2023-12-23 13:03:42,286 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] CUDA available: True GPU 0: GeForce RTX 3090 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.2, V11.2.67 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 PyTorch: 1.9.1 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.0.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.1 OpenCV: 4.6.0 MMCV: 1.6.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.2 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-23 13:03:42,690 - pyskl - INFO - Config: modality = 'jm' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xsub/jm' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_2', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_2', num_classes=60, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['jm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-23 13:03:42,692 - pyskl - INFO - Set random seed to 493310030, deterministic: False 2023-12-23 13:03:47,886 - pyskl - INFO - 40091 videos remain after valid thresholding 2023-12-23 13:03:56,089 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-23 13:03:56,096 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm 2023-12-23 13:03:56,096 - 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 13:03:56,097 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-23 13:03:56,097 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm by HardDiskBackend. 2023-12-23 13:04:38,324 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 20:04:37, time: 0.422, data_time: 0.190, memory: 6525, top1_acc: 0.0581, top5_acc: 0.2112, loss_cls: 5.5951, loss: 5.5951 2023-12-23 13:05:00,634 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:40:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.0862, top5_acc: 0.3275, loss_cls: 5.1891, loss: 5.1891 2023-12-23 13:05:22,923 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:11:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.1062, top5_acc: 0.3856, loss_cls: 5.1838, loss: 5.1838 2023-12-23 13:05:45,369 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:29:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.1425, top5_acc: 0.4338, loss_cls: 5.4972, loss: 5.4972 2023-12-23 13:06:07,926 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:29:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.1613, top5_acc: 0.4794, loss_cls: 5.6207, loss: 5.6207 2023-12-23 13:06:30,384 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:48:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.1856, top5_acc: 0.5238, loss_cls: 5.4182, loss: 5.4182 2023-12-23 13:06:52,833 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:18:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.2219, top5_acc: 0.5769, loss_cls: 5.2913, loss: 5.2913 2023-12-23 13:07:15,344 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 1:56:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.2694, top5_acc: 0.6388, loss_cls: 4.5706, loss: 4.5706 2023-12-23 13:07:37,782 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:39:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.2913, top5_acc: 0.6544, loss_cls: 4.3099, loss: 4.3099 2023-12-23 13:08:00,274 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:25:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.3169, top5_acc: 0.6506, loss_cls: 4.2034, loss: 4.2034 2023-12-23 13:08:22,917 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:15:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3013, top5_acc: 0.6625, loss_cls: 4.1476, loss: 4.1476 2023-12-23 13:08:45,454 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:05:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.3600, top5_acc: 0.7113, loss_cls: 3.9486, loss: 3.9486 2023-12-23 13:09:08,064 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 0:58:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3638, top5_acc: 0.7356, loss_cls: 3.8439, loss: 3.8439 2023-12-23 13:09:30,655 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 0:51:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3856, top5_acc: 0.7606, loss_cls: 3.7743, loss: 3.7743 2023-12-23 13:09:53,242 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:45:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3825, top5_acc: 0.7556, loss_cls: 3.7260, loss: 3.7260 2023-12-23 13:10:15,882 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:40:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4075, top5_acc: 0.7750, loss_cls: 3.6262, loss: 3.6262 2023-12-23 13:10:38,476 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:36:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4519, top5_acc: 0.7863, loss_cls: 3.4997, loss: 3.4997 2023-12-23 13:11:01,024 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:31:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4387, top5_acc: 0.8144, loss_cls: 3.4548, loss: 3.4548 2023-12-23 13:11:23,536 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:27:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4456, top5_acc: 0.8125, loss_cls: 3.4664, loss: 3.4664 2023-12-23 13:11:46,017 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:24:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4694, top5_acc: 0.8219, loss_cls: 3.4396, loss: 3.4396 2023-12-23 13:12:08,510 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:20:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4625, top5_acc: 0.8281, loss_cls: 3.4366, loss: 3.4366 2023-12-23 13:12:30,969 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:17:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4875, top5_acc: 0.8444, loss_cls: 3.3378, loss: 3.3378 2023-12-23 13:12:53,542 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:14:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4662, top5_acc: 0.8488, loss_cls: 3.3532, loss: 3.3532 2023-12-23 13:13:16,077 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:12:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4725, top5_acc: 0.8313, loss_cls: 3.3814, loss: 3.3814 2023-12-23 13:13:38,571 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:09:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5019, top5_acc: 0.8544, loss_cls: 3.2877, loss: 3.2877 2023-12-23 13:13:40,441 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-23 13:14:58,580 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:14:58,654 - pyskl - INFO - top1_acc 0.4918 top5_acc 0.8322 2023-12-23 13:14:58,800 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-23 13:14:58,801 - pyskl - INFO - Best top1_acc is 0.4918 at 1 epoch. 2023-12-23 13:14:58,805 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4918, top5_acc: 0.8322 2023-12-23 13:15:39,598 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 0:47:56, time: 0.408, data_time: 0.183, memory: 6525, top1_acc: 0.5038, top5_acc: 0.8525, loss_cls: 3.2469, loss: 3.2469 2023-12-23 13:16:02,116 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:44:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5081, top5_acc: 0.8462, loss_cls: 3.2886, loss: 3.2886 2023-12-23 13:16:24,628 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:40:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5119, top5_acc: 0.8619, loss_cls: 3.2245, loss: 3.2245 2023-12-23 13:16:47,065 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:37:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.5363, top5_acc: 0.8762, loss_cls: 3.1537, loss: 3.1537 2023-12-23 13:17:09,543 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:34:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5381, top5_acc: 0.8706, loss_cls: 3.1214, loss: 3.1214 2023-12-23 13:17:32,182 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:31:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5219, top5_acc: 0.8575, loss_cls: 3.1802, loss: 3.1802 2023-12-23 13:17:54,755 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:29:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5481, top5_acc: 0.8656, loss_cls: 3.1393, loss: 3.1393 2023-12-23 13:18:17,202 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:26:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.5506, top5_acc: 0.8838, loss_cls: 3.0820, loss: 3.0820 2023-12-23 13:18:39,636 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:24:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.5550, top5_acc: 0.8881, loss_cls: 3.0568, loss: 3.0568 2023-12-23 13:19:02,142 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:21:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5663, top5_acc: 0.8881, loss_cls: 2.9848, loss: 2.9848 2023-12-23 13:19:24,677 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:19:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5881, top5_acc: 0.8994, loss_cls: 2.7995, loss: 2.7995 2023-12-23 13:19:47,263 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:17:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5650, top5_acc: 0.9019, loss_cls: 2.7443, loss: 2.7443 2023-12-23 13:20:09,753 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:15:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5706, top5_acc: 0.8975, loss_cls: 2.6978, loss: 2.6978 2023-12-23 13:20:32,337 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:13:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5669, top5_acc: 0.8962, loss_cls: 2.6526, loss: 2.6526 2023-12-23 13:20:54,844 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:12:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5837, top5_acc: 0.8956, loss_cls: 2.5207, loss: 2.5207 2023-12-23 13:21:17,475 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:10:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5900, top5_acc: 0.9075, loss_cls: 2.3774, loss: 2.3774 2023-12-23 13:21:40,070 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:08:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5744, top5_acc: 0.8969, loss_cls: 2.4851, loss: 2.4851 2023-12-23 13:22:02,618 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:07:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5725, top5_acc: 0.8919, loss_cls: 2.3930, loss: 2.3930 2023-12-23 13:22:25,051 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:05:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6000, top5_acc: 0.9106, loss_cls: 2.2866, loss: 2.2866 2023-12-23 13:22:47,565 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:04:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6081, top5_acc: 0.8969, loss_cls: 2.2833, loss: 2.2833 2023-12-23 13:23:10,145 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:02:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6056, top5_acc: 0.9012, loss_cls: 2.2368, loss: 2.2368 2023-12-23 13:23:32,638 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:01:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5956, top5_acc: 0.9094, loss_cls: 2.2055, loss: 2.2055 2023-12-23 13:23:55,154 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 23:59:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6269, top5_acc: 0.9025, loss_cls: 2.1564, loss: 2.1564 2023-12-23 13:24:17,642 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 23:58:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6188, top5_acc: 0.9163, loss_cls: 2.1625, loss: 2.1625 2023-12-23 13:24:40,179 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 23:57:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6262, top5_acc: 0.9069, loss_cls: 2.1239, loss: 2.1239 2023-12-23 13:24:42,008 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-23 13:26:00,697 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:26:00,768 - pyskl - INFO - top1_acc 0.5590 top5_acc 0.8672 2023-12-23 13:26:00,772 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_1.pth was removed 2023-12-23 13:26:00,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-23 13:26:00,920 - pyskl - INFO - Best top1_acc is 0.5590 at 2 epoch. 2023-12-23 13:26:00,924 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5590, top5_acc: 0.8672 2023-12-23 13:26:42,266 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:16:53, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.6275, top5_acc: 0.9200, loss_cls: 2.0022, loss: 2.0022 2023-12-23 13:27:04,717 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:15:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6294, top5_acc: 0.9069, loss_cls: 2.0776, loss: 2.0776 2023-12-23 13:27:27,320 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:13:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6262, top5_acc: 0.9131, loss_cls: 2.0473, loss: 2.0473 2023-12-23 13:27:49,813 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:12:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6475, top5_acc: 0.9175, loss_cls: 1.9827, loss: 1.9827 2023-12-23 13:28:12,331 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:10:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6481, top5_acc: 0.9231, loss_cls: 1.9227, loss: 1.9227 2023-12-23 13:28:34,780 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:09:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6381, top5_acc: 0.9275, loss_cls: 1.8835, loss: 1.8835 2023-12-23 13:28:57,218 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:07:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6637, top5_acc: 0.9344, loss_cls: 1.8176, loss: 1.8176 2023-12-23 13:29:19,806 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:06:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6544, top5_acc: 0.9150, loss_cls: 1.8648, loss: 1.8648 2023-12-23 13:29:42,255 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:04:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6562, top5_acc: 0.9287, loss_cls: 1.8574, loss: 1.8574 2023-12-23 13:30:04,692 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:03:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6569, top5_acc: 0.9275, loss_cls: 1.8529, loss: 1.8529 2023-12-23 13:30:27,234 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:02:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6362, top5_acc: 0.9137, loss_cls: 1.8960, loss: 1.8960 2023-12-23 13:30:49,783 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:00:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6756, top5_acc: 0.9356, loss_cls: 1.7074, loss: 1.7074 2023-12-23 13:31:12,349 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 23:59:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6475, top5_acc: 0.9244, loss_cls: 1.7691, loss: 1.7691 2023-12-23 13:31:34,918 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 23:58:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6444, top5_acc: 0.9294, loss_cls: 1.7937, loss: 1.7937 2023-12-23 13:31:57,501 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 23:57:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6594, top5_acc: 0.9175, loss_cls: 1.8079, loss: 1.8079 2023-12-23 13:32:20,027 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 23:56:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6600, top5_acc: 0.9213, loss_cls: 1.7509, loss: 1.7509 2023-12-23 13:32:42,643 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 23:55:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6731, top5_acc: 0.9463, loss_cls: 1.6920, loss: 1.6920 2023-12-23 13:33:05,265 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 23:54:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6737, top5_acc: 0.9363, loss_cls: 1.6674, loss: 1.6674 2023-12-23 13:33:27,855 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 23:53:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6625, top5_acc: 0.9313, loss_cls: 1.7639, loss: 1.7639 2023-12-23 13:33:50,518 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 23:52:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6481, top5_acc: 0.9294, loss_cls: 1.7579, loss: 1.7579 2023-12-23 13:34:13,161 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 23:51:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6550, top5_acc: 0.9319, loss_cls: 1.7212, loss: 1.7212 2023-12-23 13:34:35,756 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 23:50:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6837, top5_acc: 0.9319, loss_cls: 1.6820, loss: 1.6820 2023-12-23 13:34:58,410 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 23:49:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6869, top5_acc: 0.9344, loss_cls: 1.6513, loss: 1.6513 2023-12-23 13:35:20,949 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 23:48:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6587, top5_acc: 0.9356, loss_cls: 1.7010, loss: 1.7010 2023-12-23 13:35:43,490 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 23:47:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6800, top5_acc: 0.9263, loss_cls: 1.6713, loss: 1.6713 2023-12-23 13:35:45,315 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-23 13:37:04,224 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:37:04,299 - pyskl - INFO - top1_acc 0.3699 top5_acc 0.7937 2023-12-23 13:37:04,306 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.3699, top5_acc: 0.7937 2023-12-23 13:37:45,886 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:00:35, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.6969, top5_acc: 0.9444, loss_cls: 1.6077, loss: 1.6077 2023-12-23 13:38:08,488 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 23:59:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9381, loss_cls: 1.5596, loss: 1.5596 2023-12-23 13:38:30,942 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 23:58:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6931, top5_acc: 0.9463, loss_cls: 1.5705, loss: 1.5705 2023-12-23 13:38:53,540 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 23:57:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6869, top5_acc: 0.9425, loss_cls: 1.5554, loss: 1.5554 2023-12-23 13:39:16,098 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 23:56:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 1.5872, loss: 1.5872 2023-12-23 13:39:38,702 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 23:55:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6869, top5_acc: 0.9406, loss_cls: 1.6028, loss: 1.6028 2023-12-23 13:40:01,316 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 23:54:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9313, loss_cls: 1.5597, loss: 1.5597 2023-12-23 13:40:23,987 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 23:53:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6956, top5_acc: 0.9437, loss_cls: 1.5125, loss: 1.5125 2023-12-23 13:40:46,578 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 23:52:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6687, top5_acc: 0.9313, loss_cls: 1.6408, loss: 1.6408 2023-12-23 13:41:09,194 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 23:51:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6913, top5_acc: 0.9494, loss_cls: 1.5647, loss: 1.5647 2023-12-23 13:41:31,745 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 23:50:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6944, top5_acc: 0.9419, loss_cls: 1.5792, loss: 1.5792 2023-12-23 13:41:54,221 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 23:49:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6781, top5_acc: 0.9450, loss_cls: 1.5482, loss: 1.5482 2023-12-23 13:42:16,775 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 23:48:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 1.4920, loss: 1.4920 2023-12-23 13:42:39,296 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 23:47:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6825, top5_acc: 0.9419, loss_cls: 1.5815, loss: 1.5815 2023-12-23 13:43:01,779 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 23:46:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6944, top5_acc: 0.9444, loss_cls: 1.5073, loss: 1.5073 2023-12-23 13:43:24,393 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 23:45:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6956, top5_acc: 0.9419, loss_cls: 1.5281, loss: 1.5281 2023-12-23 13:43:46,985 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 23:44:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7131, top5_acc: 0.9431, loss_cls: 1.4966, loss: 1.4966 2023-12-23 13:44:09,575 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:43:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 1.5148, loss: 1.5148 2023-12-23 13:44:32,046 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:42:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9494, loss_cls: 1.4140, loss: 1.4140 2023-12-23 13:44:54,578 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:42:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 1.5046, loss: 1.5046 2023-12-23 13:45:17,214 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:41:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 1.4427, loss: 1.4427 2023-12-23 13:45:39,632 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:40:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7106, top5_acc: 0.9406, loss_cls: 1.4631, loss: 1.4631 2023-12-23 13:46:02,089 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:39:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6981, top5_acc: 0.9463, loss_cls: 1.4864, loss: 1.4864 2023-12-23 13:46:24,542 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:38:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6713, top5_acc: 0.9381, loss_cls: 1.6011, loss: 1.6011 2023-12-23 13:46:47,157 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:37:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 1.4717, loss: 1.4717 2023-12-23 13:46:48,998 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-23 13:48:07,715 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:48:07,786 - pyskl - INFO - top1_acc 0.4006 top5_acc 0.8074 2023-12-23 13:48:07,790 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.4006, top5_acc: 0.8074 2023-12-23 13:48:49,344 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 23:47:33, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 1.4330, loss: 1.4330 2023-12-23 13:49:11,897 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 23:46:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7144, top5_acc: 0.9513, loss_cls: 1.4475, loss: 1.4475 2023-12-23 13:49:34,343 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 23:45:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6944, top5_acc: 0.9500, loss_cls: 1.4727, loss: 1.4727 2023-12-23 13:49:56,809 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 23:44:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6850, top5_acc: 0.9344, loss_cls: 1.5662, loss: 1.5662 2023-12-23 13:50:19,271 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:43:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9419, loss_cls: 1.4377, loss: 1.4377 2023-12-23 13:50:41,795 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:42:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7319, top5_acc: 0.9644, loss_cls: 1.3268, loss: 1.3268 2023-12-23 13:51:04,276 