-24 23:36:20,222 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:57:02, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9931, loss_cls: 0.7138, loss: 0.7138 2023-12-24 23:36:46,025 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:56:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.7395, loss: 0.7395 2023-12-24 23:37:12,166 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:56:09, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.6280, loss: 0.6280 2023-12-24 23:37:37,919 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:55:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.6545, loss: 0.6545 2023-12-24 23:38:03,437 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:55:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.6548, loss: 0.6548 2023-12-24 23:38:29,024 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:54:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.6590, loss: 0.6590 2023-12-24 23:38:54,776 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:54:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.6940, loss: 0.6940 2023-12-24 23:39:20,339 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:53:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.7102, loss: 0.7102 2023-12-24 23:39:46,118 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:53:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.6858, loss: 0.6858 2023-12-24 23:40:12,051 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:53:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.7350, loss: 0.7350 2023-12-24 23:40:37,648 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:52:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 0.7323, loss: 0.7323 2023-12-24 23:41:03,288 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:52:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.6464, loss: 0.6464 2023-12-24 23:41:29,237 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:51:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.7252, loss: 0.7252 2023-12-24 23:41:54,984 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:51:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 0.6805, loss: 0.6805 2023-12-24 23:42:20,604 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:50:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.7219, loss: 0.7219 2023-12-24 23:42:45,867 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:50:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.7889, loss: 0.7889 2023-12-24 23:43:11,136 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:49:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.7394, loss: 0.7394 2023-12-24 23:43:36,954 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:49:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.6791, loss: 0.6791 2023-12-24 23:44:02,762 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:49:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.7800, loss: 0.7800 2023-12-24 23:44:28,529 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:48:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.7350, loss: 0.7350 2023-12-24 23:44:54,463 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:48:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.6986, loss: 0.6986 2023-12-24 23:45:20,370 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:47:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.7535, loss: 0.7535 2023-12-24 23:45:46,064 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:47:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.6583, loss: 0.6583 2023-12-24 23:46:12,083 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:46:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.6979, loss: 0.6979 2023-12-24 23:46:37,691 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:46:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.7695, loss: 0.7695 2023-12-24 23:47:03,560 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:45:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.7345, loss: 0.7345 2023-12-24 23:47:29,462 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:45:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.7486, loss: 0.7486 2023-12-24 23:47:55,324 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 10:45:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.7426, loss: 0.7426 2023-12-24 23:48:21,181 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 10:44:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.8291, loss: 0.8291 2023-12-24 23:48:46,884 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 10:44:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 0.8201, loss: 0.8201 2023-12-24 23:49:12,616 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 10:43:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.7064, loss: 0.7064 2023-12-24 23:49:38,225 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 10:43:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.6745, loss: 0.6745 2023-12-24 23:50:04,120 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 10:42:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.7382, loss: 0.7382 2023-12-24 23:50:29,946 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 10:42:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.7371, loss: 0.7371 2023-12-24 23:50:31,992 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-24 23:54:57,374 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:54:57,974 - pyskl - INFO - top1_acc 0.7798 top5_acc 0.9505 2023-12-24 23:54:58,003 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.7798, top5_acc: 0.9505 2023-12-24 23:55:50,646 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 10:42:07, time: 0.526, data_time: 0.271, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.5989, loss: 0.5989 2023-12-24 23:56:16,244 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 10:41:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.6658, loss: 0.6658 2023-12-24 23:56:42,296 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 10:41:14, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.6580, loss: 0.6580 2023-12-24 23:57:08,226 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 10:40:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.7086, loss: 0.7086 2023-12-24 23:57:33,771 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 10:40:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.6056, loss: 0.6056 2023-12-24 23:57:59,393 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 10:39:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.6391, loss: 0.6391 2023-12-24 23:58:25,102 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 10:39:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.6545, loss: 0.6545 2023-12-24 23:58:50,702 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 10:39:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.6641, loss: 0.6641 2023-12-24 23:59:16,172 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 10:38:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.6611, loss: 0.6611 2023-12-24 23:59:41,958 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 10:38:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.6972, loss: 0.6972 2023-12-25 00:00:07,766 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 10:37:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.6684, loss: 0.6684 2023-12-25 00:00:33,577 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 10:37:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 0.7136, loss: 0.7136 2023-12-25 00:00:59,056 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 10:36:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.6599, loss: 0.6599 2023-12-25 00:01:24,829 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 10:36:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.6958, loss: 0.6958 2023-12-25 00:01:50,316 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 10:35:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.6249, loss: 0.6249 2023-12-25 00:02:15,951 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 10:35:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.6940, loss: 0.6940 2023-12-25 00:02:41,524 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 10:35:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.7655, loss: 0.7655 2023-12-25 00:03:07,430 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 10:34:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.6733, loss: 0.6733 2023-12-25 00:03:33,473 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 10:34:09, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 0.6930, loss: 0.6930 2023-12-25 00:03:59,206 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 10:33:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.7125, loss: 0.7125 2023-12-25 00:04:24,901 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 10:33:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.7273, loss: 0.7273 2023-12-25 00:04:50,341 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 10:32:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.7082, loss: 0.7082 2023-12-25 00:05:15,849 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 10:32:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.6635, loss: 0.6635 2023-12-25 00:05:41,722 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 10:31:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.7658, loss: 0.7658 2023-12-25 00:06:07,274 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 10:31:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.7492, loss: 0.7492 2023-12-25 00:06:33,140 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 10:31:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.7748, loss: 0.7748 2023-12-25 00:06:58,914 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 10:30:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.7336, loss: 0.7336 2023-12-25 00:07:24,515 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 10:30:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6983, loss: 0.6983 2023-12-25 00:07:50,114 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 10:29:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.6898, loss: 0.6898 2023-12-25 00:08:15,935 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 10:29:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.7481, loss: 0.7481 2023-12-25 00:08:41,794 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 10:28:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 0.7363, loss: 0.7363 2023-12-25 00:09:07,717 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 10:28:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.8111, loss: 0.8111 2023-12-25 00:09:33,748 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 10:27:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.7592, loss: 0.7592 2023-12-25 00:09:59,658 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 10:27:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 0.7325, loss: 0.7325 2023-12-25 00:10:01,742 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-25 00:14:27,272 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:14:27,883 - pyskl - INFO - top1_acc 0.7429 top5_acc 0.9405 2023-12-25 00:14:27,910 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.7429, top5_acc: 0.9405 2023-12-25 00:15:21,036 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 10:27:13, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.6252, loss: 0.6252 2023-12-25 00:15:46,633 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 10:26:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.6729, loss: 0.6729 2023-12-25 00:16:12,593 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 10:26:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 0.5930, loss: 0.5930 2023-12-25 00:16:38,251 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 10:25:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.6061, loss: 0.6061 2023-12-25 00:17:03,680 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 10:25:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.6423, loss: 0.6423 2023-12-25 00:17:29,101 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 10:25:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.6274, loss: 0.6274 2023-12-25 00:17:54,455 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 10:24:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.6335, loss: 0.6335 2023-12-25 00:18:20,084 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 10:24:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.6484, loss: 0.6484 2023-12-25 00:18:45,726 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 10:23:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 0.6292, loss: 0.6292 2023-12-25 00:19:11,534 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 10:23:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.7289, loss: 0.7289 2023-12-25 00:19:37,006 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 10:22:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.6632, loss: 0.6632 2023-12-25 00:20:02,716 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 10:22:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.6895, loss: 0.6895 2023-12-25 00:20:28,289 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 10:21:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.6595, loss: 0.6595 2023-12-25 00:20:54,011 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 10:21:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.6994, loss: 0.6994 2023-12-25 00:21:19,644 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 10:21:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.6658, loss: 0.6658 2023-12-25 00:21:45,036 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 10:20:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.6473, loss: 0.6473 2023-12-25 00:22:10,548 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 10:20:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.6411, loss: 0.6411 2023-12-25 00:22:36,341 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 10:19:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6742, loss: 0.6742 2023-12-25 00:23:02,101 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 10:19:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.7351, loss: 0.7351 2023-12-25 00:23:27,689 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 10:18:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.7401, loss: 0.7401 2023-12-25 00:23:53,426 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 10:18:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.6963, loss: 0.6963 2023-12-25 00:24:19,076 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 10:17:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.7057, loss: 0.7057 2023-12-25 00:24:44,443 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 10:17:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 0.6868, loss: 0.6868 2023-12-25 00:25:10,109 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 10:17:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.7337, loss: 0.7337 2023-12-25 00:25:36,174 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 10:16:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.6781, loss: 0.6781 2023-12-25 00:26:02,008 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 10:16:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.6379, loss: 0.6379 2023-12-25 00:26:27,768 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 10:15:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.6980, loss: 0.6980 2023-12-25 00:26:53,744 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 10:15:15, time: 0.260, data_time: 0.001, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6949, loss: 0.6949 2023-12-25 00:27:19,581 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 10:14:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.7085, loss: 0.7085 2023-12-25 00:27:45,472 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 10:14:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 0.7260, loss: 0.7260 2023-12-25 00:28:11,014 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 10:13:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 0.7561, loss: 0.7561 2023-12-25 00:28:36,641 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 10:13:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.7433, loss: 0.7433 2023-12-25 00:29:02,609 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 10:13:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.7691, loss: 0.7691 2023-12-25 00:29:28,426 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 10:12:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 0.7780, loss: 0.7780 2023-12-25 00:29:30,527 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-25 00:33:56,905 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:33:57,518 - pyskl - INFO - top1_acc 0.7896 top5_acc 0.9553 2023-12-25 00:33:57,544 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.7896, top5_acc: 0.9553 2023-12-25 00:34:50,681 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 10:12:18, time: 0.531, data_time: 0.275, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 0.5285, loss: 0.5285 2023-12-25 00:35:16,230 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 10:11:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.5770, loss: 0.5770 2023-12-25 00:35:42,102 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 10:11:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 0.5878, loss: 0.5878 2023-12-25 00:36:07,486 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 10:10:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.6062, loss: 0.6062 2023-12-25 00:36:32,808 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 10:10:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 0.5714, loss: 0.5714 2023-12-25 00:36:57,944 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 10:10:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.6581, loss: 0.6581 2023-12-25 00:37:23,085 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 10:09:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.6441, loss: 0.6441 2023-12-25 00:37:48,720 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 10:09:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.6528, loss: 0.6528 2023-12-25 00:38:14,220 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 10:08:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.6673, loss: 0.6673 2023-12-25 00:38:39,978 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 10:08:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.6594, loss: 0.6594 2023-12-25 00:39:05,552 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 10:07:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.6451, loss: 0.6451 2023-12-25 00:39:31,106 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 10:07:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.6690, loss: 0.6690 2023-12-25 00:39:56,264 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 10:06:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.7045, loss: 0.7045 2023-12-25 00:40:21,441 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 10:06:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.6414, loss: 0.6414 2023-12-25 00:40:46,612 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 10:06:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.6371, loss: 0.6371 2023-12-25 00:41:11,840 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 10:05:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.7039, loss: 0.7039 2023-12-25 00:41:37,330 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 10:05:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.6711, loss: 0.6711 2023-12-25 00:42:03,147 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 10:04:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.7117, loss: 0.7117 2023-12-25 00:42:28,841 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 10:04:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6760, loss: 0.6760 2023-12-25 00:42:54,457 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 10:03:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.6966, loss: 0.6966 2023-12-25 00:43:20,012 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 10:03:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.6523, loss: 0.6523 2023-12-25 00:43:45,673 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 10:02:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.6471, loss: 0.6471 2023-12-25 00:44:11,257 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 10:02:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.6895, loss: 0.6895 2023-12-25 00:44:36,999 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 10:02:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.6273, loss: 0.6273 2023-12-25 00:45:02,895 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 10:01:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.6393, loss: 0.6393 2023-12-25 00:45:28,761 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 10:01:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.7026, loss: 0.7026 2023-12-25 00:45:54,537 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 10:00:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.7233, loss: 0.7233 2023-12-25 00:46:20,392 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 10:00:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.6891, loss: 0.6891 2023-12-25 00:46:46,198 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 9:59:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.6526, loss: 0.6526 2023-12-25 00:47:12,250 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 9:59:26, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.7258, loss: 0.7258 2023-12-25 00:47:37,864 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 9:58:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 0.7271, loss: 0.7271 2023-12-25 00:48:03,375 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 9:58:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.7338, loss: 0.7338 2023-12-25 00:48:29,086 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 9:58:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.6891, loss: 0.6891 2023-12-25 00:48:55,064 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 9:57:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.7195, loss: 0.7195 2023-12-25 00:48:57,007 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-25 00:53:22,804 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:53:23,412 - pyskl - INFO - top1_acc 0.8028 top5_acc 0.9582 2023-12-25 00:53:23,417 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_106.pth was removed 2023-12-25 00:53:23,634 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. 2023-12-25 00:53:23,636 - pyskl - INFO - Best top1_acc is 0.8028 at 110 epoch. 2023-12-25 00:53:23,662 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8028, top5_acc: 0.9582 2023-12-25 00:54:17,055 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:57:21, time: 0.534, data_time: 0.278, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 0.5540, loss: 0.5540 2023-12-25 00:54:42,619 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:56:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 0.6168, loss: 0.6168 2023-12-25 00:55:08,568 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:56:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.5563, loss: 0.5563 2023-12-25 00:55:34,287 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:56:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.5723, loss: 0.5723 2023-12-25 00:55:59,725 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:55:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.5574, loss: 0.5574 2023-12-25 00:56:25,117 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:55:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.6120, loss: 0.6120 2023-12-25 00:56:50,802 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:54:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.6150, loss: 0.6150 2023-12-25 00:57:16,475 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:54:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.6666, loss: 0.6666 2023-12-25 00:57:42,127 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:53:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.5977, loss: 0.5977 2023-12-25 00:58:07,572 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:53:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.6463, loss: 0.6463 2023-12-25 00:58:32,952 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:52:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.5876, loss: 0.5876 2023-12-25 00:58:58,468 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:52:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 0.6515, loss: 0.6515 2023-12-25 00:59:24,237 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:52:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5818, loss: 0.5818 2023-12-25 00:59:49,777 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:51:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.6676, loss: 0.6676 2023-12-25 01:00:15,392 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:51:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.6831, loss: 0.6831 2023-12-25 01:00:40,923 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:50:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.6379, loss: 0.6379 2023-12-25 01:01:06,650 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:50:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9950, loss_cls: 0.6165, loss: 0.6165 2023-12-25 01:01:32,566 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:49:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5916, loss: 0.5916 2023-12-25 01:01:58,540 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:49:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9931, loss_cls: 0.6634, loss: 0.6634 2023-12-25 01:02:24,307 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:48:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.6210, loss: 0.6210 2023-12-25 01:02:50,157 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:48:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 0.6129, loss: 0.6129 2023-12-25 01:03:15,919 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:48:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.6545, loss: 0.6545 2023-12-25 01:03:41,484 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:47:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.6557, loss: 0.6557 2023-12-25 01:04:07,516 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:47:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.6904, loss: 0.6904 2023-12-25 01:04:33,204 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:46:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.6492, loss: 0.6492 2023-12-25 01:04:58,993 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:46:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.6415, loss: 0.6415 2023-12-25 01:05:24,820 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:45:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 0.6686, loss: 0.6686 2023-12-25 01:05:50,471 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:45:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.6966, loss: 0.6966 2023-12-25 01:06:16,345 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:44:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.7473, loss: 0.7473 2023-12-25 01:06:42,158 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:44:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 0.6721, loss: 0.6721 2023-12-25 01:07:08,270 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:44:05, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 0.6637, loss: 0.6637 2023-12-25 01:07:33,796 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:43:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.6802, loss: 0.6802 2023-12-25 01:07:59,221 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:43:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 0.6682, loss: 0.6682 2023-12-25 01:08:24,456 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:42:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.6880, loss: 0.6880 2023-12-25 01:08:26,475 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-25 01:12:52,286 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:12:52,894 - pyskl - INFO - top1_acc 0.8068 top5_acc 0.9574 2023-12-25 01:12:52,899 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_110.pth was removed 2023-12-25 01:12:53,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2023-12-25 01:12:53,114 - pyskl - INFO - Best top1_acc is 0.8068 at 111 epoch. 