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:42:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9537, loss_cls: 1.4211, loss: 1.4211 2023-12-23 13:51:26,884 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:41:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 1.4020, loss: 1.4020 2023-12-23 13:51:49,355 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:40:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9513, loss_cls: 1.4094, loss: 1.4094 2023-12-23 13:52:11,820 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:39:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 1.4721, loss: 1.4721 2023-12-23 13:52:34,326 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:38:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7244, top5_acc: 0.9487, loss_cls: 1.4111, loss: 1.4111 2023-12-23 13:52:56,939 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:37:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6913, top5_acc: 0.9513, loss_cls: 1.4545, loss: 1.4545 2023-12-23 13:53:19,519 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:37:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7050, top5_acc: 0.9513, loss_cls: 1.4540, loss: 1.4540 2023-12-23 13:53:42,163 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:36:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9550, loss_cls: 1.3744, loss: 1.3744 2023-12-23 13:54:04,591 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:35:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7319, top5_acc: 0.9475, loss_cls: 1.3888, loss: 1.3888 2023-12-23 13:54:27,227 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:34:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.4102, loss: 1.4102 2023-12-23 13:54:49,851 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:33:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7125, top5_acc: 0.9456, loss_cls: 1.4649, loss: 1.4649 2023-12-23 13:55:12,385 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:33:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9494, loss_cls: 1.3672, loss: 1.3672 2023-12-23 13:55:34,957 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:32:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9487, loss_cls: 1.3804, loss: 1.3804 2023-12-23 13:55:57,451 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:31:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7113, top5_acc: 0.9519, loss_cls: 1.3794, loss: 1.3794 2023-12-23 13:56:20,024 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:30:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7006, top5_acc: 0.9475, loss_cls: 1.4687, loss: 1.4687 2023-12-23 13:56:42,596 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:30:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9463, loss_cls: 1.4421, loss: 1.4421 2023-12-23 13:57:05,216 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:29:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7400, top5_acc: 0.9550, loss_cls: 1.3573, loss: 1.3573 2023-12-23 13:57:27,781 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:28:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 1.3761, loss: 1.3761 2023-12-23 13:57:50,392 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:28:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7206, top5_acc: 0.9444, loss_cls: 1.3914, loss: 1.3914 2023-12-23 13:57:52,255 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-23 13:59:10,979 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 13:59:11,052 - pyskl - INFO - top1_acc 0.6475 top5_acc 0.9091 2023-12-23 13:59:11,057 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_2.pth was removed 2023-12-23 13:59:11,211 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-23 13:59:11,212 - pyskl - INFO - Best top1_acc is 0.6475 at 5 epoch. 2023-12-23 13:59:11,216 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6475, top5_acc: 0.9091 2023-12-23 13:59:52,655 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:35:41, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 1.3597, loss: 1.3597 2023-12-23 14:00:15,219 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:34:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9544, loss_cls: 1.3323, loss: 1.3323 2023-12-23 14:00:37,749 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:34:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7175, top5_acc: 0.9525, loss_cls: 1.3609, loss: 1.3609 2023-12-23 14:01:00,319 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:33:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9513, loss_cls: 1.3488, loss: 1.3488 2023-12-23 14:01:22,926 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:32:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.2999, loss: 1.2999 2023-12-23 14:01:45,637 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:31:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 1.2763, loss: 1.2763 2023-12-23 14:02:08,090 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:31:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7131, top5_acc: 0.9463, loss_cls: 1.4310, loss: 1.4310 2023-12-23 14:02:30,521 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:30:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9513, loss_cls: 1.3024, loss: 1.3024 2023-12-23 14:02:53,162 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:29:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7075, top5_acc: 0.9544, loss_cls: 1.4227, loss: 1.4227 2023-12-23 14:03:15,578 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:28:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9575, loss_cls: 1.3349, loss: 1.3349 2023-12-23 14:03:38,139 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:28:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.3104, loss: 1.3104 2023-12-23 14:04:00,683 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:27:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9587, loss_cls: 1.3240, loss: 1.3240 2023-12-23 14:04:23,216 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:26:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9563, loss_cls: 1.3221, loss: 1.3221 2023-12-23 14:04:45,739 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:25:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 1.3611, loss: 1.3611 2023-12-23 14:05:08,336 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:25:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 1.3237, loss: 1.3237 2023-12-23 14:05:30,868 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:24:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 1.3751, loss: 1.3751 2023-12-23 14:05:53,510 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:23:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7238, top5_acc: 0.9513, loss_cls: 1.3173, loss: 1.3173 2023-12-23 14:06:16,013 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:23:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 1.3674, loss: 1.3674 2023-12-23 14:06:38,748 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:22:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9525, loss_cls: 1.3174, loss: 1.3174 2023-12-23 14:07:01,290 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:21:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9587, loss_cls: 1.3028, loss: 1.3028 2023-12-23 14:07:23,847 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:21:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7212, top5_acc: 0.9544, loss_cls: 1.3354, loss: 1.3354 2023-12-23 14:07:46,411 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:20:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 1.2862, loss: 1.2862 2023-12-23 14:08:08,968 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:19:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 1.3312, loss: 1.3312 2023-12-23 14:08:31,548 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:19:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 1.2145, loss: 1.2145 2023-12-23 14:08:54,146 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:18:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9437, loss_cls: 1.3188, loss: 1.3188 2023-12-23 14:08:55,939 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-23 14:10:14,605 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:10:14,675 - pyskl - INFO - top1_acc 0.7255 top5_acc 0.9424 2023-12-23 14:10:14,680 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_5.pth was removed 2023-12-23 14:10:14,851 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-23 14:10:14,851 - pyskl - INFO - Best top1_acc is 0.7255 at 6 epoch. 2023-12-23 14:10:14,855 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7255, top5_acc: 0.9424 2023-12-23 14:10:56,080 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:24:37, time: 0.412, data_time: 0.188, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9575, loss_cls: 1.3086, loss: 1.3086 2023-12-23 14:11:18,488 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:23:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 1.2916, loss: 1.2916 2023-12-23 14:11:40,984 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:23:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9606, loss_cls: 1.2384, loss: 1.2384 2023-12-23 14:12:03,495 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:22:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9631, loss_cls: 1.2329, loss: 1.2329 2023-12-23 14:12:25,907 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:21:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 1.2087, loss: 1.2087 2023-12-23 14:12:48,344 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:20:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 1.3543, loss: 1.3543 2023-12-23 14:13:10,819 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:20:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9625, loss_cls: 1.2689, loss: 1.2689 2023-12-23 14:13:33,282 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:19:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.2718, loss: 1.2718 2023-12-23 14:13:55,791 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:18:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.2946, loss: 1.2946 2023-12-23 14:14:18,232 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:18:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.2793, loss: 1.2793 2023-12-23 14:14:40,694 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:17:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9644, loss_cls: 1.1925, loss: 1.1925 2023-12-23 14:15:03,157 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:16:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 1.2228, loss: 1.2228 2023-12-23 14:15:25,631 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:15:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9587, loss_cls: 1.2660, loss: 1.2660 2023-12-23 14:15:48,135 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:15:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.2722, loss: 1.2722 2023-12-23 14:16:10,668 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:14:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9581, loss_cls: 1.3115, loss: 1.3115 2023-12-23 14:16:33,225 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:14:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 1.3041, loss: 1.3041 2023-12-23 14:16:55,757 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:13:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 1.2286, loss: 1.2286 2023-12-23 14:17:18,341 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:12:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 1.2467, loss: 1.2467 2023-12-23 14:17:40,941 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:12:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9606, loss_cls: 1.2075, loss: 1.2075 2023-12-23 14:18:03,413 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:11:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9575, loss_cls: 1.2713, loss: 1.2713 2023-12-23 14:18:26,004 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:10:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9569, loss_cls: 1.2873, loss: 1.2873 2023-12-23 14:18:48,593 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:10:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9644, loss_cls: 1.2636, loss: 1.2636 2023-12-23 14:19:11,104 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:09:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9456, loss_cls: 1.3594, loss: 1.3594 2023-12-23 14:19:33,635 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:08:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9644, loss_cls: 1.2024, loss: 1.2024 2023-12-23 14:19:56,218 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:08:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7319, top5_acc: 0.9675, loss_cls: 1.2549, loss: 1.2549 2023-12-23 14:19:58,173 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-23 14:21:16,729 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:21:16,798 - pyskl - INFO - top1_acc 0.6836 top5_acc 0.9331 2023-12-23 14:21:16,801 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.6836, top5_acc: 0.9331 2023-12-23 14:21:57,893 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:13:26, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 1.2184, loss: 1.2184 2023-12-23 14:22:20,285 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:12:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.1689, loss: 1.1689 2023-12-23 14:22:42,700 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:12:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 1.1597, loss: 1.1597 2023-12-23 14:23:05,280 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:11:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9663, loss_cls: 1.1490, loss: 1.1490 2023-12-23 14:23:27,771 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:10:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 1.1517, loss: 1.1517 2023-12-23 14:23:50,205 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:10:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9569, loss_cls: 1.2325, loss: 1.2325 2023-12-23 14:24:12,718 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:09:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 1.2188, loss: 1.2188 2023-12-23 14:24:35,181 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:08:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9619, loss_cls: 1.2490, loss: 1.2490 2023-12-23 14:24:57,752 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:08:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9613, loss_cls: 1.1599, loss: 1.1599 2023-12-23 14:25:20,324 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:07:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 1.1842, loss: 1.1842 2023-12-23 14:25:42,826 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:06:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7238, top5_acc: 0.9531, loss_cls: 1.3085, loss: 1.3085 2023-12-23 14:26:05,292 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:06:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9587, loss_cls: 1.2043, loss: 1.2043 2023-12-23 14:26:27,913 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:05:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9663, loss_cls: 1.1929, loss: 1.1929 2023-12-23 14:26:50,449 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:04:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9631, loss_cls: 1.2553, loss: 1.2553 2023-12-23 14:27:12,897 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:04:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.2021, loss: 1.2021 2023-12-23 14:27:35,460 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:03:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 1.2523, loss: 1.2523 2023-12-23 14:27:57,911 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:03:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 1.2127, loss: 1.2127 2023-12-23 14:28:20,424 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:02:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.2497, loss: 1.2497 2023-12-23 14:28:43,019 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:01:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9719, loss_cls: 1.1792, loss: 1.1792 2023-12-23 14:29:05,726 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:01:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9619, loss_cls: 1.2420, loss: 1.2420 2023-12-23 14:29:28,283 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:00:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.1897, loss: 1.1897 2023-12-23 14:29:50,984 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:00:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.1667, loss: 1.1667 2023-12-23 14:30:13,518 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 22:59:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 1.1919, loss: 1.1919 2023-12-23 14:30:36,094 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 22:58:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9625, loss_cls: 1.1961, loss: 1.1961 2023-12-23 14:30:58,552 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 22:58:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9675, loss_cls: 1.1289, loss: 1.1289 2023-12-23 14:31:00,403 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-23 14:32:19,101 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:32:19,170 - pyskl - INFO - top1_acc 0.7007 top5_acc 0.9420 2023-12-23 14:32:19,173 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7007, top5_acc: 0.9420 2023-12-23 14:32:59,992 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:02:42, time: 0.408, data_time: 0.183, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 1.1942, loss: 1.1942 2023-12-23 14:33:22,492 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:02:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 1.2172, loss: 1.2172 2023-12-23 14:33:44,993 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:01:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 1.0726, loss: 1.0726 2023-12-23 14:34:07,531 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:00:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.1031, loss: 1.1031 2023-12-23 14:34:30,149 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:00:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9656, loss_cls: 1.1599, loss: 1.1599 2023-12-23 14:34:52,764 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 22:59:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 1.1119, loss: 1.1119 2023-12-23 14:35:15,336 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 22:59:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 1.1441, loss: 1.1441 2023-12-23 14:35:37,867 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 22:58:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.2018, loss: 1.2018 2023-12-23 14:36:00,424 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 22:57:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 1.1912, loss: 1.1912 2023-12-23 14:36:22,985 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 22:57:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 1.1736, loss: 1.1736 2023-12-23 14:36:45,423 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 22:56:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9700, loss_cls: 1.1909, loss: 1.1909 2023-12-23 14:37:07,910 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 22:56:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 1.2187, loss: 1.2187 2023-12-23 14:37:30,507 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 22:55:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 1.2026, loss: 1.2026 2023-12-23 14:37:53,033 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 22:54:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 1.1768, loss: 1.1768 2023-12-23 14:38:15,488 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 22:54:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9506, loss_cls: 1.2336, loss: 1.2336 2023-12-23 14:38:38,036 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 22:53:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 1.1221, loss: 1.1221 2023-12-23 14:39:00,624 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 22:53:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 1.1210, loss: 1.1210 2023-12-23 14:39:23,136 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 22:52:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.2174, loss: 1.2174 2023-12-23 14:39:45,673 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 22:51:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9594, loss_cls: 1.1695, loss: 1.1695 2023-12-23 14:40:08,278 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 22:51:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.0733, loss: 1.0733 2023-12-23 14:40:30,819 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 22:50:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 1.0868, loss: 1.0868 2023-12-23 14:40:53,436 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 22:50:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.1971, loss: 1.1971 2023-12-23 14:41:15,965 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 22:49:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7475, top5_acc: 0.9619, loss_cls: 1.2052, loss: 1.2052 2023-12-23 14:41:38,531 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 22:49:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9575, loss_cls: 1.2368, loss: 1.2368 2023-12-23 14:42:01,106 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 22:48:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9644, loss_cls: 1.1592, loss: 1.1592 2023-12-23 14:42:02,954 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-23 14:43:21,646 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:43:21,718 - pyskl - INFO - top1_acc 0.6339 top5_acc 0.9088 2023-12-23 14:43:21,722 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6339, top5_acc: 0.9088 2023-12-23 14:44:02,462 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 22:52:17, time: 0.407, data_time: 0.183, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9706, loss_cls: 1.1463, loss: 1.1463 2023-12-23 14:44:24,957 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 22:51:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.1206, loss: 1.1206 2023-12-23 14:44:47,458 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 22:51:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.1241, loss: 1.1241 2023-12-23 14:45:09,862 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 22:50:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 1.0872, loss: 1.0872 2023-12-23 14:45:32,395 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 22:49:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 1.1114, loss: 1.1114 2023-12-23 14:45:54,910 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 22:49:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.0976, loss: 1.0976 2023-12-23 14:46:17,560 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 22:48:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 