2023-12-25 01:12:53,140 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8068, top5_acc: 0.9574 2023-12-25 01:13:46,292 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:42:26, time: 0.531, data_time: 0.278, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.5651, loss: 0.5651 2023-12-25 01:14:11,483 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:41:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.5189, loss: 0.5189 2023-12-25 01:14:37,347 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:41:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.5275, loss: 0.5275 2023-12-25 01:15:03,116 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:41:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.5434, loss: 0.5434 2023-12-25 01:15:28,394 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:40:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9950, loss_cls: 0.5948, loss: 0.5948 2023-12-25 01:15:53,760 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 9:40:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.6241, loss: 0.6241 2023-12-25 01:16:19,341 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 9:39:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.6217, loss: 0.6217 2023-12-25 01:16:45,003 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 9:39:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.5642, loss: 0.5642 2023-12-25 01:17:10,428 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 9:38:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.6127, loss: 0.6127 2023-12-25 01:17:35,959 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 9:38:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.5596, loss: 0.5596 2023-12-25 01:18:01,693 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 9:38:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.5711, loss: 0.5711 2023-12-25 01:18:27,498 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 9:37:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.6248, loss: 0.6248 2023-12-25 01:18:52,970 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 9:37:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 0.6625, loss: 0.6625 2023-12-25 01:19:18,468 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 9:36:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.5924, loss: 0.5924 2023-12-25 01:19:44,301 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 9:36:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 0.6562, loss: 0.6562 2023-12-25 01:20:10,014 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 9:35:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.6170, loss: 0.6170 2023-12-25 01:20:35,687 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 9:35:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.5750, loss: 0.5750 2023-12-25 01:21:01,640 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 9:34:54, time: 0.260, data_time: 0.001, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 0.6178, loss: 0.6178 2023-12-25 01:21:27,390 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 9:34:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.5896, loss: 0.5896 2023-12-25 01:21:53,215 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 9:34:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.6092, loss: 0.6092 2023-12-25 01:22:18,974 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 9:33:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.7015, loss: 0.7015 2023-12-25 01:22:44,753 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 9:33:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.6174, loss: 0.6174 2023-12-25 01:23:10,442 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 9:32:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.6506, loss: 0.6506 2023-12-25 01:23:36,144 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 9:32:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.6088, loss: 0.6088 2023-12-25 01:24:02,011 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 9:31:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.6628, loss: 0.6628 2023-12-25 01:24:27,820 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 9:31:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.6235, loss: 0.6235 2023-12-25 01:24:53,304 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 9:30:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.6146, loss: 0.6146 2023-12-25 01:25:19,286 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 9:30:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.6719, loss: 0.6719 2023-12-25 01:25:44,727 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 9:30:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.6437, loss: 0.6437 2023-12-25 01:26:10,499 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 9:29:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 0.6779, loss: 0.6779 2023-12-25 01:26:36,371 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 9:29:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.6203, loss: 0.6203 2023-12-25 01:27:02,106 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 9:28:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.6683, loss: 0.6683 2023-12-25 01:27:28,007 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 9:28:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.7178, loss: 0.7178 2023-12-25 01:27:53,622 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 9:27:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.6771, loss: 0.6771 2023-12-25 01:27:55,620 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-25 01:32:21,229 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:32:21,840 - pyskl - INFO - top1_acc 0.8037 top5_acc 0.9566 2023-12-25 01:32:21,866 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8037, top5_acc: 0.9566 2023-12-25 01:33:14,446 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 9:27:30, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.6322, loss: 0.6322 2023-12-25 01:33:39,857 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 9:27:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 0.5594, loss: 0.5594 2023-12-25 01:34:05,808 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 9:26:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 0.5810, loss: 0.5810 2023-12-25 01:34:31,524 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 9:26:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 0.6028, loss: 0.6028 2023-12-25 01:34:57,205 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 9:25:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.5333, loss: 0.5333 2023-12-25 01:35:22,890 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 9:25:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.6022, loss: 0.6022 2023-12-25 01:35:48,530 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 9:24:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.5445, loss: 0.5445 2023-12-25 01:36:14,111 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 9:24:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 0.6077, loss: 0.6077 2023-12-25 01:36:39,684 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 9:23:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 0.5884, loss: 0.5884 2023-12-25 01:37:05,219 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 9:23:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.5862, loss: 0.5862 2023-12-25 01:37:30,873 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 9:23:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.5351, loss: 0.5351 2023-12-25 01:37:56,583 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 9:22:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 0.5899, loss: 0.5899 2023-12-25 01:38:22,122 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 9:22:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.5719, loss: 0.5719 2023-12-25 01:38:47,605 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 9:21:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.6007, loss: 0.6007 2023-12-25 01:39:12,844 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 9:21:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 0.5558, loss: 0.5558 2023-12-25 01:39:38,459 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 9:20:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 0.5818, loss: 0.5818 2023-12-25 01:40:04,041 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 9:20:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.5810, loss: 0.5810 2023-12-25 01:40:29,862 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 9:19:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.5973, loss: 0.5973 2023-12-25 01:40:55,639 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 9:19:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 0.5828, loss: 0.5828 2023-12-25 01:41:21,311 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 9:19:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.6151, loss: 0.6151 2023-12-25 01:41:47,009 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 9:18:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.5608, loss: 0.5608 2023-12-25 01:42:12,797 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 9:18:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 0.5919, loss: 0.5919 2023-12-25 01:42:38,465 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 9:17:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 0.5875, loss: 0.5875 2023-12-25 01:43:04,332 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 9:17:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 0.6118, loss: 0.6118 2023-12-25 01:43:30,395 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 9:16:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.5779, loss: 0.5779 2023-12-25 01:43:56,276 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 9:16:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.5519, loss: 0.5519 2023-12-25 01:44:21,953 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 9:16:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 0.6388, loss: 0.6388 2023-12-25 01:44:47,927 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 9:15:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.5893, loss: 0.5893 2023-12-25 01:45:13,706 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 9:15:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 0.6484, loss: 0.6484 2023-12-25 01:45:39,737 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 9:14:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.7009, loss: 0.7009 2023-12-25 01:46:05,456 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 9:14:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 0.6744, loss: 0.6744 2023-12-25 01:46:31,042 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 9:13:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.5751, loss: 0.5751 2023-12-25 01:46:57,015 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 9:13:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.6101, loss: 0.6101 2023-12-25 01:47:22,580 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 9:12:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.6246, loss: 0.6246 2023-12-25 01:47:24,549 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-25 01:51:50,627 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:51:51,235 - pyskl - INFO - top1_acc 0.8025 top5_acc 0.9566 2023-12-25 01:51:51,262 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8025, top5_acc: 0.9566 2023-12-25 01:52:44,517 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 9:12:35, time: 0.532, data_time: 0.277, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.5237, loss: 0.5237 2023-12-25 01:53:10,291 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 9:12:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.4815, loss: 0.4815 2023-12-25 01:53:36,118 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 9:11:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.5355, loss: 0.5355 2023-12-25 01:54:01,652 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 9:11:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.5337, loss: 0.5337 2023-12-25 01:54:27,616 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 9:10:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 0.5279, loss: 0.5279 2023-12-25 01:54:53,345 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 9:10:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.5531, loss: 0.5531 2023-12-25 01:55:19,065 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 9:09:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.5193, loss: 0.5193 2023-12-25 01:55:44,771 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 9:09:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.6026, loss: 0.6026 2023-12-25 01:56:10,502 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 9:09:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.5224, loss: 0.5224 2023-12-25 01:56:36,401 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 9:08:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.5866, loss: 0.5866 2023-12-25 01:57:02,247 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 9:08:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.5385, loss: 0.5385 2023-12-25 01:57:27,854 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 9:07:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 0.5510, loss: 0.5510 2023-12-25 01:57:53,430 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 9:07:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.5445, loss: 0.5445 2023-12-25 01:58:19,175 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 9:06:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 0.6340, loss: 0.6340 2023-12-25 01:58:44,828 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 9:06:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 0.5684, loss: 0.5684 2023-12-25 01:59:10,407 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 9:05:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.5704, loss: 0.5704 2023-12-25 01:59:35,858 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 9:05:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.5806, loss: 0.5806 2023-12-25 02:00:01,771 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 9:05:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 0.5621, loss: 0.5621 2023-12-25 02:00:27,470 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 9:04:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9969, loss_cls: 0.5612, loss: 0.5612 2023-12-25 02:00:53,084 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 9:04:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.5637, loss: 0.5637 2023-12-25 02:01:18,984 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 9:03:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.5755, loss: 0.5755 2023-12-25 02:01:44,689 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 9:03:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.5741, loss: 0.5741 2023-12-25 02:02:10,172 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 9:02:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.6215, loss: 0.6215 2023-12-25 02:02:36,002 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 9:02:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 0.5898, loss: 0.5898 2023-12-25 02:03:02,071 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 9:01:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.5754, loss: 0.5754 2023-12-25 02:03:27,860 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 9:01:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.6069, loss: 0.6069 2023-12-25 02:03:53,635 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 9:01:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.5487, loss: 0.5487 2023-12-25 02:04:19,584 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 9:00:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9962, loss_cls: 0.6087, loss: 0.6087 2023-12-25 02:04:45,870 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 9:00:13, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.6030, loss: 0.6030 2023-12-25 02:05:11,730 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 8:59:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 0.6341, loss: 0.6341 2023-12-25 02:05:37,117 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 8:59:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.5813, loss: 0.5813 2023-12-25 02:06:02,877 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 8:58:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.6402, loss: 0.6402 2023-12-25 02:06:28,555 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 8:58:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9956, loss_cls: 0.5812, loss: 0.5812 2023-12-25 02:06:54,272 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 8:58:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.6272, loss: 0.6272 2023-12-25 02:06:56,283 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-25 02:11:22,469 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:11:23,080 - pyskl - INFO - top1_acc 0.7895 top5_acc 0.9554 2023-12-25 02:11:23,107 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.7895, top5_acc: 0.9554 2023-12-25 02:12:16,361 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:57:40, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.5304, loss: 0.5304 2023-12-25 02:12:41,977 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:57:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9981, loss_cls: 0.5237, loss: 0.5237 2023-12-25 02:13:07,821 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:56:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 0.5592, loss: 0.5592 2023-12-25 02:13:33,858 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:56:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.5205, loss: 0.5205 2023-12-25 02:13:59,529 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:55:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.4689, loss: 0.4689 2023-12-25 02:14:25,095 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:55:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.4981, loss: 0.4981 2023-12-25 02:14:50,726 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:55:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4929, loss: 0.4929 2023-12-25 02:15:16,267 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:54:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 0.5729, loss: 0.5729 2023-12-25 02:15:41,664 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:54:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.5433, loss: 0.5433 2023-12-25 02:16:06,837 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:53:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.5166, loss: 0.5166 2023-12-25 02:16:32,376 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:53:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5827, loss: 0.5827 2023-12-25 02:16:57,933 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:52:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.5037, loss: 0.5037 2023-12-25 02:17:23,418 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:52:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 0.5166, loss: 0.5166 2023-12-25 02:17:48,902 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:51:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4910, loss: 0.4910 2023-12-25 02:18:14,130 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:51:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 0.5204, loss: 0.5204 2023-12-25 02:18:39,367 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:51:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.5280, loss: 0.5280 2023-12-25 02:19:05,074 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:50:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.5976, loss: 0.5976 2023-12-25 02:19:30,561 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:50:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.5635, loss: 0.5635 2023-12-25 02:19:56,364 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:49:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9962, loss_cls: 0.5563, loss: 0.5563 2023-12-25 02:20:21,646 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:49:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.5824, loss: 0.5824 2023-12-25 02:20:47,009 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:48:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.5397, loss: 0.5397 2023-12-25 02:21:12,749 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:48:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9956, loss_cls: 0.5300, loss: 0.5300 2023-12-25 02:21:38,383 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:47:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.5145, loss: 0.5145 2023-12-25 02:22:03,984 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:47:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.5859, loss: 0.5859 2023-12-25 02:22:29,946 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:47:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.5353, loss: 0.5353 2023-12-25 02:22:55,931 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:46:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.5409, loss: 0.5409 2023-12-25 02:23:21,672 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:46:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.5467, loss: 0.5467 2023-12-25 02:23:47,381 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:45:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.5667, loss: 0.5667 2023-12-25 02:24:13,070 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:45:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.5571, loss: 0.5571 2023-12-25 02:24:38,883 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:44:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.5857, loss: 0.5857 2023-12-25 02:25:04,143 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:44:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.6307, loss: 0.6307 2023-12-25 02:25:29,948 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:43:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.6514, loss: 0.6514 2023-12-25 02:25:55,709 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:43:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.6016, loss: 0.6016 2023-12-25 02:26:21,466 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:43:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.5939, loss: 0.5939 2023-12-25 02:26:23,447 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-25 02:30:48,858 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:30:49,471 - pyskl - INFO - top1_acc 0.8034 top5_acc 0.9559 2023-12-25 02:30:49,500 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8034, top5_acc: 0.9559 2023-12-25 02:31:42,035 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:42:44, time: 0.525, data_time: 0.272, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4923, loss: 0.4923 2023-12-25 02:32:07,437 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:42:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.5155, loss: 0.5155 2023-12-25 02:32:33,255 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:41:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.4846, loss: 0.4846 2023-12-25 02:32:58,636 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:41:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.5511, loss: 0.5511 2023-12-25 02:33:24,245 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:40:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9962, loss_cls: 0.5096, loss: 0.5096 2023-12-25 02:33:49,737 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:40:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.4901, loss: 0.4901 2023-12-25 02:34:15,477 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:40:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 0.4818, loss: 0.4818 2023-12-25 02:34:40,951 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:39:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.5449, loss: 0.5449 2023-12-25 02:35:06,766 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:39:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.5087, loss: 0.5087 2023-12-25 02:35:32,415 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:38:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.5056, loss: 0.5056 2023-12-25 02:35:58,140 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:38:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.5509, loss: 0.5509 2023-12-25 02:36:23,770 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:37:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.5025, loss: 0.5025 2023-12-25 02:36:49,360 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:37:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.5521, loss: 0.5521 2023-12-25 02:37:14,875 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:36:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.5298, loss: 0.5298 2023-12-25 02:37:40,252 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:36:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.5484, loss: 0.5484 2023-12-25 02:38:05,415 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:36:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.5234, loss: 0.5234 2023-12-25 02:38:30,808 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 8:35:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9969, loss_cls: 0.5432, loss: 0.5432 2023-12-25 02:38:56,703 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 8:35:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9969, loss_cls: 0.5284, loss: 0.5284 2023-12-25 02:39:22,392 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 8:34:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.5237, loss: 0.5237 2023-12-25 02:39:48,290 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 8:34:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.5602, loss: 0.5602 2023-12-25 02:40:13,929 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 8:33:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.5537, loss: 0.5537 2023-12-25 02:40:39,588 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 8:33:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.5240, loss: 0.5240 2023-12-25 02:41:05,580 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 8:32:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9988, loss_cls: 0.4988, loss: 0.4988 2023-12-25 02:41:31,523 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 8:32:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.5689, loss: 0.5689 2023-12-25 02:41:57,497 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 8:32:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5963, loss: 0.5963 2023-12-25 02:42:23,178 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 8:31:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.5448, loss: 0.5448 2023-12-25 02:42:48,684 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 8:31:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.5432, loss: 0.5432 2023-12-25 02:43:14,512 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 8:30:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 0.5394, loss: 0.5394 2023-12-25 02:43:40,254 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 8:30:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.4996, loss: 0.4996 2023-12-25 02:44:05,861 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 8:29:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.5329, loss: 0.5329 2023-12-25 02:44:31,631 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 8:29:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.5421, loss: 0.5421 2023-12-25 02:44:57,352 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 8:29:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.5325, loss: 0.5325 2023-12-25 02:45:23,103 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 8:28:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 0.5886, loss: 0.5886 2023-12-25 02:45:49,089 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 8:28:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.6053, loss: 0.6053 2023-12-25 02:45:51,006 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-25 02:50:16,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:50:17,515 - pyskl - INFO - top1_acc 0.7937 top5_acc 0.9546 2023-12-25 02:50:17,541 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.7937, top5_acc: 0.9546 2023-12-25 02:51:10,673 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 8:27:48, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.4918, loss: 0.4918 2023-12-25 02:51:36,146 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 8:27:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.4677, loss: 0.4677 2023-12-25 02:52:01,946 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 8:26:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.4795, loss: 0.4795 2023-12-25 02:52:27,703 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 8:26:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.4594, loss: 0.4594 2023-12-25 02:52:53,274 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 8:26:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.4538, loss: 0.4538 2023-12-25 02:53:18,615 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 8:25:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9975, loss_cls: 0.5172, loss: 0.5172 2023-12-25 02:53:43,974 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 8:25:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.4570, loss: 0.4570 2023-12-25 02:54:09,401 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 8:24:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.4692, loss: 0.4692 2023-12-25 02:54:34,858 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 8:24:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.4614, loss: 0.4614 2023-12-25 02:55:00,181 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 8:23:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.4691, loss: 0.4691 2023-12-25 02:55:25,694 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 8:23:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.5076, loss: 0.5076 2023-12-25 02:55:51,369 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 8:22:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.4980, loss: 0.4980 2023-12-25 02:56:16,890 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 8:22:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.4767, loss: 0.4767 2023-12-25 02:56:42,705 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 8:22:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 0.5023, loss: 0.5023 2023-12-25 02:57:08,181 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 8:21:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.4969, loss: 0.4969 2023-12-25 02:57:33,551 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 8:21:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.5154, loss: 0.5154 2023-12-25 02:57:59,115 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 8:20:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.4874, loss: 0.4874 2023-12-25 02:58:24,707 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 8:20:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.5240, loss: 0.5240 2023-12-25 02:58:50,690 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 8:19:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.5196, loss: 0.5196 2023-12-25 02:59:16,553 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 8:19:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 0.4774, loss: 0.4774 2023-12-25 02:59:41,956 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 8:18:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.4933, loss: 0.4933 2023-12-25 03:00:07,761 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 8:18:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.5293, loss: 0.5293 2023-12-25 03:00:33,529 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 8:18:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.5235, loss: 0.5235 2023-12-25 03:00:59,138 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 8:17:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.5458, loss: 0.5458 2023-12-25 03:01:25,127 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 8:17:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 0.5625, loss: 0.5625 2023-12-25 03:01:50,962 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 8:16:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.5389, loss: 0.5389 2023-12-25 03:02:16,765 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 8:16:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 0.5214, loss: 0.5214 2023-12-25 03:02:42,623 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 8:15:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.5473, loss: 0.5473 2023-12-25 03:03:08,371 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 8:15:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.5062, loss: 0.5062 2023-12-25 03:03:34,240 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 8:14:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.4866, loss: 0.4866 2023-12-25 03:04:00,052 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 8:14:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.4405, loss: 0.4405 2023-12-25 03:04:25,966 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 8:14:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.5027, loss: 0.5027 2023-12-25 03:04:51,991 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 8:13:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.4897, loss: 0.4897 2023-12-25 03:05:17,933 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 8:13:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.5228, loss: 0.5228 2023-12-25 03:05:19,915 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-25 03:09:45,878 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:09:46,487 - pyskl - INFO - top1_acc 0.8104 top5_acc 0.9572 2023-12-25 03:09:46,492 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_111.pth was removed 2023-12-25 03:09:46,705 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2023-12-25 03:09:46,707 - pyskl - INFO - Best top1_acc is 0.8104 at 117 epoch. 