1.0871, loss: 1.0871 2023-12-23 14:46:40,077 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 22:48:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 1.1192, loss: 1.1192 2023-12-23 14:47:02,536 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 22:47:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 1.1282, loss: 1.1282 2023-12-23 14:47:25,078 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 22:47:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 1.1207, loss: 1.1207 2023-12-23 14:47:47,708 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 22:46:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 1.1441, loss: 1.1441 2023-12-23 14:48:10,211 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 22:45:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 1.0759, loss: 1.0759 2023-12-23 14:48:32,785 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 22:45:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 1.2226, loss: 1.2226 2023-12-23 14:48:55,365 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 22:44:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 1.0627, loss: 1.0627 2023-12-23 14:49:17,917 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 22:44:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 1.1837, loss: 1.1837 2023-12-23 14:49:40,414 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 22:43:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 1.1027, loss: 1.1027 2023-12-23 14:50:03,043 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 22:43:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9700, loss_cls: 1.1143, loss: 1.1143 2023-12-23 14:50:25,555 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 22:42:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 1.1363, loss: 1.1363 2023-12-23 14:50:48,011 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 22:41:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 1.0549, loss: 1.0549 2023-12-23 14:51:10,492 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 22:41:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 1.1214, loss: 1.1214 2023-12-23 14:51:32,976 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:40:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 1.1271, loss: 1.1271 2023-12-23 14:51:55,531 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:40:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.1181, loss: 1.1181 2023-12-23 14:52:18,046 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:39:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 1.1200, loss: 1.1200 2023-12-23 14:52:40,583 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:39:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9663, loss_cls: 1.1603, loss: 1.1603 2023-12-23 14:53:03,140 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:38:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9706, loss_cls: 1.1378, loss: 1.1378 2023-12-23 14:53:04,914 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-23 14:54:23,589 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 14:54:23,662 - pyskl - INFO - top1_acc 0.6879 top5_acc 0.9427 2023-12-23 14:54:23,666 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.6879, top5_acc: 0.9427 2023-12-23 14:55:04,990 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 22:42:04, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 1.1284, loss: 1.1284 2023-12-23 14:55:27,445 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 22:41:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9613, loss_cls: 1.1554, loss: 1.1554 2023-12-23 14:55:50,003 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:40:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 1.0475, loss: 1.0475 2023-12-23 14:56:12,697 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:40:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9644, loss_cls: 1.1480, loss: 1.1480 2023-12-23 14:56:35,217 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:39:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7619, top5_acc: 0.9694, loss_cls: 1.0893, loss: 1.0893 2023-12-23 14:56:57,714 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:39:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.0188, loss: 1.0188 2023-12-23 14:57:20,287 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:38:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9688, loss_cls: 1.0898, loss: 1.0898 2023-12-23 14:57:42,710 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:38:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 1.0543, loss: 1.0543 2023-12-23 14:58:05,182 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:37:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0381, loss: 1.0381 2023-12-23 14:58:27,633 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:36:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9725, loss_cls: 1.0781, loss: 1.0781 2023-12-23 14:58:50,201 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:36:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 1.1162, loss: 1.1162 2023-12-23 14:59:12,661 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:35:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 1.0874, loss: 1.0874 2023-12-23 14:59:35,353 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:35:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 1.0963, loss: 1.0963 2023-12-23 14:59:57,996 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:34:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 1.0661, loss: 1.0661 2023-12-23 15:00:20,516 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:34:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.1171, loss: 1.1171 2023-12-23 15:00:43,183 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:33:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.1059, loss: 1.1059 2023-12-23 15:01:05,847 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:33:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 1.1451, loss: 1.1451 2023-12-23 15:01:28,434 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:32:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.1124, loss: 1.1124 2023-12-23 15:01:50,961 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:32:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 1.0964, loss: 1.0964 2023-12-23 15:02:13,492 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:31:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9688, loss_cls: 1.0814, loss: 1.0814 2023-12-23 15:02:36,078 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:31:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9712, loss_cls: 1.1026, loss: 1.1026 2023-12-23 15:02:58,619 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:30:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9637, loss_cls: 1.1311, loss: 1.1311 2023-12-23 15:03:21,189 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:30:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9750, loss_cls: 1.0504, loss: 1.0504 2023-12-23 15:03:43,791 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:29:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.1331, loss: 1.1331 2023-12-23 15:04:06,271 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:28:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.1620, loss: 1.1620 2023-12-23 15:04:08,112 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-23 15:05:26,351 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:05:26,420 - pyskl - INFO - top1_acc 0.7238 top5_acc 0.9469 2023-12-23 15:05:26,423 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7238, top5_acc: 0.9469 2023-12-23 15:06:07,372 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:31:58, time: 0.409, data_time: 0.184, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 1.0694, loss: 1.0694 2023-12-23 15:06:29,815 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:31:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 1.0650, loss: 1.0650 2023-12-23 15:06:52,249 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:30:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 1.2322, loss: 1.2322 2023-12-23 15:07:14,725 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:30:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 1.1969, loss: 1.1969 2023-12-23 15:07:37,246 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:29:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 1.1781, loss: 1.1781 2023-12-23 15:07:59,745 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:29:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9600, loss_cls: 1.2567, loss: 1.2567 2023-12-23 15:08:22,177 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:28:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.1421, loss: 1.1421 2023-12-23 15:08:44,712 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:28:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.0741, loss: 1.0741 2023-12-23 15:09:07,254 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:27:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.1015, loss: 1.1015 2023-12-23 15:09:29,803 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:27:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 1.0533, loss: 1.0533 2023-12-23 15:09:52,499 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:26:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 1.0716, loss: 1.0716 2023-12-23 15:10:14,989 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:25:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9637, loss_cls: 1.1397, loss: 1.1397 2023-12-23 15:10:37,431 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:25:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.0874, loss: 1.0874 2023-12-23 15:10:59,990 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:24:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9744, loss_cls: 1.0073, loss: 1.0073 2023-12-23 15:11:22,584 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:24:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.1113, loss: 1.1113 2023-12-23 15:11:45,078 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:23:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 1.1075, loss: 1.1075 2023-12-23 15:12:07,628 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:23:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.0737, loss: 1.0737 2023-12-23 15:12:30,127 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:22:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.0702, loss: 1.0702 2023-12-23 15:12:52,654 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:22:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.1041, loss: 1.1041 2023-12-23 15:13:15,196 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:21:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.0351, loss: 1.0351 2023-12-23 15:13:37,646 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:21:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.0863, loss: 1.0863 2023-12-23 15:14:00,126 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:20:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 1.0203, loss: 1.0203 2023-12-23 15:14:22,718 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:20:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.1276, loss: 1.1276 2023-12-23 15:14:45,193 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:19:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 1.0803, loss: 1.0803 2023-12-23 15:15:07,804 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:19:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.0932, loss: 1.0932 2023-12-23 15:15:09,507 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-23 15:16:28,147 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:16:28,220 - pyskl - INFO - top1_acc 0.6868 top5_acc 0.9277 2023-12-23 15:16:28,224 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.6868, top5_acc: 0.9277 2023-12-23 15:17:09,702 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:21:53, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9731, loss_cls: 1.0285, loss: 1.0285 2023-12-23 15:17:32,122 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:21:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9719, loss_cls: 1.0621, loss: 1.0621 2023-12-23 15:17:54,570 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:20:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 1.0252, loss: 1.0252 2023-12-23 15:18:17,001 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:20:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.1236, loss: 1.1236 2023-12-23 15:18:39,516 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:19:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.0265, loss: 1.0265 2023-12-23 15:19:02,044 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:19:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 1.0903, loss: 1.0903 2023-12-23 15:19:24,539 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:18:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 1.0269, loss: 1.0269 2023-12-23 15:19:47,171 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:18:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9712, loss_cls: 1.0629, loss: 1.0629 2023-12-23 15:20:09,772 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:17:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 1.0103, loss: 1.0103 2023-12-23 15:20:32,257 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:17:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 1.0868, loss: 1.0868 2023-12-23 15:20:54,762 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:16:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 0.9910, loss: 0.9910 2023-12-23 15:21:17,249 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:16:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.0720, loss: 1.0720 2023-12-23 15:21:39,700 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:15:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 1.0431, loss: 1.0431 2023-12-23 15:22:02,280 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:14:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9738, loss_cls: 1.0158, loss: 1.0158 2023-12-23 15:22:24,849 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:14:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9675, loss_cls: 1.0888, loss: 1.0888 2023-12-23 15:22:47,426 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:13:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.0736, loss: 1.0736 2023-12-23 15:23:10,017 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:13:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.0341, loss: 1.0341 2023-12-23 15:23:32,432 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:12:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9700, loss_cls: 1.0397, loss: 1.0397 2023-12-23 15:23:54,922 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:12:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 1.1108, loss: 1.1108 2023-12-23 15:24:17,365 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:11:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 1.0528, loss: 1.0528 2023-12-23 15:24:39,974 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:11:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 1.0385, loss: 1.0385 2023-12-23 15:25:02,672 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:10:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 1.0353, loss: 1.0353 2023-12-23 15:25:25,215 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:10:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9681, loss_cls: 1.0742, loss: 1.0742 2023-12-23 15:25:47,721 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:09:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.0259, loss: 1.0259 2023-12-23 15:26:10,219 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:09:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.0614, loss: 1.0614 2023-12-23 15:26:11,982 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-23 15:27:30,757 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:27:30,826 - pyskl - INFO - top1_acc 0.7388 top5_acc 0.9512 2023-12-23 15:27:30,830 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_6.pth was removed 2023-12-23 15:27:30,977 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-23 15:27:30,977 - pyskl - INFO - Best top1_acc is 0.7388 at 13 epoch. 2023-12-23 15:27:30,981 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7388, top5_acc: 0.9512 2023-12-23 15:28:12,321 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:11:51, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 1.0283, loss: 1.0283 2023-12-23 15:28:34,838 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:11:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9856, loss: 0.9856 2023-12-23 15:28:57,419 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:10:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 1.0164, loss: 1.0164 2023-12-23 15:29:19,947 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:10:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 0.9664, loss: 0.9664 2023-12-23 15:29:42,425 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:09:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 1.0170, loss: 1.0170 2023-12-23 15:30:04,952 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:09:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9731, loss_cls: 1.0205, loss: 1.0205 2023-12-23 15:30:27,363 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:08:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 1.0549, loss: 1.0549 2023-12-23 15:30:49,790 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:08:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 0.9849, loss: 0.9849 2023-12-23 15:31:12,246 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:07:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.0270, loss: 1.0270 2023-12-23 15:31:34,643 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:07:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.1240, loss: 1.1240 2023-12-23 15:31:57,142 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:06:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 0.9803, loss: 0.9803 2023-12-23 15:32:19,694 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:06:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9700, loss_cls: 1.0915, loss: 1.0915 2023-12-23 15:32:42,232 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:05:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9762, loss_cls: 0.9798, loss: 0.9798 2023-12-23 15:33:04,741 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:05:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.0291, loss: 1.0291 2023-12-23 15:33:27,147 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:04:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.0895, loss: 1.0895 2023-12-23 15:33:49,635 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:04:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 1.1088, loss: 1.1088 2023-12-23 15:34:12,095 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:03:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9744, loss_cls: 1.0102, loss: 1.0102 2023-12-23 15:34:34,672 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:03:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 1.0552, loss: 1.0552 2023-12-23 15:34:57,166 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:02:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9750, loss_cls: 1.0032, loss: 1.0032 2023-12-23 15:35:19,658 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:02:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 1.0007, loss: 1.0007 2023-12-23 15:35:42,077 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:01:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 1.1341, loss: 1.1341 2023-12-23 15:36:04,641 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:00:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.0139, loss: 1.0139 2023-12-23 15:36:27,185 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:00:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9769, loss_cls: 1.0384, loss: 1.0384 2023-12-23 15:36:49,724 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 21:59:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9431, loss: 0.9431 2023-12-23 15:37:12,199 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 21:59:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 1.0361, loss: 1.0361 2023-12-23 15:37:14,035 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-23 15:38:32,504 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:38:32,574 - pyskl - INFO - top1_acc 0.7315 top5_acc 0.9517 2023-12-23 15:38:32,577 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7315, top5_acc: 0.9517 2023-12-23 15:39:13,628 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:01:43, time: 0.410, data_time: 0.186, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9454, loss: 0.9454 2023-12-23 15:39:36,097 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:01:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 0.9959, loss: 0.9959 2023-12-23 15:39:58,617 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:00:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 1.0332, loss: 1.0332 2023-12-23 15:40:21,101 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:00:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9972, loss: 0.9972 2023-12-23 15:40:43,582 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 21:59:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.0667, loss: 1.0667 2023-12-23 15:41:06,177 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 21:59:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9731, loss_cls: 0.9916, loss: 0.9916 2023-12-23 15:41:28,841 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 21:58:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 0.9705, loss: 0.9705 2023-12-23 15:41:51,453 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 21:58:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 1.1101, loss: 1.1101 2023-12-23 15:42:14,044 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 21:57:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 1.0073, loss: 1.0073 2023-12-23 15:42:36,533 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 21:57:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.0729, loss: 1.0729 2023-12-23 15:42:59,099 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 21:56:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9781, loss_cls: 1.0361, loss: 1.0361 2023-12-23 15:43:21,578 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 21:56:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 1.0464, loss: 1.0464 2023-12-23 15:43:44,109 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 21:55:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 1.0310, loss: 1.0310 2023-12-23 15:44:06,705 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 21:55:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 1.0162, loss: 1.0162 2023-12-23 15:44:29,195 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 21:54:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.0598, loss: 1.0598 2023-12-23 15:44:51,675 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 21:54:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9781, loss_cls: 0.9978, loss: 0.9978 2023-12-23 15:45:14,314 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 21:53:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.9696, loss: 0.9696 2023-12-23 15:45:36,841 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 21:53:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.9608, loss: 0.9608 2023-12-23 15:45:59,379 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 21:52:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 1.0130, loss: 1.0130 2023-12-23 15:46:21,850 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 21:52:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 0.9923, loss: 0.9923 2023-12-23 15:46:44,344 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 21:51:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 0.9658, loss: 0.9658 2023-12-23 15:47:06,934 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 21:51:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9744, loss_cls: 0.9803, loss: 0.9803 2023-12-23 15:47:29,505 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 21:50:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.0892, loss: 1.0892 2023-12-23 15:47:52,080 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 21:50:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 1.0723, loss: 1.0723 2023-12-23 15:48:14,670 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 21:49:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9762, loss_cls: 0.9909, loss: 0.9909 2023-12-23 15:48:16,567 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-23 15:49:34,987 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 15:49:35,057 - pyskl - INFO - top1_acc 0.7389 top5_acc 0.9522 2023-12-23 15:49:35,061 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_13.pth was removed 2023-12-23 15:49:35,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2023-12-23 15:49:35,214 - pyskl - INFO - Best top1_acc is 0.7389 at 15 epoch. 