2023-12-25 03:09:46,733 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8104, top5_acc: 0.9572 2023-12-25 03:10:39,579 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 8:12:52, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.4561, loss: 0.4561 2023-12-25 03:11:05,042 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 8:12:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.4433, loss: 0.4433 2023-12-25 03:11:30,689 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 8:11:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.4637, loss: 0.4637 2023-12-25 03:11:56,221 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 8:11:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4984, loss: 0.4984 2023-12-25 03:12:21,811 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 8:11:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.4434, loss: 0.4434 2023-12-25 03:12:47,360 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 8:10:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9981, loss_cls: 0.4591, loss: 0.4591 2023-12-25 03:13:13,150 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 8:10:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 0.4099, loss: 0.4099 2023-12-25 03:13:38,602 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 8:09:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.4723, loss: 0.4723 2023-12-25 03:14:04,005 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 8:09:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.4403, loss: 0.4403 2023-12-25 03:14:29,495 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 8:08:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.4437, loss: 0.4437 2023-12-25 03:14:54,678 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 8:08:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.4856, loss: 0.4856 2023-12-25 03:15:20,180 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 8:07:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.4472, loss: 0.4472 2023-12-25 03:15:45,783 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 8:07:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.4838, loss: 0.4838 2023-12-25 03:16:11,426 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 8:07:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 0.4948, loss: 0.4948 2023-12-25 03:16:36,920 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 8:06:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.4570, loss: 0.4570 2023-12-25 03:17:02,576 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 8:06:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.5269, loss: 0.5269 2023-12-25 03:17:28,453 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 8:05:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.4394, loss: 0.4394 2023-12-25 03:17:54,099 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 8:05:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.4809, loss: 0.4809 2023-12-25 03:18:19,675 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 8:04:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.4926, loss: 0.4926 2023-12-25 03:18:45,482 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 8:04:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.4834, loss: 0.4834 2023-12-25 03:19:11,338 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 8:04:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.4932, loss: 0.4932 2023-12-25 03:19:37,405 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 8:03:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 0.4952, loss: 0.4952 2023-12-25 03:20:03,164 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 8:03:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.4380, loss: 0.4380 2023-12-25 03:20:28,961 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 8:02:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.4845, loss: 0.4845 2023-12-25 03:20:54,978 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 8:02:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.5343, loss: 0.5343 2023-12-25 03:21:20,627 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 8:01:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.5132, loss: 0.5132 2023-12-25 03:21:46,438 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 8:01:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.5289, loss: 0.5289 2023-12-25 03:22:12,176 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 8:00:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.5158, loss: 0.5158 2023-12-25 03:22:37,809 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 8:00:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.5413, loss: 0.5413 2023-12-25 03:23:03,873 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 8:00:02, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.4827, loss: 0.4827 2023-12-25 03:23:29,583 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:59:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.5088, loss: 0.5088 2023-12-25 03:23:55,310 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:59:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.5049, loss: 0.5049 2023-12-25 03:24:21,002 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:58:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9969, loss_cls: 0.5379, loss: 0.5379 2023-12-25 03:24:46,607 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:58:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.5257, loss: 0.5257 2023-12-25 03:24:48,551 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-25 03:29:14,226 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:29:14,834 - pyskl - INFO - top1_acc 0.8048 top5_acc 0.9579 2023-12-25 03:29:14,860 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8048, top5_acc: 0.9579 2023-12-25 03:30:08,182 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:57:56, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.4669, loss: 0.4669 2023-12-25 03:30:33,695 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:57:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.4462, loss: 0.4462 2023-12-25 03:30:59,317 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:57:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.4220, loss: 0.4220 2023-12-25 03:31:25,152 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:56:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.4242, loss: 0.4242 2023-12-25 03:31:50,554 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:56:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.4205, loss: 0.4205 2023-12-25 03:32:15,903 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:55:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.4365, loss: 0.4365 2023-12-25 03:32:41,065 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:55:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.4443, loss: 0.4443 2023-12-25 03:33:06,297 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:54:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4857, loss: 0.4857 2023-12-25 03:33:31,558 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:54:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.4832, loss: 0.4832 2023-12-25 03:33:57,012 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:53:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.4793, loss: 0.4793 2023-12-25 03:34:22,620 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:53:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.4530, loss: 0.4530 2023-12-25 03:34:48,162 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:53:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.4846, loss: 0.4846 2023-12-25 03:35:13,685 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:52:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.4644, loss: 0.4644 2023-12-25 03:35:38,909 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:52:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.4538, loss: 0.4538 2023-12-25 03:36:04,063 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:51:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.4272, loss: 0.4272 2023-12-25 03:36:29,383 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:51:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.4523, loss: 0.4523 2023-12-25 03:36:55,148 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:50:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.4582, loss: 0.4582 2023-12-25 03:37:20,698 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:50:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.4343, loss: 0.4343 2023-12-25 03:37:46,544 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:49:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.5025, loss: 0.5025 2023-12-25 03:38:12,112 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:49:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.5048, loss: 0.5048 2023-12-25 03:38:37,523 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:49:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 0.4780, loss: 0.4780 2023-12-25 03:39:03,290 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:48:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.5039, loss: 0.5039 2023-12-25 03:39:29,528 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:48:11, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4940, loss: 0.4940 2023-12-25 03:39:55,475 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:47:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.4695, loss: 0.4695 2023-12-25 03:40:21,344 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:47:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.4509, loss: 0.4509 2023-12-25 03:40:47,142 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:46:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.4846, loss: 0.4846 2023-12-25 03:41:13,223 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:46:26, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.5216, loss: 0.5216 2023-12-25 03:41:38,887 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:45:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.4946, loss: 0.4946 2023-12-25 03:42:04,665 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:45:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9988, loss_cls: 0.4708, loss: 0.4708 2023-12-25 03:42:30,490 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:45:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.5031, loss: 0.5031 2023-12-25 03:42:56,197 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:44:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.4741, loss: 0.4741 2023-12-25 03:43:21,997 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:44:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.5111, loss: 0.5111 2023-12-25 03:43:47,747 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:43:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.4895, loss: 0.4895 2023-12-25 03:44:13,473 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:43:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.4583, loss: 0.4583 2023-12-25 03:44:15,435 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-25 03:48:41,339 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:48:41,946 - pyskl - INFO - top1_acc 0.8180 top5_acc 0.9623 2023-12-25 03:48:41,951 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_117.pth was removed 2023-12-25 03:48:42,165 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-25 03:48:42,166 - pyskl - INFO - Best top1_acc is 0.8180 at 119 epoch. 2023-12-25 03:48:42,192 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8180, top5_acc: 0.9623 2023-12-25 03:49:35,154 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:42:59, time: 0.530, data_time: 0.274, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 0.4057, loss: 0.4057 2023-12-25 03:50:00,649 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:42:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9981, loss_cls: 0.4460, loss: 0.4460 2023-12-25 03:50:26,357 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:42:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9988, loss_cls: 0.4595, loss: 0.4595 2023-12-25 03:50:51,995 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:41:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 0.3791, loss: 0.3791 2023-12-25 03:51:17,557 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:41:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.4560, loss: 0.4560 2023-12-25 03:51:43,234 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:40:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 0.4303, loss: 0.4303 2023-12-25 03:52:08,568 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:40:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3945, loss: 0.3945 2023-12-25 03:52:34,136 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:39:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.4544, loss: 0.4544 2023-12-25 03:52:59,761 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:39:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.4349, loss: 0.4349 2023-12-25 03:53:25,491 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:39:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.4273, loss: 0.4273 2023-12-25 03:53:51,071 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:38:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.4578, loss: 0.4578 2023-12-25 03:54:16,741 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:38:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.5151, loss: 0.5151 2023-12-25 03:54:42,478 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:37:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.4406, loss: 0.4406 2023-12-25 03:55:08,176 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:37:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.4045, loss: 0.4045 2023-12-25 03:55:33,660 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:36:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4683, loss: 0.4683 2023-12-25 03:55:59,406 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:36:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.4528, loss: 0.4528 2023-12-25 03:56:25,294 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:35:55, time: 0.259, data_time: 0.001, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3952, loss: 0.3952 2023-12-25 03:56:51,252 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:35:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.4499, loss: 0.4499 2023-12-25 03:57:16,851 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:35:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.4357, loss: 0.4357 2023-12-25 03:57:42,402 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:34:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.4116, loss: 0.4116 2023-12-25 03:58:08,249 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:34:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.4347, loss: 0.4347 2023-12-25 03:58:34,099 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:33:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.4675, loss: 0.4675 2023-12-25 03:58:59,896 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:33:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.4323, loss: 0.4323 2023-12-25 03:59:25,750 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:32:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.4315, loss: 0.4315 2023-12-25 03:59:51,340 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:32:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.4609, loss: 0.4609 2023-12-25 04:00:16,975 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:31:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.4046, loss: 0.4046 2023-12-25 04:00:42,782 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 7:31:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.4481, loss: 0.4481 2023-12-25 04:01:08,642 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 7:31:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.3979, loss: 0.3979 2023-12-25 04:01:34,560 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 7:30:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 0.4570, loss: 0.4570 2023-12-25 04:02:00,312 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 7:30:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.4918, loss: 0.4918 2023-12-25 04:02:26,260 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 7:29:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.4369, loss: 0.4369 2023-12-25 04:02:52,309 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 7:29:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.4682, loss: 0.4682 2023-12-25 04:03:18,065 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 7:28:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3938, loss: 0.3938 2023-12-25 04:03:43,867 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 7:28:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.4149, loss: 0.4149 2023-12-25 04:03:45,844 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-25 04:08:11,024 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:08:11,633 - pyskl - INFO - top1_acc 0.8068 top5_acc 0.9578 2023-12-25 04:08:11,660 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8068, top5_acc: 0.9578 2023-12-25 04:09:05,119 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 7:28:03, time: 0.534, data_time: 0.277, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 0.3889, loss: 0.3889 2023-12-25 04:09:30,964 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 7:27:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.3732, loss: 0.3732 2023-12-25 04:09:56,977 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 7:27:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.3593, loss: 0.3593 2023-12-25 04:10:22,623 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 7:26:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3739, loss: 0.3739 2023-12-25 04:10:47,824 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 7:26:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 0.4085, loss: 0.4085 2023-12-25 04:11:13,233 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 7:25:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.3697, loss: 0.3697 2023-12-25 04:11:38,858 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 7:25:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.4080, loss: 0.4080 2023-12-25 04:12:04,469 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 7:24:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.4217, loss: 0.4217 2023-12-25 04:12:30,305 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 7:24:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.3951, loss: 0.3951 2023-12-25 04:12:56,096 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 7:24:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.4274, loss: 0.4274 2023-12-25 04:13:21,707 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 7:23:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.4279, loss: 0.4279 2023-12-25 04:13:47,570 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 7:23:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.4458, loss: 0.4458 2023-12-25 04:14:13,086 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 7:22:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.3972, loss: 0.3972 2023-12-25 04:14:38,518 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 7:22:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.4133, loss: 0.4133 2023-12-25 04:15:04,193 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 7:21:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.3576, loss: 0.3576 2023-12-25 04:15:29,877 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 7:21:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.3624, loss: 0.3624 2023-12-25 04:15:55,670 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 7:20:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.4184, loss: 0.4184 2023-12-25 04:16:21,405 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 7:20:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.4165, loss: 0.4165 2023-12-25 04:16:47,359 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 7:20:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.4463, loss: 0.4463 2023-12-25 04:17:13,325 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 7:19:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3746, loss: 0.3746 2023-12-25 04:17:38,877 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 7:19:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.4145, loss: 0.4145 2023-12-25 04:18:04,718 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 7:18:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 0.4229, loss: 0.4229 2023-12-25 04:18:30,419 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 7:18:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.4303, loss: 0.4303 2023-12-25 04:18:56,444 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 7:17:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.4020, loss: 0.4020 2023-12-25 04:19:22,282 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 7:17:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.4144, loss: 0.4144 2023-12-25 04:19:48,318 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 7:17:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.4392, loss: 0.4392 2023-12-25 04:20:14,046 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 7:16:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.4270, loss: 0.4270 2023-12-25 04:20:39,742 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 7:16:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.4272, loss: 0.4272 2023-12-25 04:21:05,220 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 7:15:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.3996, loss: 0.3996 2023-12-25 04:21:30,421 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 7:15:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 0.4793, loss: 0.4793 2023-12-25 04:21:55,852 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 7:14:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.4556, loss: 0.4556 2023-12-25 04:22:21,376 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 7:14:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.4523, loss: 0.4523 2023-12-25 04:22:47,537 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 7:13:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.4310, loss: 0.4310 2023-12-25 04:23:13,251 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 7:13:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.4969, loss: 0.4969 2023-12-25 04:23:15,199 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-25 04:27:40,312 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:27:40,922 - pyskl - INFO - top1_acc 0.8096 top5_acc 0.9601 2023-12-25 04:27:40,949 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8096, top5_acc: 0.9601 2023-12-25 04:28:34,533 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 7:13:07, time: 0.536, data_time: 0.276, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.3830, loss: 0.3830 2023-12-25 04:29:00,203 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 7:12:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.3657, loss: 0.3657 2023-12-25 04:29:25,940 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 7:12:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.3830, loss: 0.3830 2023-12-25 04:29:51,566 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 7:11:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 0.3750, loss: 0.3750 2023-12-25 04:30:17,284 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 7:11:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.3649, loss: 0.3649 2023-12-25 04:30:42,934 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 7:10:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.3680, loss: 0.3680 2023-12-25 04:31:08,224 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 7:10:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.3716, loss: 0.3716 2023-12-25 04:31:33,965 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 7:10:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.3678, loss: 0.3678 2023-12-25 04:31:59,476 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 7:09:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3608, loss: 0.3608 2023-12-25 04:32:25,108 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 7:09:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.4079, loss: 0.4079 2023-12-25 04:32:50,861 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 7:08:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.3732, loss: 0.3732 2023-12-25 04:33:16,277 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 7:08:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.3893, loss: 0.3893 2023-12-25 04:33:41,446 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 7:07:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.3713, loss: 0.3713 2023-12-25 04:34:07,027 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 7:07:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.3363, loss: 0.3363 2023-12-25 04:34:32,468 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 7:06:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.4111, loss: 0.4111 2023-12-25 04:34:57,650 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 7:06:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.3881, loss: 0.3881 2023-12-25 04:35:23,202 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 7:06:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.4047, loss: 0.4047 2023-12-25 04:35:49,015 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 7:05:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.3728, loss: 0.3728 2023-12-25 04:36:15,032 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 7:05:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.3669, loss: 0.3669 2023-12-25 04:36:40,775 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 7:04:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3773, loss: 0.3773 2023-12-25 04:37:06,041 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 7:04:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9994, loss_cls: 0.3915, loss: 0.3915 2023-12-25 04:37:31,889 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 7:03:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.4190, loss: 0.4190 2023-12-25 04:37:57,695 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 7:03:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.3945, loss: 0.3945 2023-12-25 04:38:23,630 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 7:02:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3782, loss: 0.3782 2023-12-25 04:38:49,663 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 7:02:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.3580, loss: 0.3580 2023-12-25 04:39:15,449 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 7:02:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.3674, loss: 0.3674 2023-12-25 04:39:41,412 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 7:01:38, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.3772, loss: 0.3772 2023-12-25 04:40:07,281 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 7:01:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3622, loss: 0.3622 2023-12-25 04:40:33,063 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 7:00:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.4328, loss: 0.4328 2023-12-25 04:40:58,896 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 7:00:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.4009, loss: 0.4009 2023-12-25 04:41:24,411 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:59:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3870, loss: 0.3870 2023-12-25 04:41:49,798 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:59:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.4375, loss: 0.4375 2023-12-25 04:42:15,479 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:58:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.3837, loss: 0.3837 2023-12-25 04:42:41,120 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:58:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.4364, loss: 0.4364 2023-12-25 04:42:43,094 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-25 04:47:08,973 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:47:09,582 - pyskl - INFO - top1_acc 0.8100 top5_acc 0.9570 2023-12-25 04:47:09,608 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8100, top5_acc: 0.9570 2023-12-25 04:48:02,223 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:58:11, time: 0.526, data_time: 0.270, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.3514, loss: 0.3514 2023-12-25 04:48:27,492 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:57:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.3437, loss: 0.3437 2023-12-25 04:48:53,406 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:57:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.3294, loss: 0.3294 2023-12-25 04:49:18,792 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:56:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.3238, loss: 0.3238 2023-12-25 04:49:44,614 