2023-12-23 15:49:35,218 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7389, top5_acc: 0.9522 2023-12-23 15:50:16,377 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 21:51:50, time: 0.412, data_time: 0.185, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.0121, loss: 1.0121 2023-12-23 15:50:38,924 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 21:51:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 0.9966, loss: 0.9966 2023-12-23 15:51:01,461 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 21:50:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.9833, loss: 0.9833 2023-12-23 15:51:23,920 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 21:50:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9788, loss_cls: 0.9807, loss: 0.9807 2023-12-23 15:51:46,473 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 21:49:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9738, loss_cls: 0.9845, loss: 0.9845 2023-12-23 15:52:08,945 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 21:49:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 0.9879, loss: 0.9879 2023-12-23 15:52:31,583 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 21:48:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 0.9767, loss: 0.9767 2023-12-23 15:52:54,104 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 21:48:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.0801, loss: 1.0801 2023-12-23 15:53:16,630 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 21:47:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.0013, loss: 1.0013 2023-12-23 15:53:39,157 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 21:47:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9706, loss_cls: 1.0509, loss: 1.0509 2023-12-23 15:54:01,651 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 21:46:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 0.9497, loss: 0.9497 2023-12-23 15:54:24,183 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 21:46:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.9329, loss: 0.9329 2023-12-23 15:54:46,640 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 21:45:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9756, loss_cls: 0.9920, loss: 0.9920 2023-12-23 15:55:09,284 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 21:45:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.9337, loss: 0.9337 2023-12-23 15:55:31,884 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 21:44:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.0285, loss: 1.0285 2023-12-23 15:55:54,329 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 21:44:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9812, loss_cls: 0.9601, loss: 0.9601 2023-12-23 15:56:16,907 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 21:43:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.0033, loss: 1.0033 2023-12-23 15:56:39,527 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 21:43:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 0.9680, loss: 0.9680 2023-12-23 15:57:02,083 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 21:42:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9706, loss_cls: 1.0528, loss: 1.0528 2023-12-23 15:57:24,496 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 21:42:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 1.0087, loss: 1.0087 2023-12-23 15:57:46,986 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:41:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 0.9645, loss: 0.9645 2023-12-23 15:58:09,495 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:41:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9731, loss_cls: 0.9945, loss: 0.9945 2023-12-23 15:58:31,917 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:40:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.0063, loss: 1.0063 2023-12-23 15:58:54,390 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:40:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.0113, loss: 1.0113 2023-12-23 15:59:16,979 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:40:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.0215, loss: 1.0215 2023-12-23 15:59:18,860 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-23 16:00:37,118 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:00:37,187 - pyskl - INFO - top1_acc 0.7608 top5_acc 0.9575 2023-12-23 16:00:37,191 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_15.pth was removed 2023-12-23 16:00:37,441 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2023-12-23 16:00:37,442 - pyskl - INFO - Best top1_acc is 0.7608 at 16 epoch. 2023-12-23 16:00:37,446 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7608, top5_acc: 0.9575 2023-12-23 16:01:18,217 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:41:51, time: 0.408, data_time: 0.182, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 0.9547, loss: 0.9547 2023-12-23 16:01:40,632 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:41:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 0.8792, loss: 0.8792 2023-12-23 16:02:03,058 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:40:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 0.9728, loss: 0.9728 2023-12-23 16:02:25,660 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:40:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 0.9610, loss: 0.9610 2023-12-23 16:02:48,129 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:39:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 0.9396, loss: 0.9396 2023-12-23 16:03:10,652 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:39:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 0.9010, loss: 0.9010 2023-12-23 16:03:33,285 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:38:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 1.0835, loss: 1.0835 2023-12-23 16:03:55,963 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:38:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.0545, loss: 1.0545 2023-12-23 16:04:18,463 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:37:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 1.0520, loss: 1.0520 2023-12-23 16:04:40,940 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:37:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 0.9807, loss: 0.9807 2023-12-23 16:05:03,506 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:36:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.9351, loss: 0.9351 2023-12-23 16:05:26,104 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:36:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.9883, loss: 0.9883 2023-12-23 16:05:48,681 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:36:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 0.9284, loss: 0.9284 2023-12-23 16:06:11,241 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:35:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9485, loss: 0.9485 2023-12-23 16:06:33,800 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:35:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9712, loss_cls: 1.0364, loss: 1.0364 2023-12-23 16:06:56,367 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:34:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 0.9929, loss: 0.9929 2023-12-23 16:07:18,965 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:34:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 0.9926, loss: 0.9926 2023-12-23 16:07:41,559 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:33:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 0.9592, loss: 0.9592 2023-12-23 16:08:04,008 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:33:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 1.0013, loss: 1.0013 2023-12-23 16:08:26,447 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:32:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.0092, loss: 1.0092 2023-12-23 16:08:48,984 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:32:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.0298, loss: 1.0298 2023-12-23 16:09:11,560 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:31:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.9735, loss: 0.9735 2023-12-23 16:09:34,126 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:31:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9448, loss: 0.9448 2023-12-23 16:09:56,622 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:30:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 0.9983, loss: 0.9983 2023-12-23 16:10:19,171 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:30:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9230, loss: 0.9230 2023-12-23 16:10:20,983 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-23 16:11:39,674 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:11:39,750 - pyskl - INFO - top1_acc 0.6989 top5_acc 0.9438 2023-12-23 16:11:39,753 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.6989, top5_acc: 0.9438 2023-12-23 16:12:21,367 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:32:04, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9388, loss: 0.9388 2023-12-23 16:12:43,786 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:31:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.9248, loss: 0.9248 2023-12-23 16:13:06,210 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:31:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 0.9704, loss: 0.9704 2023-12-23 16:13:28,770 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:30:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9509, loss: 0.9509 2023-12-23 16:13:51,258 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:30:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8555, loss: 0.8555 2023-12-23 16:14:13,839 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:29:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 0.9687, loss: 0.9687 2023-12-23 16:14:36,324 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:29:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9769, loss_cls: 0.9317, loss: 0.9317 2023-12-23 16:14:58,799 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:28:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.9165, loss: 0.9165 2023-12-23 16:15:21,265 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:28:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.9409, loss: 0.9409 2023-12-23 16:15:43,817 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:27:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 0.9479, loss: 0.9479 2023-12-23 16:16:06,362 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:27:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.9122, loss: 0.9122 2023-12-23 16:16:28,920 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:26:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 1.0281, loss: 1.0281 2023-12-23 16:16:51,420 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:26:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 0.9808, loss: 0.9808 2023-12-23 16:17:13,999 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:25:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.0293, loss: 1.0293 2023-12-23 16:17:36,531 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:25:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.9103, loss: 0.9103 2023-12-23 16:17:59,096 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:24:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.9377, loss: 0.9377 2023-12-23 16:18:21,606 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:24:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 0.9720, loss: 0.9720 2023-12-23 16:18:44,167 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:23:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.0041, loss: 1.0041 2023-12-23 16:19:06,670 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:23:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.9694, loss: 0.9694 2023-12-23 16:19:29,276 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:22:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.9284, loss: 0.9284 2023-12-23 16:19:51,931 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:22:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.9074, loss: 0.9074 2023-12-23 16:20:14,432 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:22:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9744, loss_cls: 0.9728, loss: 0.9728 2023-12-23 16:20:36,924 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:21:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9769, loss_cls: 0.9363, loss: 0.9363 2023-12-23 16:20:59,513 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:21:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.9773, loss: 0.9773 2023-12-23 16:21:21,988 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:20:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9612, loss: 0.9612 2023-12-23 16:21:23,852 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-23 16:22:42,310 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:22:42,383 - pyskl - INFO - top1_acc 0.7414 top5_acc 0.9529 2023-12-23 16:22:42,387 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7414, top5_acc: 0.9529 2023-12-23 16:23:23,849 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:22:13, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.9032, loss: 0.9032 2023-12-23 16:23:46,345 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:21:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 0.9305, loss: 0.9305 2023-12-23 16:24:08,870 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:21:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 0.9414, loss: 0.9414 2023-12-23 16:24:31,368 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:20:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9825, loss_cls: 0.8564, loss: 0.8564 2023-12-23 16:24:53,887 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:20:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 1.0193, loss: 1.0193 2023-12-23 16:25:16,467 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:19:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 0.9638, loss: 0.9638 2023-12-23 16:25:38,951 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:19:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.8983, loss: 0.8983 2023-12-23 16:26:01,421 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:18:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 0.9830, loss: 0.9830 2023-12-23 16:26:23,993 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:18:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.9562, loss: 0.9562 2023-12-23 16:26:46,550 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:17:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9572, loss: 0.9572 2023-12-23 16:27:09,070 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:17:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 0.9770, loss: 0.9770 2023-12-23 16:27:31,529 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:16:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 0.9616, loss: 0.9616 2023-12-23 16:27:54,086 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:16:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9064, loss: 0.9064 2023-12-23 16:28:16,723 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:16:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 1.0140, loss: 1.0140 2023-12-23 16:28:39,204 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:15:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 1.0154, loss: 1.0154 2023-12-23 16:29:01,750 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:15:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.9123, loss: 0.9123 2023-12-23 16:29:24,386 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:14:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.9675, loss: 0.9675 2023-12-23 16:29:47,078 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:14:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.9607, loss: 0.9607 2023-12-23 16:30:09,540 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:13:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 0.8908, loss: 0.8908 2023-12-23 16:30:32,042 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:13:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.9432, loss: 0.9432 2023-12-23 16:30:54,562 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:12:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9744, loss_cls: 0.9621, loss: 0.9621 2023-12-23 16:31:17,065 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:12:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 0.9719, loss: 0.9719 2023-12-23 16:31:39,552 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:11:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.9037, loss: 0.9037 2023-12-23 16:32:01,999 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:11:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 0.8737, loss: 0.8737 2023-12-23 16:32:24,487 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:10:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9675, loss_cls: 1.0922, loss: 1.0922 2023-12-23 16:32:26,341 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-23 16:33:44,849 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:33:44,919 - pyskl - INFO - top1_acc 0.7417 top5_acc 0.9536 2023-12-23 16:33:44,923 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7417, top5_acc: 0.9536 2023-12-23 16:34:25,905 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:12:20, time: 0.410, data_time: 0.184, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.9315, loss: 0.9315 2023-12-23 16:34:48,363 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:11:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 0.9184, loss: 0.9184 2023-12-23 16:35:10,961 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:11:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 0.9231, loss: 0.9231 2023-12-23 16:35:33,475 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:10:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 0.9414, loss: 0.9414 2023-12-23 16:35:56,058 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:10:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.9126, loss: 0.9126 2023-12-23 16:36:18,595 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:10:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.9318, loss: 0.9318 2023-12-23 16:36:41,180 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:09:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9794, loss_cls: 0.9108, loss: 0.9108 2023-12-23 16:37:03,783 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:09:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.9773, loss: 0.9773 2023-12-23 16:37:26,213 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:08:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.8977, loss: 0.8977 2023-12-23 16:37:48,750 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:08:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.9110, loss: 0.9110 2023-12-23 16:38:11,333 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:07:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 0.8576, loss: 0.8576 2023-12-23 16:38:33,879 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:07:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 0.9310, loss: 0.9310 2023-12-23 16:38:56,440 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:06:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.9307, loss: 0.9307 2023-12-23 16:39:18,935 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:06:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.8537, loss: 0.8537 2023-12-23 16:39:41,465 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:05:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 0.9662, loss: 0.9662 2023-12-23 16:40:03,986 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:05:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 0.9677, loss: 0.9677 2023-12-23 16:40:26,436 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:04:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 0.9933, loss: 0.9933 2023-12-23 16:40:49,004 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:04:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.8736, loss: 0.8736 2023-12-23 16:41:11,509 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:03:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 0.9002, loss: 0.9002 2023-12-23 16:41:33,850 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:03:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 0.9848, loss: 0.9848 2023-12-23 16:41:56,392 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:02:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 0.8868, loss: 0.8868 2023-12-23 16:42:18,934 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:02:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 0.9291, loss: 0.9291 2023-12-23 16:42:41,522 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:02:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 1.0085, loss: 1.0085 2023-12-23 16:43:04,130 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:01:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.8956, loss: 0.8956 2023-12-23 16:43:26,708 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:01:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 1.0414, loss: 1.0414 2023-12-23 16:43:28,559 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-23 16:44:47,319 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:44:47,390 - pyskl - INFO - top1_acc 0.7710 top5_acc 0.9554 2023-12-23 16:44:47,394 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_16.pth was removed 2023-12-23 16:44:47,542 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2023-12-23 16:44:47,543 - pyskl - INFO - Best top1_acc is 0.7710 at 20 epoch. 