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:56:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.3602, loss: 0.3602 2023-12-25 04:50:10,704 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:55:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.3688, loss: 0.3688 2023-12-25 04:50:36,421 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:55:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.3459, loss: 0.3459 2023-12-25 04:51:01,927 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:55:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3786, loss: 0.3786 2023-12-25 04:51:27,604 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:54:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 1.0000, loss_cls: 0.3610, loss: 0.3610 2023-12-25 04:51:53,029 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:54:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.3309, loss: 0.3309 2023-12-25 04:52:18,652 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:53:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.3504, loss: 0.3504 2023-12-25 04:52:44,499 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:53:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3999, loss: 0.3999 2023-12-25 04:53:10,143 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:52:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.4042, loss: 0.4042 2023-12-25 04:53:35,722 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:52:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3721, loss: 0.3721 2023-12-25 04:54:01,085 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:52:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 0.3626, loss: 0.3626 2023-12-25 04:54:26,848 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:51:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.4162, loss: 0.4162 2023-12-25 04:54:52,536 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:51:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3809, loss: 0.3809 2023-12-25 04:55:18,375 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:50:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.3537, loss: 0.3537 2023-12-25 04:55:44,235 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:50:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 0.3917, loss: 0.3917 2023-12-25 04:56:09,963 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:49:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.4042, loss: 0.4042 2023-12-25 04:56:35,945 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:49:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3829, loss: 0.3829 2023-12-25 04:57:01,666 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:48:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 0.4048, loss: 0.4048 2023-12-25 04:57:27,587 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:48:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.3774, loss: 0.3774 2023-12-25 04:57:53,477 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:48:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 0.3863, loss: 0.3863 2023-12-25 04:58:19,462 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:47:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.3351, loss: 0.3351 2023-12-25 04:58:45,415 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:47:09, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.3254, loss: 0.3254 2023-12-25 04:59:11,399 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:46:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.3648, loss: 0.3648 2023-12-25 04:59:37,404 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:46:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3908, loss: 0.3908 2023-12-25 05:00:03,127 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:45:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.4000, loss: 0.4000 2023-12-25 05:00:28,616 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:45:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.3737, loss: 0.3737 2023-12-25 05:00:53,955 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:44:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3833, loss: 0.3833 2023-12-25 05:01:19,764 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:44:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.3882, loss: 0.3882 2023-12-25 05:01:45,675 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:44:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.3691, loss: 0.3691 2023-12-25 05:02:11,293 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:43:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3927, loss: 0.3927 2023-12-25 05:02:13,188 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-25 05:06:38,539 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:06:39,148 - pyskl - INFO - top1_acc 0.8175 top5_acc 0.9607 2023-12-25 05:06:39,174 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8175, top5_acc: 0.9607 2023-12-25 05:07:31,820 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:43:15, time: 0.526, data_time: 0.271, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2972, loss: 0.2972 2023-12-25 05:07:57,429 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:42:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3559, loss: 0.3559 2023-12-25 05:08:23,249 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:42:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.3426, loss: 0.3426 2023-12-25 05:08:48,987 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:41:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3684, loss: 0.3684 2023-12-25 05:09:14,526 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:41:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3568, loss: 0.3568 2023-12-25 05:09:40,286 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:41:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.3445, loss: 0.3445 2023-12-25 05:10:05,977 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:40:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.3349, loss: 0.3349 2023-12-25 05:10:31,507 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:40:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.3407, loss: 0.3407 2023-12-25 05:10:57,342 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:39:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.3008, loss: 0.3008 2023-12-25 05:11:22,949 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:39:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.3359, loss: 0.3359 2023-12-25 05:11:48,440 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:38:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.3634, loss: 0.3634 2023-12-25 05:12:13,940 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:38:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3757, loss: 0.3757 2023-12-25 05:12:39,375 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:37:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.3231, loss: 0.3231 2023-12-25 05:13:04,817 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:37:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.3246, loss: 0.3246 2023-12-25 05:13:30,008 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:37:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 0.3376, loss: 0.3376 2023-12-25 05:13:55,212 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:36:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 0.3496, loss: 0.3496 2023-12-25 05:14:21,023 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:36:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.3674, loss: 0.3674 2023-12-25 05:14:46,779 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:35:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.3217, loss: 0.3217 2023-12-25 05:15:12,411 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:35:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.3416, loss: 0.3416 2023-12-25 05:15:38,325 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:34:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.3236, loss: 0.3236 2023-12-25 05:16:04,175 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:34:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 0.3424, loss: 0.3424 2023-12-25 05:16:29,981 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:33:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.3337, loss: 0.3337 2023-12-25 05:16:55,637 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:33:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3519, loss: 0.3519 2023-12-25 05:17:21,627 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:33:05, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.3299, loss: 0.3299 2023-12-25 05:17:47,349 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:32:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.3355, loss: 0.3355 2023-12-25 05:18:12,956 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:32:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.3437, loss: 0.3437 2023-12-25 05:18:38,937 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:31:46, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.3200, loss: 0.3200 2023-12-25 05:19:04,201 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:31:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.3430, loss: 0.3430 2023-12-25 05:19:29,417 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:30:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.3279, loss: 0.3279 2023-12-25 05:19:54,611 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:30:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.3731, loss: 0.3731 2023-12-25 05:20:19,830 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:30:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 1.0000, loss_cls: 0.3545, loss: 0.3545 2023-12-25 05:20:45,024 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:29:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.3259, loss: 0.3259 2023-12-25 05:21:10,636 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:29:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.3758, loss: 0.3758 2023-12-25 05:21:35,976 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:28:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.3547, loss: 0.3547 2023-12-25 05:21:37,929 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-25 05:26:02,986 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:26:03,598 - pyskl - INFO - top1_acc 0.8255 top5_acc 0.9608 2023-12-25 05:26:03,603 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_119.pth was removed 2023-12-25 05:26:03,815 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-25 05:26:03,817 - pyskl - INFO - Best top1_acc is 0.8255 at 124 epoch. 2023-12-25 05:26:03,844 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8255, top5_acc: 0.9608 2023-12-25 05:26:56,506 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:28:18, time: 0.527, data_time: 0.269, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2861, loss: 0.2861 2023-12-25 05:27:22,342 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:27:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.2675, loss: 0.2675 2023-12-25 05:27:48,360 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:27:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2764, loss: 0.2764 2023-12-25 05:28:13,849 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 6:26:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.3030, loss: 0.3030 2023-12-25 05:28:39,576 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 6:26:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2987, loss: 0.2987 2023-12-25 05:29:04,879 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 6:26:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.3365, loss: 0.3365 2023-12-25 05:29:30,146 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 6:25:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.3309, loss: 0.3309 2023-12-25 05:29:55,663 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 6:25:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.3272, loss: 0.3272 2023-12-25 05:30:21,438 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 6:24:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.3356, loss: 0.3356 2023-12-25 05:30:47,147 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 6:24:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.3163, loss: 0.3163 2023-12-25 05:31:12,574 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 6:23:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.3165, loss: 0.3165 2023-12-25 05:31:38,080 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 6:23:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.3153, loss: 0.3153 2023-12-25 05:32:03,771 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 6:23:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.3418, loss: 0.3418 2023-12-25 05:32:29,102 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 6:22:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.3115, loss: 0.3115 2023-12-25 05:32:54,266 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 6:22:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.3351, loss: 0.3351 2023-12-25 05:33:19,509 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 6:21:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.3307, loss: 0.3307 2023-12-25 05:33:45,354 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 6:21:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.3411, loss: 0.3411 2023-12-25 05:34:11,168 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 6:20:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.3043, loss: 0.3043 2023-12-25 05:34:36,806 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 6:20:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2935, loss: 0.2935 2023-12-25 05:35:02,592 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 6:19:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.3417, loss: 0.3417 2023-12-25 05:35:28,454 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 6:19:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.3310, loss: 0.3310 2023-12-25 05:35:54,114 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 6:19:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.3263, loss: 0.3263 2023-12-25 05:36:19,941 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 6:18:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.3166, loss: 0.3166 2023-12-25 05:36:45,622 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 6:18:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2828, loss: 0.2828 2023-12-25 05:37:11,744 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 6:17:42, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.3335, loss: 0.3335 2023-12-25 05:37:37,482 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 6:17:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.3164, loss: 0.3164 2023-12-25 05:38:03,526 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 6:16:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.3250, loss: 0.3250 2023-12-25 05:38:29,293 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 6:16:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.3251, loss: 0.3251 2023-12-25 05:38:55,132 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 6:15:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2892, loss: 0.2892 2023-12-25 05:39:20,920 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 6:15:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.3391, loss: 0.3391 2023-12-25 05:39:46,581 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 6:15:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.3114, loss: 0.3114 2023-12-25 05:40:12,297 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 6:14:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.3288, loss: 0.3288 2023-12-25 05:40:37,745 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 6:14:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.3388, loss: 0.3388 2023-12-25 05:41:03,101 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 6:13:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.3544, loss: 0.3544 2023-12-25 05:41:05,046 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-25 05:45:30,344 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:45:30,960 - pyskl - INFO - top1_acc 0.8258 top5_acc 0.9631 2023-12-25 05:45:30,965 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_124.pth was removed 2023-12-25 05:45:31,179 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2023-12-25 05:45:31,181 - pyskl - INFO - Best top1_acc is 0.8258 at 125 epoch. 2023-12-25 05:45:31,206 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8258, top5_acc: 0.9631 2023-12-25 05:46:24,112 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 6:13:21, time: 0.529, data_time: 0.276, memory: 5236, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 0.3232, loss: 0.3232 2023-12-25 05:46:49,720 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 6:12:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2872, loss: 0.2872 2023-12-25 05:47:15,582 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 6:12:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2965, loss: 0.2965 2023-12-25 05:47:41,289 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 6:12:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2826, loss: 0.2826 2023-12-25 05:48:06,757 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 6:11:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.3065, loss: 0.3065 2023-12-25 05:48:32,356 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 6:11:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2882, loss: 0.2882 2023-12-25 05:48:57,749 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 6:10:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2834, loss: 0.2834 2023-12-25 05:49:23,524 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 6:10:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 0.2936, loss: 0.2936 2023-12-25 05:49:48,994 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 6:09:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.3139, loss: 0.3139 2023-12-25 05:50:14,450 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 6:09:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2995, loss: 0.2995 2023-12-25 05:50:39,631 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 6:08:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2706, loss: 0.2706 2023-12-25 05:51:05,226 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 6:08:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.3182, loss: 0.3182 2023-12-25 05:51:30,484 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 6:08:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.3041, loss: 0.3041 2023-12-25 05:51:55,653 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 6:07:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.3396, loss: 0.3396 2023-12-25 05:52:20,844 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 6:07:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2795, loss: 0.2795 2023-12-25 05:52:46,178 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 6:06:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2855, loss: 0.2855 2023-12-25 05:53:11,870 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 6:06:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.3036, loss: 0.3036 2023-12-25 05:53:37,554 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 6:05:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2745, loss: 0.2745 2023-12-25 05:54:03,316 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 6:05:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2910, loss: 0.2910 2023-12-25 05:54:29,058 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 6:04:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2878, loss: 0.2878 2023-12-25 05:54:54,610 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 6:04:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2960, loss: 0.2960 2023-12-25 05:55:20,214 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 6:04:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2977, loss: 0.2977 2023-12-25 05:55:45,912 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 6:03:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2860, loss: 0.2860 2023-12-25 05:56:11,416 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 6:03:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.3258, loss: 0.3258 2023-12-25 05:56:37,248 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 6:02:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.3300, loss: 0.3300 2023-12-25 05:57:03,097 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 6:02:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.2853, loss: 0.2853 2023-12-25 05:57:28,864 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 6:01:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.3300, loss: 0.3300 2023-12-25 05:57:54,405 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 6:01:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2982, loss: 0.2982 2023-12-25 05:58:20,464 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 6:00:59, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.3547, loss: 0.3547 2023-12-25 05:58:46,211 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 6:00:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2866, loss: 0.2866 2023-12-25 05:59:11,810 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 6:00:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.3108, loss: 0.3108 2023-12-25 05:59:37,373 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:59:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.3366, loss: 0.3366 2023-12-25 06:00:03,226 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:59:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.3156, loss: 0.3156 2023-12-25 06:00:29,009 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:58:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.3431, loss: 0.3431 2023-12-25 06:00:30,973 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-25 06:04:55,888 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:04:56,499 - pyskl - INFO - top1_acc 0.8175 top5_acc 0.9615 2023-12-25 06:04:56,526 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8175, top5_acc: 0.9615 2023-12-25 06:05:49,279 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:58:24, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2647, loss: 0.2647 2023-12-25 06:06:14,841 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:57:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.2761, loss: 0.2761 2023-12-25 06:06:40,553 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:57:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2662, loss: 0.2662 2023-12-25 06:07:06,187 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:57:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2579, loss: 0.2579 2023-12-25 06:07:31,332 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:56:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2676, loss: 0.2676 2023-12-25 06:07:56,516 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:56:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.2812, loss: 0.2812 2023-12-25 06:08:21,680 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:55:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.2719, loss: 0.2719 2023-12-25 06:08:47,359 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:55:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.2569, loss: 0.2569 2023-12-25 06:09:12,919 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:54:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.2614, loss: 0.2614 2023-12-25 06:09:38,320 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:54:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.2792, loss: 0.2792 2023-12-25 06:10:03,471 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:53:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3303, loss: 0.3303 2023-12-25 06:10:28,785 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:53:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.2903, loss: 0.2903 2023-12-25 06:10:54,617 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:53:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2752, loss: 0.2752 2023-12-25 06:11:20,108 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:52:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2845, loss: 0.2845 2023-12-25 06:11:45,699 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:52:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.2762, loss: 0.2762 2023-12-25 06:12:11,457 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:51:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2832, loss: 0.2832 2023-12-25 06:12:37,345 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:51:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.2479, loss: 0.2479 2023-12-25 06:13:02,995 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:50:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.2536, loss: 0.2536 2023-12-25 06:13:28,617 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:50:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2698, loss: 0.2698 2023-12-25 06:13:54,189 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:50:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.2712, loss: 0.2712 2023-12-25 06:14:19,891 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:49:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.2862, loss: 0.2862 2023-12-25 06:14:45,696 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:49:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2946, loss: 0.2946 2023-12-25 06:15:11,476 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:48:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2996, loss: 0.2996 2023-12-25 06:15:37,232 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:48:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.3020, loss: 0.3020 2023-12-25 06:16:03,097 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:47:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.3307, loss: 0.3307 2023-12-25 06:16:28,929 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:47:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.3191, loss: 0.3191 2023-12-25 06:16:54,912 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:46:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2814, loss: 0.2814 2023-12-25 06:17:20,423 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:46:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2721, loss: 0.2721 2023-12-25 06:17:45,978 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:46:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2991, loss: 0.2991 2023-12-25 06:18:11,789 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:45:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.3095, loss: 0.3095 2023-12-25 06:18:37,500 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:45:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2828, loss: 0.2828 2023-12-25 06:19:03,377 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:44:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2906, loss: 0.2906 2023-12-25 06:19:29,004 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:44:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2866, loss: 0.2866 2023-12-25 06:19:54,709 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:43:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.2946, loss: 0.2946 2023-12-25 06:19:56,600 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-25 06:24:21,345 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:24:21,956 - pyskl - INFO - top1_acc 0.8137 top5_acc 0.9590 2023-12-25 06:24:21,984 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8137, top5_acc: 0.9590 2023-12-25 06:25:14,870 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:43:27, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2488, loss: 0.2488 2023-12-25 06:25:40,718 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:43:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.2488, loss: 0.2488 2023-12-25 06:26:06,684 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:42:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.2451, loss: 0.2451 2023-12-25 06:26:32,207 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:42:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2452, loss: 0.2452 2023-12-25 06:26:57,481 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:41:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.2163, loss: 0.2163 2023-12-25 06:27:23,073 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:41:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.2441, loss: 0.2441 2023-12-25 06:27:48,585 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:40:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.2566, loss: 0.2566 2023-12-25 06:28:13,915 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:40:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2478, loss: 0.2478 2023-12-25 06:28:39,309 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:39:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.2616, loss: 0.2616 2023-12-25 06:29:04,772 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:39:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2643, loss: 0.2643 2023-12-25 06:29:30,197 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:39:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2573, loss: 0.2573 2023-12-25 06:29:55,675 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:38:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.2645, loss: 0.2645 2023-12-25 06:30:21,085 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:38:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2699, loss: 0.2699 2023-12-25 06:30:46,470 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:37:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2757, loss: 0.2757 2023-12-25 06:31:12,039 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:37:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.2499, loss: 0.2499 2023-12-25 06:31:37,671 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:36:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.2569, loss: 0.2569 2023-12-25 06:32:03,156 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:36:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2654, loss: 0.2654 2023-12-25 06:32:28,822 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:35:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.2537, loss: 0.2537 2023-12-25 06:32:54,716 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:35:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2597, loss: 0.2597 2023-12-25 06:33:20,600 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:35:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2642, loss: 0.2642 2023-12-25 06:33:45,876 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:34:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.2625, loss: 0.2625 2023-12-25 06:34:11,090 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:34:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.2459, loss: 0.2459 2023-12-25 06:34:36,828 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:33:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2647, loss: 0.2647 2023-12-25 06:35:02,625 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:33:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2770, loss: 0.2770 2023-12-25 06:35:28,444 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:32:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2666, loss: 0.2666 2023-12-25 06:35:54,156 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:32:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.2424, loss: 0.2424 2023-12-25 06:36:19,665 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:31:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.2449, loss: 0.2449 2023-12-25 06:36:45,210 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:31:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2759, loss: 0.2759 2023-12-25 06:37:10,713 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:31:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2525, loss: 0.2525 2023-12-25 06:37:36,438 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:30:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.2578, loss: 0.2578 2023-12-25 06:38:01,977 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:30:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.2620, loss: 0.2620 2023-12-25 06:38:27,593 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:29:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.2578, loss: 0.2578 2023-12-25 06:38:53,317 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:29:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.2533, loss: 0.2533 2023-12-25 06:39:19,108 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:28:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2830, loss: 0.2830 2023-12-25 06:39:21,074 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-25 06:43:46,472 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:43:47,078 - pyskl - INFO - top1_acc 0.8349 top5_acc 0.9634 2023-12-25 06:43:47,088 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_125.pth was removed 2023-12-25 06:43:47,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2023-12-25 06:43:47,301 - pyskl - INFO - Best top1_acc is 0.8349 at 128 epoch. 