2023-12-23 16:44:47,547 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7710, top5_acc: 0.9554 2023-12-23 16:45:29,078 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:02:34, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.8822, loss: 0.8822 2023-12-23 16:45:51,535 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:02:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.8932, loss: 0.8932 2023-12-23 16:46:13,934 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:01:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.9449, loss: 0.9449 2023-12-23 16:46:36,402 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:01:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.8856, loss: 0.8856 2023-12-23 16:46:58,847 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:00:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 0.9029, loss: 0.9029 2023-12-23 16:47:21,356 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:00:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.9478, loss: 0.9478 2023-12-23 16:47:43,947 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 20:59:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9494, loss: 0.9494 2023-12-23 16:48:06,412 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 20:59:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 0.8607, loss: 0.8607 2023-12-23 16:48:29,082 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 20:58:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 0.9755, loss: 0.9755 2023-12-23 16:48:51,678 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 20:58:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.9506, loss: 0.9506 2023-12-23 16:49:14,235 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 20:57:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.9092, loss: 0.9092 2023-12-23 16:49:36,814 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 20:57:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.9239, loss: 0.9239 2023-12-23 16:49:59,343 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 20:56:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 0.9168, loss: 0.9168 2023-12-23 16:50:21,828 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 20:56:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 0.9142, loss: 0.9142 2023-12-23 16:50:44,318 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 20:56:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.9408, loss: 0.9408 2023-12-23 16:51:06,822 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 20:55:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.9497, loss: 0.9497 2023-12-23 16:51:29,399 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 20:55:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 0.9525, loss: 0.9525 2023-12-23 16:51:51,890 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 20:54:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 0.9685, loss: 0.9685 2023-12-23 16:52:14,609 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 20:54:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.9340, loss: 0.9340 2023-12-23 16:52:37,130 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 20:53:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9769, loss_cls: 0.9404, loss: 0.9404 2023-12-23 16:52:59,656 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 20:53:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.0066, loss: 1.0066 2023-12-23 16:53:22,101 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 20:52:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 1.0011, loss: 1.0011 2023-12-23 16:53:44,609 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 20:52:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9775, loss_cls: 0.9162, loss: 0.9162 2023-12-23 16:54:07,202 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 20:51:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 0.9412, loss: 0.9412 2023-12-23 16:54:29,822 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 20:51:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.9111, loss: 0.9111 2023-12-23 16:54:31,617 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-23 16:55:50,375 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 16:55:50,449 - pyskl - INFO - top1_acc 0.7804 top5_acc 0.9607 2023-12-23 16:55:50,453 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_20.pth was removed 2023-12-23 16:55:50,596 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2023-12-23 16:55:50,597 - pyskl - INFO - Best top1_acc is 0.7804 at 21 epoch. 2023-12-23 16:55:50,601 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7804, top5_acc: 0.9607 2023-12-23 16:56:32,601 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 20:52:50, time: 0.420, data_time: 0.194, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.8871, loss: 0.8871 2023-12-23 16:56:55,240 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 20:52:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.8229, loss: 0.8229 2023-12-23 16:57:17,817 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 20:51:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8613, loss: 0.8613 2023-12-23 16:57:40,348 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 20:51:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.9187, loss: 0.9187 2023-12-23 16:58:02,815 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 20:50:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 0.9467, loss: 0.9467 2023-12-23 16:58:25,337 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 20:50:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 0.9213, loss: 0.9213 2023-12-23 16:58:47,829 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 20:50:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.8820, loss: 0.8820 2023-12-23 16:59:10,406 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 20:49:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9744, loss_cls: 0.9470, loss: 0.9470 2023-12-23 16:59:32,992 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 20:49:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.9449, loss: 0.9449 2023-12-23 16:59:55,529 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 20:48:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9372, loss: 0.9372 2023-12-23 17:00:17,989 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 20:48:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.9799, loss: 0.9799 2023-12-23 17:00:40,511 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 20:47:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.9799, loss: 0.9799 2023-12-23 17:01:02,981 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 20:47:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9781, loss_cls: 0.9202, loss: 0.9202 2023-12-23 17:01:25,625 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 20:46:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.8597, loss: 0.8597 2023-12-23 17:01:48,207 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 20:46:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.9049, loss: 0.9049 2023-12-23 17:02:10,726 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 20:45:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 0.9613, loss: 0.9613 2023-12-23 17:02:33,249 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 20:45:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9750, loss_cls: 0.9711, loss: 0.9711 2023-12-23 17:02:55,820 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 20:45:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 0.8672, loss: 0.8672 2023-12-23 17:03:18,476 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 20:44:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 0.9328, loss: 0.9328 2023-12-23 17:03:40,969 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 20:44:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 0.9738, loss: 0.9738 2023-12-23 17:04:03,452 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 20:43:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 0.9614, loss: 0.9614 2023-12-23 17:04:25,961 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 20:43:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 0.9344, loss: 0.9344 2023-12-23 17:04:48,455 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:42:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 0.9417, loss: 0.9417 2023-12-23 17:05:10,979 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:42:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9024, loss: 0.9024 2023-12-23 17:05:33,576 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:41:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 0.8650, loss: 0.8650 2023-12-23 17:05:35,488 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-23 17:06:54,127 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:06:54,196 - pyskl - INFO - top1_acc 0.7257 top5_acc 0.9410 2023-12-23 17:06:54,200 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7257, top5_acc: 0.9410 2023-12-23 17:07:35,646 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 20:43:04, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.9381, loss: 0.9381 2023-12-23 17:07:58,166 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:42:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9756, loss_cls: 0.9531, loss: 0.9531 2023-12-23 17:08:20,767 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:42:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.8877, loss: 0.8877 2023-12-23 17:08:43,301 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:41:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.9003, loss: 0.9003 2023-12-23 17:09:05,826 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:41:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 0.8354, loss: 0.8354 2023-12-23 17:09:28,368 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:40:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.8151, loss: 0.8151 2023-12-23 17:09:50,866 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:40:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 0.9632, loss: 0.9632 2023-12-23 17:10:13,323 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:39:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 0.9257, loss: 0.9257 2023-12-23 17:10:36,064 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:39:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 0.9606, loss: 0.9606 2023-12-23 17:10:58,681 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:38:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.8730, loss: 0.8730 2023-12-23 17:11:21,258 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:38:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9222, loss: 0.9222 2023-12-23 17:11:43,787 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:38:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.9993, loss: 0.9993 2023-12-23 17:12:06,388 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:37:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9788, loss_cls: 0.8678, loss: 0.8678 2023-12-23 17:12:29,079 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:37:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 0.9022, loss: 0.9022 2023-12-23 17:12:51,641 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:36:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.9020, loss: 0.9020 2023-12-23 17:13:14,117 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:36:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8748, loss: 0.8748 2023-12-23 17:13:36,640 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:35:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 0.9335, loss: 0.9335 2023-12-23 17:13:59,197 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:35:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.9136, loss: 0.9136 2023-12-23 17:14:21,677 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:34:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 0.9055, loss: 0.9055 2023-12-23 17:14:44,197 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:34:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.9052, loss: 0.9052 2023-12-23 17:15:06,695 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:34:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9706, loss_cls: 0.9759, loss: 0.9759 2023-12-23 17:15:29,187 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:33:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 1.0149, loss: 1.0149 2023-12-23 17:15:51,847 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:33:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9806, loss_cls: 0.9024, loss: 0.9024 2023-12-23 17:16:14,332 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:32:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 0.8508, loss: 0.8508 2023-12-23 17:16:36,890 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:32:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 0.9579, loss: 0.9579 2023-12-23 17:16:38,724 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-23 17:17:57,458 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:17:57,528 - pyskl - INFO - top1_acc 0.7398 top5_acc 0.9521 2023-12-23 17:17:57,532 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7398, top5_acc: 0.9521 2023-12-23 17:18:38,541 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:33:17, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.8347, loss: 0.8347 2023-12-23 17:19:00,937 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:32:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8341, loss: 0.8341 2023-12-23 17:19:23,453 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:32:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 0.8509, loss: 0.8509 2023-12-23 17:19:45,957 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:31:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9253, loss: 0.9253 2023-12-23 17:20:08,563 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:31:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.9001, loss: 0.9001 2023-12-23 17:20:31,059 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:31:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.9040, loss: 0.9040 2023-12-23 17:20:53,543 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:30:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.8607, loss: 0.8607 2023-12-23 17:21:16,032 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:30:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.0167, loss: 1.0167 2023-12-23 17:21:38,541 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:29:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.9443, loss: 0.9443 2023-12-23 17:22:01,053 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:29:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 0.9470, loss: 0.9470 2023-12-23 17:22:23,617 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:28:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 0.9040, loss: 0.9040 2023-12-23 17:22:46,126 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:28:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.8806, loss: 0.8806 2023-12-23 17:23:08,655 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:27:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.8570, loss: 0.8570 2023-12-23 17:23:31,152 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:27:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.8974, loss: 0.8974 2023-12-23 17:23:53,677 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:26:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9459, loss: 0.9459 2023-12-23 17:24:16,316 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:26:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9781, loss_cls: 0.9307, loss: 0.9307 2023-12-23 17:24:38,923 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:26:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 0.9081, loss: 0.9081 2023-12-23 17:25:01,427 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:25:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 0.8989, loss: 0.8989 2023-12-23 17:25:23,940 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:25:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 0.8127, loss: 0.8127 2023-12-23 17:25:46,382 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:24:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 0.9700, loss: 0.9700 2023-12-23 17:26:08,885 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:24:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.9098, loss: 0.9098 2023-12-23 17:26:31,487 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:23:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 0.9051, loss: 0.9051 2023-12-23 17:26:54,025 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:23:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 0.8473, loss: 0.8473 2023-12-23 17:27:16,535 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:22:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 0.9282, loss: 0.9282 2023-12-23 17:27:39,019 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:22:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 0.8983, loss: 0.8983 2023-12-23 17:27:40,886 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-23 17:28:59,093 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:28:59,163 - pyskl - INFO - top1_acc 0.7428 top5_acc 0.9504 2023-12-23 17:28:59,167 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7428, top5_acc: 0.9504 2023-12-23 17:29:40,213 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:23:28, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.8668, loss: 0.8668 2023-12-23 17:30:02,592 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:23:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.7968, loss: 0.7968 2023-12-23 17:30:25,004 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:22:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.8348, loss: 0.8348 2023-12-23 17:30:47,506 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:22:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8550, loss: 0.8550 2023-12-23 17:31:09,991 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:21:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8284, loss: 0.8284 2023-12-23 17:31:32,545 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:21:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.8105, loss: 0.8105 2023-12-23 17:31:54,999 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:20:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.8900, loss: 0.8900 2023-12-23 17:32:17,507 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:20:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.9277, loss: 0.9277 2023-12-23 17:32:40,041 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:19:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.8621, loss: 0.8621 2023-12-23 17:33:02,638 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:19:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 0.9251, loss: 0.9251 2023-12-23 17:33:25,182 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:18:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9825, loss_cls: 0.8871, loss: 0.8871 2023-12-23 17:33:47,700 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:18:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.8702, loss: 0.8702 2023-12-23 17:34:10,158 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:18:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9731, loss_cls: 0.9452, loss: 0.9452 2023-12-23 17:34:32,670 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:17:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 0.9681, loss: 0.9681 2023-12-23 17:34:55,173 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:17:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9014, loss: 0.9014 2023-12-23 17:35:17,674 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:16:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9443, loss: 0.9443 2023-12-23 17:35:40,245 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:16:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.9117, loss: 0.9117 2023-12-23 17:36:02,778 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:15:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 0.9359, loss: 0.9359 2023-12-23 17:36:25,230 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:15:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 0.9268, loss: 0.9268 2023-12-23 17:36:47,675 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:14:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 0.9759, loss: 0.9759 2023-12-23 17:37:10,140 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:14:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.8662, loss: 0.8662 2023-12-23 17:37:32,609 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:13:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.9098, loss: 0.9098 2023-12-23 17:37:55,084 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:13:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.9508, loss: 0.9508 2023-12-23 17:38:17,574 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:13:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.9251, loss: 0.9251 2023-12-23 17:38:40,082 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:12:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.8082, loss: 0.8082 2023-12-23 17:38:41,974 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-23 17:40:00,515 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:40:00,585 - pyskl - INFO - top1_acc 0.7836 top5_acc 0.9586 2023-12-23 17:40:00,589 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_21.pth was removed 2023-12-23 17:40:00,738 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. 2023-12-23 17:40:00,738 - pyskl - INFO - Best top1_acc is 0.7836 at 25 epoch. 2023-12-23 17:40:00,742 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7836, top5_acc: 0.9586 2023-12-23 17:40:41,749 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:13:35, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8634, loss: 0.8634 2023-12-23 17:41:04,204 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:13:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.8872, loss: 0.8872 2023-12-23 17:41:26,780 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:12:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.8722, loss: 0.8722 2023-12-23 17:41:49,291 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:12:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 0.8632, loss: 0.8632 2023-12-23 17:42:11,755 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:11:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.8309, loss: 0.8309 2023-12-23 17:42:34,289 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:11:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 0.9292, loss: 0.9292 2023-12-23 17:42:56,848 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:10:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.8728, loss: 0.8728 2023-12-23 17:43:19,409 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:10:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 0.8541, loss: 0.8541 2023-12-23 17:43:41,955 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:10:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.7744, loss: 0.7744 2023-12-23 17:44:04,559 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:09:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 0.8269, loss: 0.8269 2023-12-23 17:44:27,015 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:09:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.8733, loss: 0.8733 2023-12-23 17:44:49,443 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:08:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 0.9115, loss: 0.9115 2023-12-23 17:45:11,873 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:08:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.8520, loss: 0.8520 2023-12-23 17:45:34,315 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:07:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9380, loss: 0.9380 2023-12-23 17:45:56,893 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:07:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9831, loss_cls: 0.8789, loss: 0.8789 2023-12-23 17:46:19,480 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:06:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8889, loss: 0.8889 2023-12-23 17:46:41,957 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:06:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.9419, loss: 0.9419 2023-12-23 17:47:04,427 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:05:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 0.9460, loss: 0.9460 2023-12-23 17:47:27,046 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:05:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9800, loss_cls: 0.8551, loss: 0.8551 2023-12-23 17:47:49,724 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:05:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 0.9717, loss: 0.9717 2023-12-23 17:48:12,236 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:04:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.9082, loss: 0.9082 2023-12-23 17:48:34,725 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:04:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 0.9288, loss: 0.9288 2023-12-23 17:48:57,208 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:03:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.8932, loss: 0.8932 2023-12-23 17:49:19,606 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:03:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8333, loss: 0.8333 2023-12-23 17:49:42,093 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:02:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.8315, loss: 0.8315 2023-12-23 17:49:43,886 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-23 17:51:02,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 17:51:02,424 - pyskl - INFO - top1_acc 0.7889 top5_acc 0.9607 2023-12-23 17:51:02,429 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_25.pth was removed 2023-12-23 17:51:02,593 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2023-12-23 17:51:02,593 - pyskl - INFO - Best top1_acc is 0.7889 at 26 epoch. 2023-12-23 17:51:02,597 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7889, top5_acc: 0.9607 2023-12-23 17:51:43,668 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:03:46, time: 0.411, data_time: 0.186, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.8958, loss: 0.8958 2023-12-23 17:52:06,083 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:03:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.8372, loss: 0.8372 2023-12-23 17:52:28,618 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:02:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.9122, loss: 0.9122 2023-12-23 17:52:51,186 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:02:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 0.8977, loss: 0.8977 2023-12-23 17:53:13,724 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:01:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8748, loss: 0.8748 2023-12-23 17:53:36,172 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:01:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8547, loss: 0.8547 2023-12-23 17:53:58,643 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:01:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 0.8193, loss: 0.8193 2023-12-23 17:54:21,131 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:00:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 0.8762, loss: 0.8762 2023-12-23 17:54:43,619 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:00:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8023, loss: 0.8023 2023-12-23 17:55:06,146 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 19:59:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.8818, loss: 0.8818 2023-12-23 17:55:28,573 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 19:59:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 0.9586, loss: 0.9586 2023-12-23 17:55:51,186 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 19:58:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.8664, loss: 0.8664 2023-12-23 17:56:13,705 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 19:58:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 0.8696, loss: 0.8696 2023-12-23 17:56:36,194 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 19:57:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 0.9069, loss: 0.9069 2023-12-23 17:56:58,710 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 19:57:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.7950, loss: 0.7950 2023-12-23 17:57:21,202 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 19:57:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.8549, loss: 0.8549 2023-12-23 17:57:43,580 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 19:56:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 0.9386, loss: 0.9386 2023-12-23 17:58:06,074 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 19:56:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.8311, loss: 0.8311 2023-12-23 17:58:28,573 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 19:55:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 0.9639, loss: 0.9639 2023-12-23 17:58:51,050 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 19:55:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 0.8771, loss: 0.8771 2023-12-23 17:59:13,501 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 19:54:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.9568, loss: 0.9568 2023-12-23 17:59:35,932 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 19:54:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.8625, loss: 0.8625 2023-12-23 17:59:58,524 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 19:53:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.8972, loss: 0.8972 2023-12-23 18:00:20,992 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 19:53:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.8681, loss: 0.8681 2023-12-23 18:00:43,477 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 19:53:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.8608, loss: 0.8608 2023-12-23 18:00:45,224 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-23 18:02:03,627 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:02:03,698 - pyskl - INFO - top1_acc 0.7601 top5_acc 0.9512 2023-12-23 18:02:03,702 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7601, top5_acc: 0.9512 2023-12-23 18:02:44,598 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 19:53:55, time: 0.409, data_time: 0.184, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.8117, loss: 0.8117 2023-12-23 18:03:07,013 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 19:53:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.8528, loss: 0.8528 2023-12-23 18:03:29,614 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 19:53:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8443, loss: 0.8443 2023-12-23 18:03:52,078 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 19:52:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.8311, loss: 0.8311 2023-12-23 18:04:14,560 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 19:52:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8223, loss: 0.8223 2023-12-23 18:04:36,992 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 19:51:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9856, loss_cls: 0.7766, loss: 0.7766 2023-12-23 18:04:59,415 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 19:51:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.7657, loss: 0.7657 2023-12-23 18:05:21,890 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 19:50:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8553, loss: 0.8553 2023-12-23 18:05:44,379 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 19:50:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.8946, loss: 0.8946 2023-12-23 18:06:06,859 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 19:49:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.8825, loss: 0.8825 2023-12-23 18:06:29,410 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 19:49:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.7725, loss: 0.7725 2023-12-23 18:06:51,933 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 19:49:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.8033, loss: 0.8033 2023-12-23 18:07:14,453 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 19:48:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.8341, loss: 0.8341 2023-12-23 18:07:36,940 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 19:48:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 0.8644, loss: 0.8644 2023-12-23 18:07:59,373 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 19:47:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 0.8477, loss: 0.8477 2023-12-23 18:08:21,991 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 19:47:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.8904, loss: 0.8904 2023-12-23 18:08:44,676 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 19:46:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.8915, loss: 0.8915 2023-12-23 18:09:07,234 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 19:46:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.8512, loss: 0.8512 2023-12-23 18:09:29,825 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 19:45:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7953, loss: 0.7953 2023-12-23 18:09:52,572 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 19:45:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 0.9219, loss: 0.9219 2023-12-23 18:10:15,203 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 19:45:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.8832, loss: 0.8832 2023-12-23 18:10:37,751 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 19:44:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 0.9568, loss: 0.9568 2023-12-23 18:11:00,246 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 19:44:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 0.9335, loss: 0.9335 2023-12-23 18:11:22,793 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:43:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.9527, loss: 0.9527 2023-12-23 18:11:45,361 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:43:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 0.9000, loss: 0.9000 2023-12-23 18:11:47,129 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-23 18:13:05,530 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:13:05,601 - pyskl - INFO - top1_acc 0.7737 top5_acc 0.9565 2023-12-23 18:13:05,604 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7737, top5_acc: 0.9565 2023-12-23 18:13:46,331 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 19:44:07, time: 0.407, data_time: 0.182, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8388, loss: 0.8388 2023-12-23 18:14:08,811 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:43:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.8604, loss: 0.8604 2023-12-23 18:14:31,243 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:43:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7575, loss: 0.7575 2023-12-23 18:14:53,710 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:42:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.7930, loss: 0.7930 2023-12-23 18:15:16,332 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:42:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.8597, loss: 0.8597 2023-12-23 18:15:38,851 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:41:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8695, loss: 0.8695 2023-12-23 18:16:01,305 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:41:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8408, loss: 0.8408 2023-12-23 18:16:23,866 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:41:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.8372, loss: 0.8372 2023-12-23 18:16:46,331 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:40:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8239, loss: 0.8239 2023-12-23 18:17:08,719 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:40:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.7943, loss: 0.7943 2023-12-23 18:17:31,199 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:39:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 0.8518, loss: 0.8518 2023-12-23 18:17:53,698 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:39:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.8504, loss: 0.8504 2023-12-23 18:18:16,161 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:38:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8172, loss: 0.8172 2023-12-23 18:18:38,764 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:38:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.8413, loss: 0.8413 2023-12-23 18:19:01,267 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:37:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 0.8668, loss: 0.8668 2023-12-23 18:19:23,796 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:37:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8949, loss: 0.8949 2023-12-23 18:19:46,223 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:37:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.8772, loss: 0.8772 2023-12-23 18:20:08,794 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:36:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8198, loss: 0.8198 2023-12-23 18:20:31,315 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:36:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 0.8967, loss: 0.8967 2023-12-23 18:20:53,784 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:35:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9051, loss: 0.9051 2023-12-23 18:21:16,252 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:35:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8269, loss: 0.8269 2023-12-23 18:21:38,708 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:34:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.9118, loss: 0.9118 2023-12-23 18:22:01,134 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:34:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 0.8666, loss: 0.8666 2023-12-23 18:22:23,614 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:34:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 0.8828, loss: 0.8828 2023-12-23 18:22:46,152 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:33:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 0.8464, loss: 0.8464 2023-12-23 18:22:47,939 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-23 18:24:06,250 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:24:06,320 - pyskl - INFO - top1_acc 0.7642 top5_acc 0.9526 2023-12-23 18:24:06,323 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7642, top5_acc: 0.9526 2023-12-23 18:24:47,427 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:34:18, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.8981, loss: 0.8981 2023-12-23 18:25:09,873 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:33:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.8094, loss: 0.8094 2023-12-23 18:25:32,484 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:33:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.8064, loss: 0.8064 2023-12-23 18:25:55,091 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:32:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.8128, loss: 0.8128 2023-12-23 18:26:17,589 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:32:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8441, loss: 0.8441 2023-12-23 18:26:40,143 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:32:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.8583, loss: 0.8583 2023-12-23 18:27:02,709 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:31:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 0.8522, loss: 0.8522 2023-12-23 18:27:25,292 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:31:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.9285, loss: 0.9285 2023-12-23 18:27:47,753 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:30:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9875, loss_cls: 0.7715, loss: 0.7715 2023-12-23 18:28:10,242 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:30:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8402, loss: 0.8402 2023-12-23 18:28:32,705 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:29:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8733, loss: 0.8733 2023-12-23 18:28:55,121 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:29:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.8227, loss: 0.8227 2023-12-23 18:29:17,637 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:29:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8011, loss: 0.8011 2023-12-23 18:29:40,080 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:28:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8703, loss: 0.8703 2023-12-23 18:30:02,679 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:28:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.7855, loss: 0.7855 2023-12-23 18:30:25,270 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:27:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.8899, loss: 0.8899 2023-12-23 18:30:47,759 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:27:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.8468, loss: 0.8468 2023-12-23 18:31:10,340 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:26:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.8735, loss: 0.8735 2023-12-23 18:31:32,900 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:26:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8466, loss: 0.8466 2023-12-23 18:31:55,432 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:26:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8178, loss: 0.8178 2023-12-23 18:32:17,915 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:25:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.8327, loss: 0.8327 2023-12-23 18:32:40,504 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:25:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.8774, loss: 0.8774 2023-12-23 18:33:03,059 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:24:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 0.9011, loss: 0.9011 2023-12-23 18:33:25,529 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:24:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.9103, loss: 0.9103 2023-12-23 18:33:47,967 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:23:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8259, loss: 0.8259 2023-12-23 18:33:49,749 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-23 18:35:07,975 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:35:08,045 - pyskl - INFO - top1_acc 0.7860 top5_acc 0.9601 2023-12-23 18:35:08,049 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7860, top5_acc: 0.9601 2023-12-23 18:35:48,667 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:24:30, time: 0.406, data_time: 0.182, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9850, loss_cls: 0.7769, loss: 0.7769 2023-12-23 18:36:11,156 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:24:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.7730, loss: 0.7730 2023-12-23 18:36:33,648 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:23:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8253, loss: 0.8253 2023-12-23 18:36:56,126 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:23:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 0.8098, loss: 0.8098 2023-12-23 18:37:18,659 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:22:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.8588, loss: 0.8588 2023-12-23 18:37:41,186 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:22:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.8701, loss: 0.8701 2023-12-23 18:38:03,682 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:21:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.9182, loss: 0.9182 2023-12-23 18:38:26,198 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:21:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.8157, loss: 0.8157 2023-12-23 18:38:48,724 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:21:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.7989, loss: 0.7989 2023-12-23 18:39:11,265 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:20:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.8535, loss: 0.8535 2023-12-23 18:39:33,800 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:20:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8344, loss: 0.8344 2023-12-23 18:39:56,452 