2023-12-25 06:43:47,327 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8349, top5_acc: 0.9634 2023-12-25 06:44:40,469 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:28:30, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.2263, loss: 0.2263 2023-12-25 06:45:06,312 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:28:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2625, loss: 0.2625 2023-12-25 06:45:32,092 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:27:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.2098, loss: 0.2098 2023-12-25 06:45:57,589 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:27:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.2095, loss: 0.2095 2023-12-25 06:46:23,108 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:26:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.2318, loss: 0.2318 2023-12-25 06:46:48,723 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:26:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2349, loss: 0.2349 2023-12-25 06:47:14,097 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:25:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.2279, loss: 0.2279 2023-12-25 06:47:39,312 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:25:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.2418, loss: 0.2418 2023-12-25 06:48:04,488 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:24:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.2329, loss: 0.2329 2023-12-25 06:48:29,671 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:24:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.2310, loss: 0.2310 2023-12-25 06:48:54,872 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:24:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.2238, loss: 0.2238 2023-12-25 06:49:20,092 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:23:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.2194, loss: 0.2194 2023-12-25 06:49:45,384 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:23:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.2170, loss: 0.2170 2023-12-25 06:50:10,519 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:22:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.2223, loss: 0.2223 2023-12-25 06:50:35,648 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 5:22:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.2097, loss: 0.2097 2023-12-25 06:51:01,042 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 5:21:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2471, loss: 0.2471 2023-12-25 06:51:26,967 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 5:21:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2496, loss: 0.2496 2023-12-25 06:51:52,782 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 5:21:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.2506, loss: 0.2506 2023-12-25 06:52:18,412 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 5:20:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.2375, loss: 0.2375 2023-12-25 06:52:44,078 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 5:20:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2402, loss: 0.2402 2023-12-25 06:53:09,926 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 5:19:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.2284, loss: 0.2284 2023-12-25 06:53:35,738 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 5:19:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.2496, loss: 0.2496 2023-12-25 06:54:01,388 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 5:18:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2309, loss: 0.2309 2023-12-25 06:54:27,264 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 5:18:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.2647, loss: 0.2647 2023-12-25 06:54:52,896 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 5:17:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.2349, loss: 0.2349 2023-12-25 06:55:18,728 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 5:17:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.2417, loss: 0.2417 2023-12-25 06:55:44,671 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 5:17:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.2492, loss: 0.2492 2023-12-25 06:56:10,446 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 5:16:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2555, loss: 0.2555 2023-12-25 06:56:36,233 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 5:16:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.2490, loss: 0.2490 2023-12-25 06:57:01,962 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 5:15:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.2395, loss: 0.2395 2023-12-25 06:57:27,899 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 5:15:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2396, loss: 0.2396 2023-12-25 06:57:53,705 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 5:14:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.2357, loss: 0.2357 2023-12-25 06:58:19,587 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 5:14:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.2530, loss: 0.2530 2023-12-25 06:58:45,333 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 5:13:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.2501, loss: 0.2501 2023-12-25 06:58:47,302 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-25 07:03:12,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:03:12,611 - pyskl - INFO - top1_acc 0.8238 top5_acc 0.9610 2023-12-25 07:03:12,637 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8238, top5_acc: 0.9610 2023-12-25 07:04:05,138 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 5:13:33, time: 0.525, data_time: 0.274, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.2178, loss: 0.2178 2023-12-25 07:04:30,672 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 5:13:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.2181, loss: 0.2181 2023-12-25 07:04:56,610 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 5:12:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2393, loss: 0.2393 2023-12-25 07:05:22,219 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 5:12:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.2238, loss: 0.2238 2023-12-25 07:05:47,698 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 5:11:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2425, loss: 0.2425 2023-12-25 07:06:12,930 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 5:11:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.2180, loss: 0.2180 2023-12-25 07:06:38,254 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 5:10:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.2263, loss: 0.2263 2023-12-25 07:07:03,602 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 5:10:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.2063, loss: 0.2063 2023-12-25 07:07:29,365 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 5:10:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.2209, loss: 0.2209 2023-12-25 07:07:54,529 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 5:09:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.2259, loss: 0.2259 2023-12-25 07:08:19,713 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 5:09:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2382, loss: 0.2382 2023-12-25 07:08:44,876 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 5:08:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.2087, loss: 0.2087 2023-12-25 07:09:10,548 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 5:08:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.2236, loss: 0.2236 2023-12-25 07:09:36,170 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 5:07:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1994, loss: 0.1994 2023-12-25 07:10:01,492 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 5:07:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.2207, loss: 0.2207 2023-12-25 07:10:27,128 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 5:06:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.2050, loss: 0.2050 2023-12-25 07:10:52,761 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 5:06:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.2358, loss: 0.2358 2023-12-25 07:11:18,619 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 5:06:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.2177, loss: 0.2177 2023-12-25 07:11:44,439 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 5:05:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.2232, loss: 0.2232 2023-12-25 07:12:09,978 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 5:05:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.2021, loss: 0.2021 2023-12-25 07:12:35,665 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 5:04:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.2370, loss: 0.2370 2023-12-25 07:13:01,058 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 5:04:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.2274, loss: 0.2274 2023-12-25 07:13:26,601 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 5:03:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.2367, loss: 0.2367 2023-12-25 07:13:52,413 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 5:03:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.2106, loss: 0.2106 2023-12-25 07:14:18,213 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 5:02:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.2221, loss: 0.2221 2023-12-25 07:14:43,857 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 5:02:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.2090, loss: 0.2090 2023-12-25 07:15:09,806 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 5:02:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2402, loss: 0.2402 2023-12-25 07:15:35,436 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 5:01:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.2348, loss: 0.2348 2023-12-25 07:16:01,033 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 5:01:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.2088, loss: 0.2088 2023-12-25 07:16:26,796 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 5:00:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.2124, loss: 0.2124 2023-12-25 07:16:52,475 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 5:00:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.2027, loss: 0.2027 2023-12-25 07:17:18,292 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:59:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.2491, loss: 0.2491 2023-12-25 07:17:44,215 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:59:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.2135, loss: 0.2135 2023-12-25 07:18:09,961 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:59:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2336, loss: 0.2336 2023-12-25 07:18:11,965 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-25 07:22:37,602 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:22:38,209 - pyskl - INFO - top1_acc 0.8102 top5_acc 0.9558 2023-12-25 07:22:38,235 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8102, top5_acc: 0.9558 2023-12-25 07:23:31,208 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:58:36, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.2096, loss: 0.2096 2023-12-25 07:23:56,846 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:58:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1832, loss: 0.1832 2023-12-25 07:24:22,485 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:57:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.2042, loss: 0.2042 2023-12-25 07:24:48,088 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:57:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.2167, loss: 0.2167 2023-12-25 07:25:13,343 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:56:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1945, loss: 0.1945 2023-12-25 07:25:38,626 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:56:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1892, loss: 0.1892 2023-12-25 07:26:03,777 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:55:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1877, loss: 0.1877 2023-12-25 07:26:28,922 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:55:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.2093, loss: 0.2093 2023-12-25 07:26:54,069 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:55:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.2007, loss: 0.2007 2023-12-25 07:27:19,217 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:54:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1743, loss: 0.1743 2023-12-25 07:27:44,375 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:54:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.2019, loss: 0.2019 2023-12-25 07:28:09,519 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:53:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.2220, loss: 0.2220 2023-12-25 07:28:35,234 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:53:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.2388, loss: 0.2388 2023-12-25 07:29:00,610 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:52:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.2018, loss: 0.2018 2023-12-25 07:29:26,152 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:52:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1972, loss: 0.1972 2023-12-25 07:29:51,975 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:51:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1899, loss: 0.1899 2023-12-25 07:30:17,838 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:51:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.2026, loss: 0.2026 2023-12-25 07:30:43,658 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:51:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.2053, loss: 0.2053 2023-12-25 07:31:09,358 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:50:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1904, loss: 0.1904 2023-12-25 07:31:35,171 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:50:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.2014, loss: 0.2014 2023-12-25 07:32:00,775 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:49:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1814, loss: 0.1814 2023-12-25 07:32:26,404 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:49:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.2204, loss: 0.2204 2023-12-25 07:32:51,969 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:48:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1945, loss: 0.1945 2023-12-25 07:33:17,773 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:48:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1889, loss: 0.1889 2023-12-25 07:33:43,634 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:48:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.2212, loss: 0.2212 2023-12-25 07:34:09,512 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:47:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.2238, loss: 0.2238 2023-12-25 07:34:35,293 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:47:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.2260, loss: 0.2260 2023-12-25 07:35:01,216 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:46:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.2046, loss: 0.2046 2023-12-25 07:35:26,838 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:46:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1989, loss: 0.1989 2023-12-25 07:35:52,662 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:45:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1977, loss: 0.1977 2023-12-25 07:36:18,602 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:45:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.2016, loss: 0.2016 2023-12-25 07:36:44,162 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:44:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.2169, loss: 0.2169 2023-12-25 07:37:09,749 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:44:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.2337, loss: 0.2337 2023-12-25 07:37:35,511 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:44:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1949, loss: 0.1949 2023-12-25 07:37:37,449 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-25 07:42:02,585 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:42:03,196 - pyskl - INFO - top1_acc 0.8292 top5_acc 0.9623 2023-12-25 07:42:03,222 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8292, top5_acc: 0.9623 2023-12-25 07:42:56,186 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:43:39, time: 0.530, data_time: 0.277, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1847, loss: 0.1847 2023-12-25 07:43:21,765 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:43:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1787, loss: 0.1787 2023-12-25 07:43:47,515 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:42:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1958, loss: 0.1958 2023-12-25 07:44:12,865 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:42:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.2174, loss: 0.2174 2023-12-25 07:44:38,136 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:41:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1984, loss: 0.1984 2023-12-25 07:45:03,408 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:41:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1808, loss: 0.1808 2023-12-25 07:45:28,928 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:41:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1833, loss: 0.1833 2023-12-25 07:45:54,449 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:40:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1831, loss: 0.1831 2023-12-25 07:46:19,965 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:40:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1790, loss: 0.1790 2023-12-25 07:46:45,505 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:39:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1842, loss: 0.1842 2023-12-25 07:47:11,053 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:39:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1859, loss: 0.1859 2023-12-25 07:47:36,641 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:38:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1796, loss: 0.1796 2023-12-25 07:48:02,294 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:38:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1931, loss: 0.1931 2023-12-25 07:48:28,023 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:37:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1714, loss: 0.1714 2023-12-25 07:48:53,555 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:37:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1705, loss: 0.1705 2023-12-25 07:49:19,099 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:37:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1873, loss: 0.1873 2023-12-25 07:49:44,748 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:36:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1807, loss: 0.1807 2023-12-25 07:50:10,484 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:36:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1803, loss: 0.1803 2023-12-25 07:50:36,397 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:35:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.2049, loss: 0.2049 2023-12-25 07:51:02,178 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:35:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1845, loss: 0.1845 2023-12-25 07:51:27,883 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:34:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.2172, loss: 0.2172 2023-12-25 07:51:53,446 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:34:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1935, loss: 0.1935 2023-12-25 07:52:19,012 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:33:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1917, loss: 0.1917 2023-12-25 07:52:44,708 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:33:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1564, loss: 0.1564 2023-12-25 07:53:10,516 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:33:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.1676, loss: 0.1676 2023-12-25 07:53:36,297 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:32:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1987, loss: 0.1987 2023-12-25 07:54:02,136 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:32:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1920, loss: 0.1920 2023-12-25 07:54:27,794 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:31:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1831, loss: 0.1831 2023-12-25 07:54:53,478 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:31:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.2175, loss: 0.2175 2023-12-25 07:55:19,319 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:30:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1696, loss: 0.1696 2023-12-25 07:55:45,207 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:30:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1738, loss: 0.1738 2023-12-25 07:56:10,840 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:29:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.2029, loss: 0.2029 2023-12-25 07:56:36,592 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:29:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1875, loss: 0.1875 2023-12-25 07:57:02,424 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:29:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1733, loss: 0.1733 2023-12-25 07:57:04,551 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-25 08:01:30,581 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:01:31,186 - pyskl - INFO - top1_acc 0.8322 top5_acc 0.9618 2023-12-25 08:01:31,213 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8322, top5_acc: 0.9618 2023-12-25 08:02:24,627 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:28:42, time: 0.534, data_time: 0.277, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1646, loss: 0.1646 2023-12-25 08:02:50,275 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:28:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1835, loss: 0.1835 2023-12-25 08:03:15,918 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:27:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1847, loss: 0.1847 2023-12-25 08:03:41,718 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:27:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1653, loss: 0.1653 2023-12-25 08:04:07,288 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:26:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1842, loss: 0.1842 2023-12-25 08:04:32,777 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:26:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1705, loss: 0.1705 2023-12-25 08:04:58,637 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:26:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1608, loss: 0.1608 2023-12-25 08:05:24,237 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:25:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1576, loss: 0.1576 2023-12-25 08:05:49,849 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:25:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1880, loss: 0.1880 2023-12-25 08:06:15,493 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:24:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.2009, loss: 0.2009 2023-12-25 08:06:41,161 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:24:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1795, loss: 0.1795 2023-12-25 08:07:06,804 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:23:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1896, loss: 0.1896 2023-12-25 08:07:32,472 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:23:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1875, loss: 0.1875 2023-12-25 08:07:57,659 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:22:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1700, loss: 0.1700 2023-12-25 08:08:23,185 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:22:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1782, loss: 0.1782 2023-12-25 08:08:48,637 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:22:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1821, loss: 0.1821 2023-12-25 08:09:13,869 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:21:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.2069, loss: 0.2069 2023-12-25 08:09:39,092 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:21:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1861, loss: 0.1861 2023-12-25 08:10:04,296 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:20:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1755, loss: 0.1755 2023-12-25 08:10:29,527 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:20:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1667, loss: 0.1667 2023-12-25 08:10:54,996 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:19:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1727, loss: 0.1727 2023-12-25 08:11:20,792 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:19:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1682, loss: 0.1682 2023-12-25 08:11:46,570 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:19:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1776, loss: 0.1776 2023-12-25 08:12:12,368 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:18:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1696, loss: 0.1696 2023-12-25 08:12:38,350 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:18:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1700, loss: 0.1700 2023-12-25 08:13:04,113 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 4:17:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1695, loss: 0.1695 2023-12-25 08:13:29,699 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 4:17:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1915, loss: 0.1915 2023-12-25 08:13:55,514 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 4:16:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1780, loss: 0.1780 2023-12-25 08:14:21,175 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 4:16:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1827, loss: 0.1827 2023-12-25 08:14:46,812 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 4:15:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1897, loss: 0.1897 2023-12-25 08:15:12,691 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 4:15:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1863, loss: 0.1863 2023-12-25 08:15:38,701 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 4:15:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1861, loss: 0.1861 2023-12-25 08:16:04,478 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 4:14:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1722, loss: 0.1722 2023-12-25 08:16:30,305 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 4:14:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1666, loss: 0.1666 2023-12-25 08:16:32,263 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-25 08:20:57,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:20:58,064 - pyskl - INFO - top1_acc 0.8188 top5_acc 0.9582 2023-12-25 08:20:58,090 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8188, top5_acc: 0.9582 2023-12-25 08:21:51,318 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 4:13:45, time: 0.532, data_time: 0.277, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1579, loss: 0.1579 2023-12-25 08:22:16,736 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 4:13:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1656, loss: 0.1656 2023-12-25 08:22:42,560 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 4:12:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1708, loss: 0.1708 2023-12-25 08:23:08,009 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 4:12:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1536, loss: 0.1536 2023-12-25 08:23:33,190 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 4:11:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1583, loss: 0.1583 2023-12-25 08:23:58,716 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 4:11:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1676, loss: 0.1676 2023-12-25 08:24:24,356 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 4:11:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1693, loss: 0.1693 2023-12-25 08:24:50,067 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 4:10:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1430, loss: 0.1430 2023-12-25 08:25:15,480 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 4:10:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1742, loss: 0.1742 2023-12-25 08:25:41,110 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 4:09:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1587, loss: 0.1587 2023-12-25 08:26:06,711 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 4:09:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1730, loss: 0.1730 2023-12-25 08:26:32,105 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 4:08:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1733, loss: 0.1733 2023-12-25 08:26:57,559 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 4:08:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1701, loss: 0.1701 2023-12-25 08:27:23,109 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 4:08:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1583, loss: 0.1583 2023-12-25 08:27:48,868 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 4:07:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1825, loss: 0.1825 2023-12-25 08:28:14,595 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 4:07:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1522, loss: 0.1522 2023-12-25 08:28:40,367 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 4:06:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1629, loss: 0.1629 2023-12-25 08:29:06,134 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 4:06:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1797, loss: 0.1797 2023-12-25 08:29:31,709 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 4:05:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1696, loss: 0.1696 2023-12-25 08:29:57,484 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 4:05:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1636, loss: 0.1636 2023-12-25 08:30:23,178 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 4:04:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1572, loss: 0.1572 2023-12-25 08:30:48,908 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 4:04:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1536, loss: 0.1536 2023-12-25 08:31:14,771 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 4:04:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1588, loss: 0.1588 2023-12-25 08:31:40,634 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 4:03:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.1511, loss: 0.1511 2023-12-25 08:32:06,537 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 4:03:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1555, loss: 0.1555 2023-12-25 08:32:32,437 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 4:02:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1699, loss: 0.1699 2023-12-25 08:32:58,079 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 4:02:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1694, loss: 0.1694 2023-12-25 08:33:23,708 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 4:01:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1551, loss: 0.1551 2023-12-25 08:33:48,956 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 4:01:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1453, loss: 0.1453 2023-12-25 08:34:14,184 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 4:00:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1712, loss: 0.1712 2023-12-25 08:34:39,389 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 4:00:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1722, loss: 0.1722 2023-12-25 08:35:04,582 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 4:00:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1773, loss: 0.1773 2023-12-25 08:35:29,789 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:59:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1709, loss: 0.1709 2023-12-25 08:35:55,383 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:59:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1693, loss: 0.1693 2023-12-25 08:35:57,434 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-25 08:40:22,659 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:40:23,264 - pyskl - INFO - top1_acc 0.8391 top5_acc 0.9630 2023-12-25 08:40:23,269 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_128.pth was removed 2023-12-25 08:40:23,485 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2023-12-25 08:40:23,486 - pyskl - INFO - Best top1_acc is 0.8391 at 134 epoch. 2023-12-25 08:40:23,512 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8391, top5_acc: 0.9630 2023-12-25 08:41:16,285 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:58:48, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1575, loss: 0.1575 2023-12-25 08:41:41,619 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:58:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1464, loss: 0.1464 2023-12-25 08:42:07,118 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:57:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1505, loss: 0.1505 2023-12-25 08:42:32,861 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:57:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1490, loss: 0.1490 2023-12-25 08:42:58,452 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:57:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1490, loss: 0.1490 2023-12-25 08:43:24,003 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:56:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1600, loss: 0.1600 2023-12-25 08:43:49,408 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:56:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1578, loss: 0.1578 2023-12-25 08:44:14,988 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:55:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1473, loss: 0.1473 2023-12-25 08:44:40,708 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:55:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1499, loss: 0.1499 2023-12-25 08:45:06,164 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:54:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1580, loss: 0.1580 2023-12-25 08:45:31,683 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:54:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1502, loss: 0.1502 2023-12-25 08:45:57,345 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:53:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1495, loss: 0.1495 2023-12-25 08:46:23,035 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:53:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1428, loss: 0.1428 2023-12-25 08:46:48,469 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:53:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1542, loss: 0.1542 2023-12-25 08:47:14,280 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:52:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1460, loss: 0.1460 2023-12-25 08:47:40,099 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:52:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1505, loss: 0.1505 2023-12-25 08:48:05,752 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:51:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1493, loss: 0.1493 2023-12-25 08:48:31,510 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:51:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1554, loss: 0.1554 2023-12-25 08:48:57,281 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:50:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1466, loss: 0.1466 2023-12-25 08:49:22,886 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:50:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1576, loss: 0.1576 2023-12-25 08:49:48,565 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:49:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.1447, loss: 0.1447 2023-12-25 08:50:14,389 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:49:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1474, loss: 0.1474 2023-12-25 08:50:40,167 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:49:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1454, loss: 0.1454 2023-12-25 08:51:06,161 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:48:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1488, loss: 0.1488 2023-12-25 08:51:32,186 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:48:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1653, loss: 0.1653 2023-12-25 08:51:58,131 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:47:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1506, loss: 0.1506 2023-12-25 08:52:23,589 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:47:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1845, loss: 0.1845 2023-12-25 08:52:49,334 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:46:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1625, loss: 0.1625 2023-12-25 08:53:15,048 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:46:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1535, loss: 0.1535 2023-12-25 08:53:40,681 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:46:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1513, loss: 0.1513 2023-12-25 08:54:06,645 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:45:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1528, loss: 0.1528 2023-12-25 08:54:32,260 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:45:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1459, loss: 0.1459 2023-12-25 08:54:57,871 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:44:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1516, loss: 0.1516 2023-12-25 08:55:23,498 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:44:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1466, loss: 0.1466 2023-12-25 08:55:25,459 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-25 08:59:51,039 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:59:51,648 - pyskl - INFO - top1_acc 0.8299 top5_acc 0.9605 2023-12-25 08:59:51,674 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8299, top5_acc: 0.9605 2023-12-25 09:00:44,918 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:43:51, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1529, loss: 0.1529 2023-12-25 09:01:10,568 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:43:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1385, loss: 0.1385 2023-12-25 09:01:36,318 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:42:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1480, loss: 0.1480 2023-12-25 09:02:01,773 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:42:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1422, loss: 0.1422 2023-12-25 09:02:27,073 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:42:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1397, loss: 0.1397 2023-12-25 09:02:52,250 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:41:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1374, loss: 0.1374 2023-12-25 09:03:17,397 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:41:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1382, loss: 0.1382 2023-12-25 09:03:42,571 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:40:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1336, loss: 0.1336 2023-12-25 09:04:07,742 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:40:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1398, loss: 0.1398 2023-12-25 09:04:32,900 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:39:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.1310, loss: 0.1310 2023-12-25 09:04:58,063 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:39:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1308, loss: 0.1308 2023-12-25 09:05:23,236 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:39:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1467, loss: 0.1467 2023-12-25 09:05:48,599 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:38:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.1483, loss: 0.1483 2023-12-25 09:06:14,125 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:38:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1403, loss: 0.1403 2023-12-25 09:06:39,929 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:37:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.1366, loss: 0.1366 2023-12-25 09:07:05,864 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:37:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1444, loss: 0.1444 2023-12-25 09:07:31,649 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:36:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1447, loss: 0.1447 2023-12-25 09:07:57,414 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:36:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1559, loss: 0.1559 2023-12-25 09:08:23,153 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:35:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1451, loss: 0.1451 2023-12-25 09:08:48,716 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:35:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1636, loss: 0.1636 2023-12-25 09:09:14,512 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:35:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1492, loss: 0.1492 2023-12-25 09:09:40,253 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:34:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1528, loss: 0.1528 2023-12-25 09:10:05,960 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:34:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1364, loss: 0.1364 2023-12-25 09:10:31,815 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:33:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.1324, loss: 0.1324 2023-12-25 09:10:57,719 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:33:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1453, loss: 0.1453 2023-12-25 09:11:23,452 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:32:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1357, loss: 0.1357 2023-12-25 09:11:49,341 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:32:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1384, loss: 0.1384 2023-12-25 09:12:15,019 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:31:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1364, loss: 0.1364 2023-12-25 09:12:40,734 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:31:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1438, loss: 0.1438 2023-12-25 09:13:06,001 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:31:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1388, loss: 0.1388 2023-12-25 09:13:31,705 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:30:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1442, loss: 0.1442 2023-12-25 09:13:57,172 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:30:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1357, loss: 0.1357 2023-12-25 09:14:22,902 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:29:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1352, loss: 0.1352 2023-12-25 09:14:48,812 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:29:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1355, loss: 0.1355 2023-12-25 09:14:51,005 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-25 09:19:16,343 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:19:16,951 - pyskl - INFO - top1_acc 0.8314 top5_acc 0.9608 2023-12-25 09:19:16,976 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8314, top5_acc: 0.9608 2023-12-25 09:20:09,858 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:28:54, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1312, loss: 0.1312 2023-12-25 09:20:35,269 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:28:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.1392, loss: 0.1392 2023-12-25 09:21:00,847 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:28:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1295, loss: 0.1295 2023-12-25 09:21:26,401 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:27:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1326, loss: 0.1326 2023-12-25 09:21:51,859 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:27:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1364, loss: 0.1364 2023-12-25 09:22:17,556 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:26:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1406, loss: 0.1406 2023-12-25 09:22:43,091 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:26:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1326, loss: 0.1326 2023-12-25 09:23:08,684 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:25:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1405, loss: 0.1405 2023-12-25 09:23:34,683 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:25:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1409, loss: 0.1409 2023-12-25 09:24:00,003 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:24:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1374, loss: 0.1374 2023-12-25 09:24:25,696 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:24:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1296, loss: 0.1296 2023-12-25 09:24:51,314 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:24:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1339, loss: 0.1339 2023-12-25 09:25:17,003 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:23:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1278, loss: 0.1278 2023-12-25 09:25:42,633 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:23:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1322, loss: 0.1322 2023-12-25 09:26:08,618 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:22:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1395, loss: 0.1395 2023-12-25 09:26:34,399 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:22:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1338, loss: 0.1338 2023-12-25 09:27:00,325 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:21:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1350, loss: 0.1350 2023-12-25 09:27:25,982 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:21:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1644, loss: 0.1644 2023-12-25 09:27:51,779 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:20:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1299, loss: 0.1299 2023-12-25 09:28:17,311 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:20:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1293, loss: 0.1293 2023-12-25 09:28:42,837 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:20:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1258, loss: 0.1258 2023-12-25 09:29:08,844 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:19:39, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1417, loss: 0.1417 2023-12-25 09:29:34,729 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:19:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1334, loss: 0.1334 2023-12-25 09:30:00,441 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:18:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1399, loss: 0.1399 2023-12-25 09:30:26,365 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:18:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1371, loss: 0.1371 2023-12-25 09:30:52,018 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:17:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1299, loss: 0.1299 2023-12-25 09:31:17,533 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:17:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1321, loss: 0.1321 2023-12-25 09:31:42,776 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:17:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1281, loss: 0.1281 2023-12-25 09:32:08,541 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:16:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1265, loss: 0.1265 2023-12-25 09:32:34,183 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:16:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1469, loss: 0.1469 2023-12-25 09:32:59,767 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:15:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1383, loss: 0.1383 2023-12-25 09:33:25,520 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:15:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 2023-12-25 09:33:51,268 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:14:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1453, loss: 0.1453 2023-12-25 09:34:17,024 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:14:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1337, loss: 0.1337 2023-12-25 09:34:19,183 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-25 09:38:44,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:38:45,460 - pyskl - INFO - top1_acc 0.8446 top5_acc 0.9647 2023-12-25 09:38:45,465 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_134.pth was removed 2023-12-25 09:38:45,680 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2023-12-25 09:38:45,682 - pyskl - INFO - Best top1_acc is 0.8446 at 137 epoch. 2023-12-25 09:38:45,708 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8446, top5_acc: 0.9647 2023-12-25 09:39:38,535 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:13:57, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1318, loss: 0.1318 2023-12-25 09:40:04,072 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:13:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1288, loss: 0.1288 2023-12-25 09:40:29,971 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 3:13:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1231, loss: 0.1231 2023-12-25 09:40:55,528 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 3:12:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1324, loss: 0.1324 2023-12-25 09:41:21,024 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 3:12:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1274, loss: 0.1274 2023-12-25 09:41:46,582 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 3:11:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1303, loss: 0.1303 2023-12-25 09:42:12,309 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 3:11:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1291, loss: 0.1291 2023-12-25 09:42:38,021 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 3:10:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.1284, loss: 0.1284 2023-12-25 09:43:03,378 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 3:10:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1219, loss: 0.1219 2023-12-25 09:43:28,538 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 3:09:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1236, loss: 0.1236 2023-12-25 09:43:53,698 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 3:09:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1255, loss: 0.1255 2023-12-25 09:44:18,870 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 3:09:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1250, loss: 0.1250 2023-12-25 09:44:44,061 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 3:08:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.1206, loss: 0.1206 2023-12-25 09:45:09,727 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 3:08:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 2023-12-25 09:45:35,511 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 3:07:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1264, loss: 0.1264 2023-12-25 09:46:01,337 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 3:07:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1246, loss: 0.1246 2023-12-25 09:46:27,061 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 3:06:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1281, loss: 0.1281 2023-12-25 09:46:52,811 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 3:06:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1242, loss: 0.1242 2023-12-25 09:47:18,496 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 3:06:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1232, loss: 0.1232 2023-12-25 09:47:44,216 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 3:05:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1272, loss: 0.1272 2023-12-25 09:48:09,733 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 3:05:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1481, loss: 0.1481 2023-12-25 09:48:35,313 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 3:04:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1302, loss: 0.1302 2023-12-25 09:49:01,195 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 3:04:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1203, loss: 0.1203 2023-12-25 09:49:27,069 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 3:03:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1326, loss: 0.1326 2023-12-25 09:49:52,892 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 3:03:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1226, loss: 0.1226 2023-12-25 09:50:18,425 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 3:02:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1222, loss: 0.1222 2023-12-25 09:50:44,114 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 3:02:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1231, loss: 0.1231 2023-12-25 09:51:09,852 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 3:02:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1270, loss: 0.1270 2023-12-25 09:51:35,427 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 3:01:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1218, loss: 0.1218 2023-12-25 09:52:00,987 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 3:01:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1262, loss: 0.1262 2023-12-25 09:52:26,523 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 3:00:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1355, loss: 0.1355 2023-12-25 09:52:51,965 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 3:00:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1214, loss: 0.1214 2023-12-25 09:53:17,783 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:59:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1311, loss: 0.1311 2023-12-25 09:53:43,821 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:59:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1290, loss: 0.1290 2023-12-25 09:53:45,977 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-25 09:58:11,223 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:58:11,833 - pyskl - INFO - top1_acc 0.8400 top5_acc 0.9638 2023-12-25 09:58:11,859 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8400, top5_acc: 0.9638 2023-12-25 09:59:05,660 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:59:00, time: 0.538, data_time: 0.281, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1276, loss: 0.1276 2023-12-25 09:59:31,071 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:58:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1216, loss: 0.1216 2023-12-25 09:59:56,829 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:58:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1241, loss: 0.1241 2023-12-25 10:00:22,747 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:57:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1218, loss: 0.1218 2023-12-25 10:00:48,287 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:57:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1231, loss: 0.1231 2023-12-25 10:01:13,667 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:56:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1275, loss: 0.1275 2023-12-25 10:01:39,113 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:56:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1171, loss: 0.1171 2023-12-25 10:02:04,278 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:55:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1291, loss: 0.1291 2023-12-25 10:02:29,433 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:55:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 2023-12-25 10:02:54,598 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:55:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1238, loss: 0.1238 2023-12-25 10:03:19,767 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:54:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1166, loss: 0.1166 2023-12-25 10:03:44,953 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:54:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1197, loss: 0.1197 2023-12-25 10:04:10,123 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:53:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1139, loss: 0.1139 2023-12-25 10:04:35,742 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:53:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1193, loss: 0.1193 2023-12-25 10:05:01,481 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:52:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1245, loss: 0.1245 2023-12-25 10:05:27,191 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:52:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1189, loss: 0.1189 2023-12-25 10:05:52,722 