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:19:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 0.8203, loss: 0.8203 2023-12-23 18:40:19,042 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:19:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.8906, loss: 0.8906 2023-12-23 18:40:41,486 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:18:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.8124, loss: 0.8124 2023-12-23 18:41:04,013 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:18:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8121, loss: 0.8121 2023-12-23 18:41:26,560 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:17:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8579, loss: 0.8579 2023-12-23 18:41:49,061 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:17:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.8864, loss: 0.8864 2023-12-23 18:42:11,569 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:17:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.8697, loss: 0.8697 2023-12-23 18:42:34,040 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:16:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.8389, loss: 0.8389 2023-12-23 18:42:56,460 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:16:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 0.8278, loss: 0.8278 2023-12-23 18:43:18,994 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:15:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.8493, loss: 0.8493 2023-12-23 18:43:41,497 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:15:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.8264, loss: 0.8264 2023-12-23 18:44:04,023 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:14:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.8621, loss: 0.8621 2023-12-23 18:44:26,546 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:14:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.8186, loss: 0.8186 2023-12-23 18:44:48,997 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:14:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.8329, loss: 0.8329 2023-12-23 18:44:50,779 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-23 18:46:08,993 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:46:09,063 - pyskl - INFO - top1_acc 0.7262 top5_acc 0.9319 2023-12-23 18:46:09,067 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7262, top5_acc: 0.9319 2023-12-23 18:46:49,878 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:14:42, time: 0.408, data_time: 0.184, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.8113, loss: 0.8113 2023-12-23 18:47:12,406 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:14:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.7428, loss: 0.7428 2023-12-23 18:47:34,880 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:13:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 0.8116, loss: 0.8116 2023-12-23 18:47:57,361 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:13:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.7629, loss: 0.7629 2023-12-23 18:48:19,788 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:12:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.8055, loss: 0.8055 2023-12-23 18:48:42,281 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:12:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 0.8431, loss: 0.8431 2023-12-23 18:49:04,726 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:12:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8559, loss: 0.8559 2023-12-23 18:49:27,174 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:11:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.7776, loss: 0.7776 2023-12-23 18:49:49,689 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:11:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 0.8628, loss: 0.8628 2023-12-23 18:50:12,239 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:10:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.8234, loss: 0.8234 2023-12-23 18:50:34,765 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:10:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.8216, loss: 0.8216 2023-12-23 18:50:57,192 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:09:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.7831, loss: 0.7831 2023-12-23 18:51:19,672 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:09:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8650, loss: 0.8650 2023-12-23 18:51:42,248 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:09:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.7827, loss: 0.7827 2023-12-23 18:52:04,656 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:08:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8386, loss: 0.8386 2023-12-23 18:52:27,135 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:08:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8593, loss: 0.8593 2023-12-23 18:52:49,615 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:07:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.8837, loss: 0.8837 2023-12-23 18:53:12,142 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:07:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8384, loss: 0.8384 2023-12-23 18:53:34,595 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:06:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.8724, loss: 0.8724 2023-12-23 18:53:57,120 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:06:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 0.8890, loss: 0.8890 2023-12-23 18:54:19,643 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:06:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.8877, loss: 0.8877 2023-12-23 18:54:42,131 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:05:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9812, loss_cls: 0.8378, loss: 0.8378 2023-12-23 18:55:04,619 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:05:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.8002, loss: 0.8002 2023-12-23 18:55:27,143 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:04:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.8069, loss: 0.8069 2023-12-23 18:55:49,762 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:04:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.8623, loss: 0.8623 2023-12-23 18:55:51,572 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-23 18:57:10,191 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 18:57:10,261 - pyskl - INFO - top1_acc 0.7471 top5_acc 0.9481 2023-12-23 18:57:10,265 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7471, top5_acc: 0.9481 2023-12-23 18:57:51,491 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:04:55, time: 0.412, data_time: 0.188, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8025, loss: 0.8025 2023-12-23 18:58:13,991 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:04:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8118, loss: 0.8118 2023-12-23 18:58:36,436 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:04:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7184, loss: 0.7184 2023-12-23 18:58:58,861 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:03:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7174, loss: 0.7174 2023-12-23 18:59:21,313 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:03:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7536, loss: 0.7536 2023-12-23 18:59:43,750 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:02:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.8621, loss: 0.8621 2023-12-23 19:00:06,203 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:02:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.7382, loss: 0.7382 2023-12-23 19:00:28,672 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:01:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 0.8914, loss: 0.8914 2023-12-23 19:00:51,160 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:01:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.7637, loss: 0.7637 2023-12-23 19:01:13,664 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:01:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9781, loss_cls: 0.8873, loss: 0.8873 2023-12-23 19:01:36,115 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:00:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8134, loss: 0.8134 2023-12-23 19:01:58,574 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:00:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.8278, loss: 0.8278 2023-12-23 19:02:21,169 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 18:59:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9788, loss_cls: 0.8873, loss: 0.8873 2023-12-23 19:02:43,815 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 18:59:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 0.9308, loss: 0.9308 2023-12-23 19:03:06,312 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 18:58:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.8651, loss: 0.8651 2023-12-23 19:03:28,852 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 18:58:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.8333, loss: 0.8333 2023-12-23 19:03:51,339 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 18:58:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.8329, loss: 0.8329 2023-12-23 19:04:13,931 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 18:57:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.7416, loss: 0.7416 2023-12-23 19:04:36,434 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 18:57:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.8158, loss: 0.8158 2023-12-23 19:04:58,937 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 18:56:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.8908, loss: 0.8908 2023-12-23 19:05:21,484 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 18:56:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 0.8128, loss: 0.8128 2023-12-23 19:05:44,094 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 18:55:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.8399, loss: 0.8399 2023-12-23 19:06:06,606 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 18:55:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 0.9128, loss: 0.9128 2023-12-23 19:06:29,058 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 18:55:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8707, loss: 0.8707 2023-12-23 19:06:51,575 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 18:54:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 0.8506, loss: 0.8506 2023-12-23 19:06:53,446 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-23 19:08:12,068 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:08:12,145 - pyskl - INFO - top1_acc 0.7714 top5_acc 0.9627 2023-12-23 19:08:12,150 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7714, top5_acc: 0.9627 2023-12-23 19:08:53,097 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 18:55:08, time: 0.409, data_time: 0.184, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.7617, loss: 0.7617 2023-12-23 19:09:15,701 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 18:54:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8008, loss: 0.8008 2023-12-23 19:09:38,173 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 18:54:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.8341, loss: 0.8341 2023-12-23 19:10:00,764 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 18:53:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7409, loss: 0.7409 2023-12-23 19:10:23,347 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 18:53:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.7260, loss: 0.7260 2023-12-23 19:10:45,912 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 18:53:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.8615, loss: 0.8615 2023-12-23 19:11:08,465 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 18:52:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9706, loss_cls: 0.7762, loss: 0.7762 2023-12-23 19:11:31,007 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 18:52:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.8038, loss: 0.8038 2023-12-23 19:11:53,602 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 18:51:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.8407, loss: 0.8407 2023-12-23 19:12:16,151 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 18:51:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.8327, loss: 0.8327 2023-12-23 19:12:38,589 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 18:50:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.7768, loss: 0.7768 2023-12-23 19:13:01,068 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 18:50:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 0.8316, loss: 0.8316 2023-12-23 19:13:23,669 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 18:50:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.8644, loss: 0.8644 2023-12-23 19:13:46,129 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 18:49:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.8250, loss: 0.8250 2023-12-23 19:14:08,640 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 18:49:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.8537, loss: 0.8537 2023-12-23 19:14:31,050 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 18:48:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9838, loss_cls: 0.7813, loss: 0.7813 2023-12-23 19:14:53,512 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 18:48:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.8137, loss: 0.8137 2023-12-23 19:15:16,031 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 18:47:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 0.9001, loss: 0.9001 2023-12-23 19:15:38,580 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 18:47:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 0.8257, loss: 0.8257 2023-12-23 19:16:01,081 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 18:47:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.7924, loss: 0.7924 2023-12-23 19:16:23,559 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 18:46:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.8313, loss: 0.8313 2023-12-23 19:16:46,108 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 18:46:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.8476, loss: 0.8476 2023-12-23 19:17:08,593 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 18:45:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9800, loss_cls: 0.8112, loss: 0.8112 2023-12-23 19:17:31,203 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 18:45:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9112, loss: 0.9112 2023-12-23 19:17:53,793 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 18:44:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8144, loss: 0.8144 2023-12-23 19:17:55,777 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-23 19:19:14,221 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:19:14,293 - pyskl - INFO - top1_acc 0.7471 top5_acc 0.9463 2023-12-23 19:19:14,297 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7471, top5_acc: 0.9463 2023-12-23 19:19:55,804 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 18:45:25, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8110, loss: 0.8110 2023-12-23 19:20:18,315 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 18:44:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 0.7729, loss: 0.7729 2023-12-23 19:20:40,839 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 18:44:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.7970, loss: 0.7970 2023-12-23 19:21:03,444 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 18:44:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.7832, loss: 0.7832 2023-12-23 19:21:25,978 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:43:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.7520, loss: 0.7520 2023-12-23 19:21:48,492 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:43:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8046, loss: 0.8046 2023-12-23 19:22:11,063 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:42:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.7870, loss: 0.7870 2023-12-23 19:22:33,494 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:42:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.8253, loss: 0.8253 2023-12-23 19:22:55,969 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:42:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.8124, loss: 0.8124 2023-12-23 19:23:18,599 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:41:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.8001, loss: 0.8001 2023-12-23 19:23:41,041 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:41:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.7906, loss: 0.7906 2023-12-23 19:24:03,554 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:40:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8077, loss: 0.8077 2023-12-23 19:24:26,048 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:40:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8005, loss: 0.8005 2023-12-23 19:24:48,634 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:39:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9819, loss_cls: 0.7896, loss: 0.7896 2023-12-23 19:25:11,166 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:39:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 0.8511, loss: 0.8511 2023-12-23 19:25:33,694 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:39:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 0.7971, loss: 0.7971 2023-12-23 19:25:56,192 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:38:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.7844, loss: 0.7844 2023-12-23 19:26:18,726 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:38:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8337, loss: 0.8337 2023-12-23 19:26:41,321 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:37:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.7652, loss: 0.7652 2023-12-23 19:27:03,790 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:37:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.8183, loss: 0.8183 2023-12-23 19:27:26,317 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:36:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.8638, loss: 0.8638 2023-12-23 19:27:48,840 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:36:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.8886, loss: 0.8886 2023-12-23 19:28:11,375 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:36:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 0.8935, loss: 0.8935 2023-12-23 19:28:33,946 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:35:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8653, loss: 0.8653 2023-12-23 19:28:56,414 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:35:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8216, loss: 0.8216 2023-12-23 19:28:58,233 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-23 19:30:16,737 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:30:16,807 - pyskl - INFO - top1_acc 0.7662 top5_acc 0.9589 2023-12-23 19:30:16,810 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7662, top5_acc: 0.9589 2023-12-23 19:30:57,399 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:35:39, time: 0.406, data_time: 0.179, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.8115, loss: 0.8115 2023-12-23 19:31:19,917 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:35:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.7982, loss: 0.7982 2023-12-23 19:31:42,384 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:34:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.7958, loss: 0.7958 2023-12-23 19:32:04,807 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:34:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 0.7615, loss: 0.7615 2023-12-23 19:32:27,456 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:33:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.7418, loss: 0.7418 2023-12-23 19:32:50,005 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:33:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.7986, loss: 0.7986 2023-12-23 19:33:12,596 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:33:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 0.7889, loss: 0.7889 2023-12-23 19:33:35,071 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:32:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.7468, loss: 0.7468 2023-12-23 19:33:57,499 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:32:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8429, loss: 0.8429 2023-12-23 19:34:20,046 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:31:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 0.8251, loss: 0.8251 2023-12-23 19:34:42,566 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:31:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.7870, loss: 0.7870 2023-12-23 19:35:05,183 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:30:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 0.7930, loss: 0.7930 2023-12-23 19:35:27,805 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:30:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.7966, loss: 0.7966 2023-12-23 19:35:50,346 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:30:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8330, loss: 0.8330 2023-12-23 19:36:12,872 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:29:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.8667, loss: 0.8667 2023-12-23 19:36:35,414 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:29:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.9004, loss: 0.9004 2023-12-23 19:36:57,952 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:28:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.7732, loss: 0.7732 2023-12-23 19:37:20,532 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:28:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.7723, loss: 0.7723 2023-12-23 19:37:43,032 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:28:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8115, loss: 0.8115 2023-12-23 19:38:05,617 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:27:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.8114, loss: 0.8114 2023-12-23 19:38:28,054 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:27:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8238, loss: 0.8238 2023-12-23 19:38:50,587 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:26:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 0.8381, loss: 0.8381 2023-12-23 19:39:13,064 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:26:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8095, loss: 