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:51:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1223, loss: 0.1223 2023-12-25 10:06:17,959 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:51:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1186, loss: 0.1186 2023-12-25 10:06:43,456 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:51:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.1301, loss: 0.1301 2023-12-25 10:07:09,348 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:50:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1240, loss: 0.1240 2023-12-25 10:07:35,219 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:50:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1300, loss: 0.1300 2023-12-25 10:08:00,832 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:49:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1284, loss: 0.1284 2023-12-25 10:08:26,645 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:49:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1255, loss: 0.1255 2023-12-25 10:08:52,474 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:48:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1185, loss: 0.1185 2023-12-25 10:09:18,343 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:48:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1189, loss: 0.1189 2023-12-25 10:09:43,918 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:47:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1233, loss: 0.1233 2023-12-25 10:10:09,475 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:47:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1235, loss: 0.1235 2023-12-25 10:10:35,194 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:47:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1208, loss: 0.1208 2023-12-25 10:11:00,956 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:46:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1128, loss: 0.1128 2023-12-25 10:11:26,751 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:46:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1247, loss: 0.1247 2023-12-25 10:11:52,431 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:45:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1115, loss: 0.1115 2023-12-25 10:12:17,985 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:45:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1197, loss: 0.1197 2023-12-25 10:12:43,844 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:44:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 2023-12-25 10:13:09,651 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:44:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1324, loss: 0.1324 2023-12-25 10:13:11,612 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-25 10:17:36,713 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:17:37,318 - pyskl - INFO - top1_acc 0.8399 top5_acc 0.9626 2023-12-25 10:17:37,344 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8399, top5_acc: 0.9626 2023-12-25 10:18:30,929 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:44:03, time: 0.536, data_time: 0.282, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.1222, loss: 0.1222 2023-12-25 10:18:56,370 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:43:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1266, loss: 0.1266 2023-12-25 10:19:22,125 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:43:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1201, loss: 0.1201 2023-12-25 10:19:47,937 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:42:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1181, loss: 0.1181 2023-12-25 10:20:13,246 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:42:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1152, loss: 0.1152 2023-12-25 10:20:38,580 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:41:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 10:21:04,129 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:41:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 2023-12-25 10:21:29,692 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:40:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1155, loss: 0.1155 2023-12-25 10:21:55,229 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:40:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1211, loss: 0.1211 2023-12-25 10:22:20,907 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:40:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1190, loss: 0.1190 2023-12-25 10:22:46,509 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:39:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1196, loss: 0.1196 2023-12-25 10:23:11,964 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:39:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1169, loss: 0.1169 2023-12-25 10:23:37,632 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:38:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1179, loss: 0.1179 2023-12-25 10:24:03,275 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:38:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1280, loss: 0.1280 2023-12-25 10:24:28,950 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:37:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1096, loss: 0.1096 2023-12-25 10:24:54,672 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:37:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1189, loss: 0.1189 2023-12-25 10:25:20,354 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:37:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1156, loss: 0.1156 2023-12-25 10:25:46,028 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:36:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1256, loss: 0.1256 2023-12-25 10:26:11,382 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:36:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 2023-12-25 10:26:36,736 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:35:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1179, loss: 0.1179 2023-12-25 10:27:02,398 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:35:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1216, loss: 0.1216 2023-12-25 10:27:28,018 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:34:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1160, loss: 0.1160 2023-12-25 10:27:53,697 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:34:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1248, loss: 0.1248 2023-12-25 10:28:19,679 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:33:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1274, loss: 0.1274 2023-12-25 10:28:45,676 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:33:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1131, loss: 0.1131 2023-12-25 10:29:11,191 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:33:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1166, loss: 0.1166 2023-12-25 10:29:36,442 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:32:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1206, loss: 0.1206 2023-12-25 10:30:02,374 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:32:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1197, loss: 0.1197 2023-12-25 10:30:27,959 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:31:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1173, loss: 0.1173 2023-12-25 10:30:53,641 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:31:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1232, loss: 0.1232 2023-12-25 10:31:19,196 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:30:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1193, loss: 0.1193 2023-12-25 10:31:45,015 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:30:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1156, loss: 0.1156 2023-12-25 10:32:10,412 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:29:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1160, loss: 0.1160 2023-12-25 10:32:36,296 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:29:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1212, loss: 0.1212 2023-12-25 10:32:38,498 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-25 10:37:04,322 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:37:04,929 - pyskl - INFO - top1_acc 0.8464 top5_acc 0.9648 2023-12-25 10:37:04,938 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_137.pth was removed 2023-12-25 10:37:05,154 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2023-12-25 10:37:05,155 - pyskl - INFO - Best top1_acc is 0.8464 at 140 epoch. 2023-12-25 10:37:05,181 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8464, top5_acc: 0.9648 2023-12-25 10:37:58,460 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:29:05, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1212, loss: 0.1212 2023-12-25 10:38:23,903 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:28:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1099, loss: 0.1099 2023-12-25 10:38:49,409 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:28:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 2023-12-25 10:39:14,684 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:27:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1156, loss: 0.1156 2023-12-25 10:39:39,814 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:27:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 2023-12-25 10:40:04,971 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:26:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1066, loss: 0.1066 2023-12-25 10:40:30,466 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:26:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1189, loss: 0.1189 2023-12-25 10:40:55,938 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:26:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1162, loss: 0.1162 2023-12-25 10:41:21,601 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:25:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1185, loss: 0.1185 2023-12-25 10:41:47,117 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:25:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1202, loss: 0.1202 2023-12-25 10:42:12,222 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:24:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1213, loss: 0.1213 2023-12-25 10:42:37,614 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:24:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 2023-12-25 10:43:03,336 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:23:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1191, loss: 0.1191 2023-12-25 10:43:28,938 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:23:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1164, loss: 0.1164 2023-12-25 10:43:54,793 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:22:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1174, loss: 0.1174 2023-12-25 10:44:20,200 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:22:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1132, loss: 0.1132 2023-12-25 10:44:45,774 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:22:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 10:45:11,366 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:21:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1158, loss: 0.1158 2023-12-25 10:45:36,800 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:21:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1108, loss: 0.1108 2023-12-25 10:46:02,012 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:20:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 2023-12-25 10:46:27,804 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:20:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.1182, loss: 0.1182 2023-12-25 10:46:53,409 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:19:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 2023-12-25 10:47:19,061 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:19:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1163, loss: 0.1163 2023-12-25 10:47:45,172 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:18:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1186, loss: 0.1186 2023-12-25 10:48:10,955 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:18:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 2023-12-25 10:48:36,355 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:18:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1178, loss: 0.1178 2023-12-25 10:49:01,556 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:17:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1115, loss: 0.1115 2023-12-25 10:49:27,074 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:17:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1289, loss: 0.1289 2023-12-25 10:49:52,664 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:16:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1125, loss: 0.1125 2023-12-25 10:50:18,000 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:16:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1217, loss: 0.1217 2023-12-25 10:50:43,632 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:15:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1132, loss: 0.1132 2023-12-25 10:51:09,505 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:15:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1168, loss: 0.1168 2023-12-25 10:51:35,260 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:15:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1145, loss: 0.1145 2023-12-25 10:52:01,234 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:14:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1146, loss: 0.1146 2023-12-25 10:52:03,513 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-25 10:56:29,747 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:56:30,452 - pyskl - INFO - top1_acc 0.8397 top5_acc 0.9628 2023-12-25 10:56:30,480 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8397, top5_acc: 0.9628 2023-12-25 10:57:26,574 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:14:08, time: 0.561, data_time: 0.303, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 2023-12-25 10:57:52,265 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:13:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1193, loss: 0.1193 2023-12-25 10:58:17,922 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:13:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1081, loss: 0.1081 2023-12-25 10:58:43,507 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:12:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 2023-12-25 10:59:09,361 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:12:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1202, loss: 0.1202 2023-12-25 10:59:35,077 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:11:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 2023-12-25 11:00:00,702 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:11:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1184, loss: 0.1184 2023-12-25 11:00:26,229 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:11:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.1253, loss: 0.1253 2023-12-25 11:00:51,987 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:10:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1117, loss: 0.1117 2023-12-25 11:01:17,526 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:10:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1158, loss: 0.1158 2023-12-25 11:01:43,435 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:09:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1066, loss: 0.1066 2023-12-25 11:02:09,139 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:09:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 2023-12-25 11:02:34,981 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 2:08:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1158, loss: 0.1158 2023-12-25 11:03:01,290 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 2:08:25, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1174, loss: 0.1174 2023-12-25 11:03:27,926 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 2:07:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1086, loss: 0.1086 2023-12-25 11:03:54,044 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 2:07:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 2023-12-25 11:04:20,146 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 2:07:06, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 2023-12-25 11:04:46,093 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 2:06:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1070, loss: 0.1070 2023-12-25 11:05:11,671 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 2:06:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 2023-12-25 11:05:37,421 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 2:05:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 2023-12-25 11:06:03,123 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 2:05:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1117, loss: 0.1117 2023-12-25 11:06:28,986 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 2:04:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 2023-12-25 11:06:54,623 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 2:04:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1125, loss: 0.1125 2023-12-25 11:07:20,455 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 2:04:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1141, loss: 0.1141 2023-12-25 11:07:46,298 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 2:03:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 2023-12-25 11:08:11,602 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 2:03:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1136, loss: 0.1136 2023-12-25 11:08:37,413 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 2:02:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 2023-12-25 11:09:03,044 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 2:02:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 2023-12-25 11:09:28,766 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 2:01:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1110, loss: 0.1110 2023-12-25 11:09:54,054 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 2:01:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1110, loss: 0.1110 2023-12-25 11:10:19,458 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 2:00:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1127, loss: 0.1127 2023-12-25 11:10:44,967 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 2:00:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1209, loss: 0.1209 2023-12-25 11:11:10,524 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 2:00:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 2023-12-25 11:11:36,375 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:59:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1141, loss: 0.1141 2023-12-25 11:11:38,476 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-25 11:16:03,849 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:16:04,452 - pyskl - INFO - top1_acc 0.8448 top5_acc 0.9638 2023-12-25 11:16:04,478 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8448, top5_acc: 0.9638 2023-12-25 11:16:57,658 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:59:11, time: 0.532, data_time: 0.280, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1219, loss: 0.1219 2023-12-25 11:17:22,874 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:58:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1099, loss: 0.1099 2023-12-25 11:17:48,396 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:58:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1102, loss: 0.1102 2023-12-25 11:18:13,781 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:57:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 2023-12-25 11:18:38,998 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:57:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.1188, loss: 0.1188 2023-12-25 11:19:04,531 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:56:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1126, loss: 0.1126 2023-12-25 11:19:30,081 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:56:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1094, loss: 0.1094 2023-12-25 11:19:55,485 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:56:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1215, loss: 0.1215 2023-12-25 11:20:21,047 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:55:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 2023-12-25 11:20:46,207 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:55:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1133, loss: 0.1133 2023-12-25 11:21:11,415 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:54:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1100, loss: 0.1100 2023-12-25 11:21:36,563 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:54:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 2023-12-25 11:22:01,844 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:53:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 2023-12-25 11:22:27,713 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:53:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 2023-12-25 11:22:53,433 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:53:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 2023-12-25 11:23:19,102 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:52:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1138, loss: 0.1138 2023-12-25 11:23:44,675 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:52:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1171, loss: 0.1171 2023-12-25 11:24:10,316 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:51:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 11:24:35,899 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:51:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1103, loss: 0.1103 2023-12-25 11:25:01,623 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:50:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 2023-12-25 11:25:28,087 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:50:24, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-25 11:25:54,629 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:49:57, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1062, loss: 0.1062 2023-12-25 11:26:21,329 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:49:31, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 11:26:48,432 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:49:05, time: 0.271, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1060, loss: 0.1060 2023-12-25 11:27:15,463 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:48:38, time: 0.270, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 2023-12-25 11:27:41,501 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:48:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 2023-12-25 11:28:07,777 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:47:46, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1179, loss: 0.1179 2023-12-25 11:28:33,465 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:47:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 2023-12-25 11:28:59,100 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:46:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1077, loss: 0.1077 2023-12-25 11:29:24,675 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:46:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1117, loss: 0.1117 2023-12-25 11:29:50,062 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:46:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1129, loss: 0.1129 2023-12-25 11:30:15,505 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:45:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 2023-12-25 11:30:41,193 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:45:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1211, loss: 0.1211 2023-12-25 11:31:06,847 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:44:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 2023-12-25 11:31:08,766 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-25 11:35:33,792 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:35:34,397 - pyskl - INFO - top1_acc 0.8495 top5_acc 0.9658 2023-12-25 11:35:34,402 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_140.pth was removed 2023-12-25 11:35:34,618 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. 2023-12-25 11:35:34,620 - pyskl - INFO - Best top1_acc is 0.8495 at 143 epoch. 2023-12-25 11:35:34,646 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8495, top5_acc: 0.9658 2023-12-25 11:36:27,428 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:44:14, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1058, loss: 0.1058 2023-12-25 11:36:52,884 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:43:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 2023-12-25 11:37:18,585 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:43:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1144, loss: 0.1144 2023-12-25 11:37:44,136 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:42:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1101, loss: 0.1101 2023-12-25 11:38:09,642 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:42:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1139, loss: 0.1139 2023-12-25 11:38:35,284 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:42:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1148, loss: 0.1148 2023-12-25 11:39:00,867 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:41:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1196, loss: 0.1196 2023-12-25 11:39:26,636 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:41:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 2023-12-25 11:39:52,304 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:40:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1104, loss: 0.1104 2023-12-25 11:40:17,853 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:40:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1177, loss: 0.1177 2023-12-25 11:40:43,401 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:39:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1066, loss: 0.1066 2023-12-25 11:41:08,790 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:39:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 2023-12-25 11:41:34,581 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:38:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1042, loss: 0.1042 2023-12-25 11:42:00,242 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:38:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 11:42:25,872 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:38:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1093, loss: 0.1093 2023-12-25 11:42:51,089 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:37:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1189, loss: 0.1189 2023-12-25 11:43:16,316 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:37:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 2023-12-25 11:43:41,655 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:36:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 2023-12-25 11:44:07,192 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:36:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 2023-12-25 11:44:32,646 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:35:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1187, loss: 0.1187 2023-12-25 11:44:58,172 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:35:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1112, loss: 0.1112 2023-12-25 11:45:23,950 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:35:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1112, loss: 0.1112 2023-12-25 11:45:49,776 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:34:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 2023-12-25 11:46:15,723 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:34:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1185, loss: 0.1185 2023-12-25 11:46:41,424 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:33:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1208, loss: 0.1208 2023-12-25 11:47:06,931 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:33:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 2023-12-25 11:47:32,617 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:32:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 2023-12-25 11:47:58,380 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:32:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1138, loss: 0.1138 2023-12-25 11:48:23,825 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:31:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1113, loss: 0.1113 2023-12-25 11:48:49,490 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:31:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1085, loss: 0.1085 2023-12-25 11:49:15,089 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:31:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 2023-12-25 11:49:40,741 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:30:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1114, loss: 0.1114 2023-12-25 11:50:06,351 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:30:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1108, loss: 0.1108 2023-12-25 11:50:32,289 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:29:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1103, loss: 0.1103 2023-12-25 11:50:34,461 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-25 11:54:59,623 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:55:00,233 - pyskl - INFO - top1_acc 0.8466 top5_acc 0.9647 2023-12-25 11:55:00,263 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8466, top5_acc: 0.9647 2023-12-25 11:55:52,985 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:29:17, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1057, loss: 0.1057 2023-12-25 11:56:18,188 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:28:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1061, loss: 0.1061 2023-12-25 11:56:43,793 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:28:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1065, loss: 0.1065 2023-12-25 11:57:09,346 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:27:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 11:57:34,726 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:27:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1065, loss: 0.1065 2023-12-25 11:58:00,239 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:27:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1102, loss: 0.1102 2023-12-25 11:58:25,828 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:26:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1142, loss: 0.1142 2023-12-25 11:58:51,429 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:26:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1066, loss: 0.1066 2023-12-25 11:59:17,063 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:25:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1139, loss: 0.1139 2023-12-25 11:59:42,517 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:25:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1114, loss: 0.1114 2023-12-25 12:00:07,991 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:24:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1061, loss: 0.1061 2023-12-25 12:00:33,567 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:24:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 2023-12-25 12:00:59,102 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:24:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1108, loss: 0.1108 2023-12-25 12:01:24,618 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:23:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1056, loss: 0.1056 2023-12-25 12:01:50,386 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:23:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1098, loss: 0.1098 2023-12-25 12:02:15,976 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:22:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.1101, loss: 0.1101 2023-12-25 12:02:41,767 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:22:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1092, loss: 0.1092 2023-12-25 12:03:07,313 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:21:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 2023-12-25 12:03:32,914 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:21:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1102, loss: 0.1102 2023-12-25 12:03:58,426 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:20:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 12:04:24,106 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:20:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-25 12:04:49,550 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:20:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 2023-12-25 12:05:15,548 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:19:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 2023-12-25 12:05:41,493 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:19:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1062, loss: 0.1062 2023-12-25 12:06:07,102 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:18:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 2023-12-25 12:06:32,865 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:18:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 2023-12-25 12:06:58,688 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:17:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1072, loss: 0.1072 2023-12-25 12:07:24,370 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:17:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1055, loss: 0.1055 2023-12-25 12:07:49,876 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:16:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1096, loss: 0.1096 2023-12-25 12:08:15,362 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:16:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 2023-12-25 12:08:41,137 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:16:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1103, loss: 0.1103 2023-12-25 12:09:06,761 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:15:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1099, loss: 0.1099 2023-12-25 12:09:32,227 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:15:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1081, loss: 0.1081 2023-12-25 12:09:58,060 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:14:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 2023-12-25 12:09:59,994 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-25 12:14:24,412 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:14:25,018 - pyskl - INFO - top1_acc 0.8476 top5_acc 0.9645 2023-12-25 12:14:25,045 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8476, top5_acc: 0.9645 2023-12-25 12:15:18,331 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:14:20, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1121, loss: 0.1121 2023-12-25 12:15:43,757 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:13:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1033, loss: 0.1033 2023-12-25 12:16:09,375 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:13:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 2023-12-25 12:16:34,861 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:13:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1152, loss: 0.1152 2023-12-25 12:17:00,158 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:12:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 2023-12-25 12:17:25,704 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:12:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 2023-12-25 12:17:51,421 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:11:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1131, loss: 0.1131 2023-12-25 12:18:16,778 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:11:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.1106, loss: 0.1106 2023-12-25 12:18:42,136 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:10:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 2023-12-25 12:19:07,504 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:10:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1056, loss: 0.1056 2023-12-25 12:19:32,702 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:09:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 2023-12-25 12:19:57,842 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:09:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1074, loss: 0.1074 2023-12-25 12:20:23,307 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:09:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1022, loss: 0.1022 2023-12-25 12:20:48,633 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:08:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 2023-12-25 12:21:14,025 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:08:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1147, loss: 0.1147 2023-12-25 12:21:39,842 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:07:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1086, loss: 0.1086 2023-12-25 12:22:05,458 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:07:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1123, loss: 0.1123 2023-12-25 12:22:31,025 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:06:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 2023-12-25 12:22:56,655 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:06:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 2023-12-25 12:23:22,314 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:05:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 2023-12-25 12:23:47,837 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:05:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 2023-12-25 12:24:13,728 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:05:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1130, loss: 0.1130 2023-12-25 12:24:39,560 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:04:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1085, loss: 0.1085 2023-12-25 12:25:05,563 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:04:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 2023-12-25 12:25:31,407 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:03:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 2023-12-25 12:25:57,331 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:03:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1093, loss: 0.1093 2023-12-25 12:26:23,022 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:02:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 2023-12-25 12:26:48,989 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:02:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1060, loss: 0.1060 2023-12-25 12:27:14,216 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:02:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 2023-12-25 12:27:39,394 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:01:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1092, loss: 0.1092 2023-12-25 12:28:05,011 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:01:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 2023-12-25 12:28:30,810 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:00:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1115, loss: 0.1115 2023-12-25 12:28:56,530 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:00:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1093, loss: 0.1093 2023-12-25 12:29:22,228 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:59:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1035, loss: 0.1035 2023-12-25 12:29:24,190 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-25 12:33:49,041 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:33:49,650 - pyskl - INFO - top1_acc 0.8477 top5_acc 0.9649 2023-12-25 12:33:49,678 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8477, top5_acc: 0.9649 2023-12-25 12:34:42,590 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:59:22, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1044, loss: 0.1044 2023-12-25 12:35:08,038 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:58:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1148, loss: 0.1148 2023-12-25 12:35:33,765 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:58:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1032, loss: 0.1032 2023-12-25 12:35:59,322 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:58:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1108, loss: 0.1108 2023-12-25 12:36:24,738 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:57:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 2023-12-25 12:36:50,051 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:57:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1104, loss: 0.1104 2023-12-25 12:37:15,472 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:56:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1065, loss: 0.1065 2023-12-25 12:37:40,906 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:56:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 2023-12-25 12:38:06,185 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:55:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 2023-12-25 12:38:31,541 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:55:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 12:38:56,871 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:54:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 12:39:22,462 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:54:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 2023-12-25 12:39:48,351 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:54:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1067, loss: 0.1067 2023-12-25 12:40:13,773 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:53:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1082, loss: 0.1082 2023-12-25 12:40:39,420 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:53:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1067, loss: 0.1067 2023-12-25 12:41:05,293 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:52:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1094, loss: 0.1094 2023-12-25 12:41:30,626 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:52:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 2023-12-25 12:41:55,809 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:51:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1072, loss: 0.1072 2023-12-25 12:42:21,035 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:51:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 12:42:46,478 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:51:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 12:43:12,058 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:50:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1065, loss: 0.1065 2023-12-25 12:43:37,518 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:50:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1087, loss: 0.1087 2023-12-25 12:44:03,198 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:49:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1110, loss: 0.1110 2023-12-25 12:44:28,917 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:49:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 2023-12-25 12:44:54,560 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:48:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1102, loss: 0.1102 2023-12-25 12:45:20,266 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:48:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 2023-12-25 12:45:45,863 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:47:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 2023-12-25 12:46:11,488 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:47:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030 2023-12-25 12:46:37,096 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:47:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 2023-12-25 12:47:02,484 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:46:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1066, loss: 0.1066 2023-12-25 12:47:27,676 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:46:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1058, loss: 0.1058 2023-12-25 12:47:52,859 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:45:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 12:48:18,326 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:45:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 2023-12-25 12:48:43,926 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:44:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1019, loss: 0.1019 2023-12-25 12:48:45,906 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-25 12:53:10,805 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:53:11,412 - pyskl - INFO - top1_acc 0.8432 top5_acc 0.9635 2023-12-25 12:53:11,438 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8432, top5_acc: 0.9635 2023-12-25 12:54:04,568 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:44:25, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 2023-12-25 12:54:29,821 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:43:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 2023-12-25 12:54:55,285 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:43:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1090, loss: 0.1090 2023-12-25 12:55:20,648 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:43:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1121, loss: 0.1121 2023-12-25 12:55:45,832 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:42:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1049, loss: 0.1049 2023-12-25 12:56:11,002 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:42:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1057, loss: 0.1057 2023-12-25 12:56:36,172 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:41:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1149, loss: 0.1149 2023-12-25 12:57:01,351 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:41:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 2023-12-25 12:57:26,520 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:40:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1039, loss: 0.1039 2023-12-25 12:57:51,655 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:40:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 2023-12-25 12:58:16,815 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:40:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1122, loss: 0.1122 2023-12-25 12:58:42,134 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:39:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1033, loss: 0.1033 2023-12-25 12:59:07,708 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:39:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 2023-12-25 12:59:33,205 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:38:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-25 12:59:58,890 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:38:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1038, loss: 0.1038 2023-12-25 13:00:24,743 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:37:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1062, loss: 0.1062 2023-12-25 13:00:50,265 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:37:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1026, loss: 0.1026 2023-12-25 13:01:15,768 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:36:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 2023-12-25 13:01:41,392 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:36:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 2023-12-25 13:02:06,882 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:36:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.1074, loss: 0.1074 2023-12-25 13:02:32,735 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:35:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-25 13:02:58,266 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:35:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1075, loss: 0.1075 2023-12-25 13:03:24,053 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:34:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 2023-12-25 13:03:49,772 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:34:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1145, loss: 0.1145 2023-12-25 13:04:15,417 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:33:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 2023-12-25 13:04:41,213 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:33:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030 2023-12-25 13:05:06,981 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:33:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 2023-12-25 13:05:32,546 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:32:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1072, loss: 0.1072 2023-12-25 13:05:57,722 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:32:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1138, loss: 0.1138 2023-12-25 13:06:22,871 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:31:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1042, loss: 0.1042 2023-12-25 13:06:48,024 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:31:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1075, loss: 0.1075 2023-12-25 13:07:13,338 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:30:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1072, loss: 0.1072 2023-12-25 13:07:39,068 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:30:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1085, loss: 0.1085 2023-12-25 13:08:04,996 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:29:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1058, loss: 0.1058 2023-12-25 13:08:07,263 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-25 13:12:31,871 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:12:32,480 - pyskl - INFO - top1_acc 0.8475 top5_acc 0.9645 2023-12-25 13:12:32,505 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8475, top5_acc: 0.9645 2023-12-25 13:13:25,720 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:29:28, time: 0.532, data_time: 0.274, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1061, loss: 0.1061 2023-12-25 13:13:51,267 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:29:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1041, loss: 0.1041 2023-12-25 13:14:16,947 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:28:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 2023-12-25 13:14:42,275 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:28:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 2023-12-25 13:15:07,664 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:27:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 2023-12-25 13:15:33,037 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:27:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 13:15:58,194 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:26:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 2023-12-25 13:16:23,446 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:26:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 2023-12-25 13:16:48,738 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:25:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 2023-12-25 13:17:14,499 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:25:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 2023-12-25 13:17:39,868 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:25:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 13:18:05,433 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:24:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 2023-12-25 13:18:30,936 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:24:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1034, loss: 0.1034 2023-12-25 13:18:56,772 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:23:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1035, loss: 0.1035 2023-12-25 13:19:22,410 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:23:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 2023-12-25 13:19:48,424 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:22:52, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1057, loss: 0.1057 2023-12-25 13:20:14,046 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:22:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1058, loss: 0.1058 2023-12-25 13:20:39,494 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:22:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 2023-12-25 13:21:04,724 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:21:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1062, loss: 0.1062 2023-12-25 13:21:29,953 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:21:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 2023-12-25 13:21:55,154 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:20:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 2023-12-25 13:22:20,896 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:20:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 2023-12-25 13:22:46,553 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:19:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-25 13:23:12,378 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:19:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1116, loss: 0.1116 2023-12-25 13:23:37,897 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:18:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 2023-12-25 13:24:03,336 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:18:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 2023-12-25 13:24:29,238 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:18:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1072, loss: 0.1072 2023-12-25 13:24:55,042 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:17:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 2023-12-25 13:25:20,619 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:17:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1077, loss: 0.1077 2023-12-25 13:25:46,275 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:16:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1045, loss: 0.1045 2023-12-25 13:26:11,890 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:16:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1044, loss: 0.1044 2023-12-25 13:26:37,541 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:15:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1063, loss: 0.1063 2023-12-25 13:27:03,112 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:15:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 2023-12-25 13:27:29,056 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:14:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1057, loss: 0.1057 2023-12-25 13:27:31,005 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-25 13:31:55,503 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:31:56,106 - pyskl - INFO - top1_acc 0.8468 top5_acc 0.9648 2023-12-25 13:31:56,132 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8468, top5_acc: 0.9648 2023-12-25 13:32:48,918 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:14:30, time: 0.528, data_time: 0.276, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1026, loss: 0.1026 2023-12-25 13:33:14,414 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:14:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1103, loss: 0.1103 2023-12-25 13:33:40,289 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:13:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 2023-12-25 13:34:05,599 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:13:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1060, loss: 0.1060 2023-12-25 13:34:30,773 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:12:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 2023-12-25 13:34:55,919 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:12:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1031, loss: 0.1031 2023-12-25 13:35:21,072 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 2023-12-25 13:35:46,247 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:11:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1019, loss: 0.1019 2023-12-25 13:36:11,575 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:11:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-25 13:36:37,299 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:10:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1055, loss: 0.1055 2023-12-25 13:37:02,474 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:10:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1042, loss: 0.1042 2023-12-25 13:37:27,872 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 2023-12-25 13:37:53,390 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:09:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1067, loss: 0.1067 2023-12-25 13:38:18,593 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1003, loss: 0.1003 2023-12-25 13:38:44,353 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:08:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1116, loss: 0.1116 2023-12-25 13:39:10,061 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1060, loss: 0.1060 2023-12-25 13:39:35,944 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:07:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.1028, loss: 0.1028 2023-12-25 13:40:01,970 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:07:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1047, loss: 0.1047 2023-12-25 13:40:27,746 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:06:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1075, loss: 0.1075 2023-12-25 13:40:53,416 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:06:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1055, loss: 0.1055 2023-12-25 13:41:19,121 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.1070, loss: 0.1070 2023-12-25 13:41:44,507 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:05:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1055, loss: 0.1055 2023-12-25 13:42:10,062 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1065, loss: 0.1065 2023-12-25 13:42:35,971 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1122, loss: 0.1122 2023-12-25 13:43:01,905 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-25 13:43:27,560 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 2023-12-25 13:43:53,439 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:03:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1023, loss: 0.1023 2023-12-25 13:44:19,342 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.1094, loss: 0.1094 2023-12-25 13:44:44,893 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 2023-12-25 13:45:10,661 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.1057, loss: 0.1057 2023-12-25 13:45:36,439 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.1128, loss: 0.1128 2023-12-25 13:46:02,134 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 2023-12-25 13:46:27,811 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 2023-12-25 13:46:53,414 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.1044, loss: 0.1044 2023-12-25 13:46:55,343 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-25 13:51:21,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:51:22,578 - pyskl - INFO - top1_acc 0.8471 top5_acc 0.9651 2023-12-25 13:51:22,604 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8471, top5_acc: 0.9651 2023-12-25 13:51:37,877 - pyskl - INFO - 59477 videos remain after valid thresholding 2023-12-25 14:32:42,737 - pyskl - INFO - Testing results of the last checkpoint 2023-12-25 14:32:42,737 - pyskl - INFO - top1_acc: 0.8512 2023-12-25 14:32:42,737 - pyskl - INFO - top5_acc: 0.9670 2023-12-25 14:32:42,738 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/bm/best_top1_acc_epoch_143.pth 2023-12-25 15:13:36,691 - pyskl - INFO - Testing results of the best checkpoint 2023-12-25 15:13:36,691 - pyskl - INFO - top1_acc: 0.8533 2023-12-25 15:13:36,692 - pyskl - INFO - top5_acc: 0.9673