0.8095 2023-12-23 19:39:35,617 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:25:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.7939, loss: 0.7939 2023-12-23 19:39:58,102 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:25:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8531, loss: 0.8531 2023-12-23 19:39:59,993 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-23 19:41:18,705 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:41:18,776 - pyskl - INFO - top1_acc 0.7799 top5_acc 0.9646 2023-12-23 19:41:18,780 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7799, top5_acc: 0.9646 2023-12-23 19:41:59,995 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:25:56, time: 0.412, data_time: 0.187, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 0.7863, loss: 0.7863 2023-12-23 19:42:22,475 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:25:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.7467, loss: 0.7467 2023-12-23 19:42:44,925 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:25:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.7450, loss: 0.7450 2023-12-23 19:43:07,487 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:24:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.8484, loss: 0.8484 2023-12-23 19:43:29,843 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:24:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.8354, loss: 0.8354 2023-12-23 19:43:52,438 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:23:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7620, loss: 0.7620 2023-12-23 19:44:15,014 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:23:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.7948, loss: 0.7948 2023-12-23 19:44:37,525 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:22:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.8471, loss: 0.8471 2023-12-23 19:44:59,982 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:22:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.7811, loss: 0.7811 2023-12-23 19:45:22,421 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:22:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 0.7914, loss: 0.7914 2023-12-23 19:45:44,939 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:21:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9819, loss_cls: 0.7741, loss: 0.7741 2023-12-23 19:46:07,593 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:21:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8081, loss: 0.8081 2023-12-23 19:46:30,148 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:20:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 0.8290, loss: 0.8290 2023-12-23 19:46:52,739 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:20:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.8526, loss: 0.8526 2023-12-23 19:47:15,190 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:19:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9856, loss_cls: 0.8056, loss: 0.8056 2023-12-23 19:47:37,744 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:19:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.7387, loss: 0.7387 2023-12-23 19:48:00,217 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:19:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 0.8447, loss: 0.8447 2023-12-23 19:48:22,778 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:18:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7289, loss: 0.7289 2023-12-23 19:48:45,282 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:18:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.7846, loss: 0.7846 2023-12-23 19:49:07,872 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:17:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7549, loss: 0.7549 2023-12-23 19:49:30,338 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:17:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9838, loss_cls: 0.8088, loss: 0.8088 2023-12-23 19:49:52,797 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:17:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.7920, loss: 0.7920 2023-12-23 19:50:15,413 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:16:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8294, loss: 0.8294 2023-12-23 19:50:37,914 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:16:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.8160, loss: 0.8160 2023-12-23 19:51:00,417 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:15:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8285, loss: 0.8285 2023-12-23 19:51:02,257 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-23 19:52:20,891 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 19:52:20,962 - pyskl - INFO - top1_acc 0.7717 top5_acc 0.9592 2023-12-23 19:52:20,966 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7717, top5_acc: 0.9592 2023-12-23 19:53:01,496 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:16:09, time: 0.405, data_time: 0.180, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.7653, loss: 0.7653 2023-12-23 19:53:24,149 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:15:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8085, loss: 0.8085 2023-12-23 19:53:46,631 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:15:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7464, loss: 0.7464 2023-12-23 19:54:09,193 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:14:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.7456, loss: 0.7456 2023-12-23 19:54:31,751 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:14:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.7507, loss: 0.7507 2023-12-23 19:54:54,251 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:14:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7772, loss: 0.7772 2023-12-23 19:55:16,818 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:13:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.7405, loss: 0.7405 2023-12-23 19:55:39,359 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:13:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 0.7383, loss: 0.7383 2023-12-23 19:56:01,920 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:12:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.7683, loss: 0.7683 2023-12-23 19:56:24,372 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:12:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.8291, loss: 0.8291 2023-12-23 19:56:46,891 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:11:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 0.8600, loss: 0.8600 2023-12-23 19:57:09,465 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:11:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 0.8145, loss: 0.8145 2023-12-23 19:57:31,936 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:11:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7447, loss: 0.7447 2023-12-23 19:57:54,535 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:10:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7353, loss: 0.7353 2023-12-23 19:58:17,005 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:10:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8411, loss: 0.8411 2023-12-23 19:58:39,624 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:09:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 0.8108, loss: 0.8108 2023-12-23 19:59:02,048 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:09:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.7776, loss: 0.7776 2023-12-23 19:59:24,583 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:08:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8185, loss: 0.8185 2023-12-23 19:59:47,068 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:08:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.8322, loss: 0.8322 2023-12-23 20:00:09,551 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:08:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 0.8045, loss: 0.8045 2023-12-23 20:00:32,119 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:07:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9769, loss_cls: 0.8572, loss: 0.8572 2023-12-23 20:00:54,676 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:07:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8236, loss: 0.8236 2023-12-23 20:01:17,214 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:06:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.8281, loss: 0.8281 2023-12-23 20:01:39,600 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:06:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.7985, loss: 0.7985 2023-12-23 20:02:01,999 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:06:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.8392, loss: 0.8392 2023-12-23 20:02:03,810 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-23 20:03:21,970 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:03:22,040 - pyskl - INFO - top1_acc 0.7755 top5_acc 0.9565 2023-12-23 20:03:22,044 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7755, top5_acc: 0.9565 2023-12-23 20:04:03,204 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:06:25, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 0.8167, loss: 0.8167 2023-12-23 20:04:25,748 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:06:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.7241, loss: 0.7241 2023-12-23 20:04:48,202 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:05:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.7851, loss: 0.7851 2023-12-23 20:05:10,689 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:05:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 0.7358, loss: 0.7358 2023-12-23 20:05:33,130 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:04:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9825, loss_cls: 0.8097, loss: 0.8097 2023-12-23 20:05:55,699 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:04:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.7943, loss: 0.7943 2023-12-23 20:06:18,240 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:03:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 0.7677, loss: 0.7677 2023-12-23 20:06:40,770 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:03:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 0.7934, loss: 0.7934 2023-12-23 20:07:03,320 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:03:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8412, loss: 0.8412 2023-12-23 20:07:25,897 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:02:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.7742, loss: 0.7742 2023-12-23 20:07:48,465 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:02:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.7768, loss: 0.7768 2023-12-23 20:08:10,865 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:01:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8200, loss: 0.8200 2023-12-23 20:08:33,322 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:01:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.7460, loss: 0.7460 2023-12-23 20:08:55,873 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:00:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7425, loss: 0.7425 2023-12-23 20:09:18,380 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:00:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7397, loss: 0.7397 2023-12-23 20:09:40,885 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:00:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.8054, loss: 0.8054 2023-12-23 20:10:03,401 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 17:59:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7107, loss: 0.7107 2023-12-23 20:10:25,898 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 17:59:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.8196, loss: 0.8196 2023-12-23 20:10:48,519 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 17:58:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.8689, loss: 0.8689 2023-12-23 20:11:11,038 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 17:58:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.8058, loss: 0.8058 2023-12-23 20:11:33,622 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 17:58:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.7702, loss: 0.7702 2023-12-23 20:11:56,182 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 17:57:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.7749, loss: 0.7749 2023-12-23 20:12:18,682 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 17:57:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.7863, loss: 0.7863 2023-12-23 20:12:41,141 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 17:56:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.8343, loss: 0.8343 2023-12-23 20:13:03,639 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 17:56:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8250, loss: 0.8250 2023-12-23 20:13:05,479 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-23 20:14:23,815 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:14:23,889 - pyskl - INFO - top1_acc 0.7833 top5_acc 0.9573 2023-12-23 20:14:23,893 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7833, top5_acc: 0.9573 2023-12-23 20:15:05,299 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 17:56:42, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 0.6960, loss: 0.6960 2023-12-23 20:15:27,957 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 17:56:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.7359, loss: 0.7359 2023-12-23 20:15:50,570 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 17:55:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.8375, loss: 0.8375 2023-12-23 20:16:13,111 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 17:55:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.7735, loss: 0.7735 2023-12-23 20:16:35,550 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 17:55:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8271, loss: 0.8271 2023-12-23 20:16:58,062 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 17:54:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.8074, loss: 0.8074 2023-12-23 20:17:20,576 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 17:54:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7596, loss: 0.7596 2023-12-23 20:17:43,086 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 17:53:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7301, loss: 0.7301 2023-12-23 20:18:05,517 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 17:53:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8027, loss: 0.8027 2023-12-23 20:18:28,004 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 17:52:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7125, loss: 0.7125 2023-12-23 20:18:50,542 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 17:52:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.8053, loss: 0.8053 2023-12-23 20:19:12,982 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 17:52:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 0.8249, loss: 0.8249 2023-12-23 20:19:35,411 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 17:51:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 0.7913, loss: 0.7913 2023-12-23 20:19:57,781 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 17:51:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.7545, loss: 0.7545 2023-12-23 20:20:20,286 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 17:50:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.7912, loss: 0.7912 2023-12-23 20:20:42,884 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 17:50:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 0.7955, loss: 0.7955 2023-12-23 20:21:05,310 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 17:49:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.7924, loss: 0.7924 2023-12-23 20:21:27,752 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 17:49:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 0.8682, loss: 0.8682 2023-12-23 20:21:50,369 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 17:49:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.8050, loss: 0.8050 2023-12-23 20:22:12,916 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 17:48:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.8513, loss: 0.8513 2023-12-23 20:22:35,354 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 17:48:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 0.7929, loss: 0.7929 2023-12-23 20:22:58,014 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 17:47:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.8343, loss: 0.8343 2023-12-23 20:23:20,512 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 17:47:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8356, loss: 0.8356 2023-12-23 20:23:42,966 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 17:47:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 0.7603, loss: 0.7603 2023-12-23 20:24:05,615 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 17:46:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.7933, loss: 0.7933 2023-12-23 20:24:07,397 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-23 20:25:26,196 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:25:26,268 - pyskl - INFO - top1_acc 0.7716 top5_acc 0.9624 2023-12-23 20:25:26,272 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7716, top5_acc: 0.9624 2023-12-23 20:26:07,238 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 17:46:57, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 0.6978, loss: 0.6978 2023-12-23 20:26:29,674 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 17:46:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.7577, loss: 0.7577 2023-12-23 20:26:52,051 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 17:46:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.7753, loss: 0.7753 2023-12-23 20:27:14,666 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 17:45:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.7463, loss: 0.7463 2023-12-23 20:27:37,145 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 17:45:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.7492, loss: 0.7492 2023-12-23 20:27:59,579 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 17:44:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.7766, loss: 0.7766 2023-12-23 20:28:22,272 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 17:44:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.8138, loss: 0.8138 2023-12-23 20:28:44,864 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 17:44:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.7260, loss: 0.7260 2023-12-23 20:29:07,331 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 17:43:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.7917, loss: 0.7917 2023-12-23 20:29:29,886 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 17:43:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.8049, loss: 0.8049 2023-12-23 20:29:52,483 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 17:42:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7658, loss: 0.7658 2023-12-23 20:30:15,021 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 17:42:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.8451, loss: 0.8451 2023-12-23 20:30:37,644 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:41:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7475, loss: 0.7475 2023-12-23 20:31:00,202 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:41:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.7806, loss: 0.7806 2023-12-23 20:31:22,709 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:41:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.7256, loss: 0.7256 2023-12-23 20:31:45,278 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:40:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.7648, loss: 0.7648 2023-12-23 20:32:07,737 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:40:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 0.7690, loss: 0.7690 2023-12-23 20:32:30,192 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:39:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 0.7605, loss: 0.7605 2023-12-23 20:32:52,738 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:39:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 0.7817, loss: 0.7817 2023-12-23 20:33:15,327 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:39:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.8969, loss: 0.8969 2023-12-23 20:33:37,994 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:38:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7245, loss: 0.7245 2023-12-23 20:34:00,536 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:38:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 0.8521, loss: 0.8521 2023-12-23 20:34:22,991 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:37:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 0.7155, loss: 0.7155 2023-12-23 20:34:45,418 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:37:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.8291, loss: 0.8291 2023-12-23 20:35:07,911 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:36:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9800, loss_cls: 0.8553, loss: 0.8553 2023-12-23 20:35:09,719 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-23 20:36:27,954 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:36:28,024 - pyskl - INFO - top1_acc 0.7806 top5_acc 0.9612 2023-12-23 20:36:28,029 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7806, top5_acc: 0.9612 2023-12-23 20:37:09,027 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:37:13, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.6970, loss: 0.6970 2023-12-23 20:37:31,679 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:36:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.7374, loss: 0.7374 2023-12-23 20:37:54,196 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:36:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.7145, loss: 0.7145 2023-12-23 20:38:16,757 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:35:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.6323, loss: 0.6323 2023-12-23 20:38:39,277 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:35:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.7536, loss: 0.7536 2023-12-23 20:39:01,800 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:35:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8290, loss: 0.8290 2023-12-23 20:39:24,221 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:34:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7532, loss: 0.7532 2023-12-23 20:39:46,837 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:34:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7344, loss: 0.7344 2023-12-23 20:40:09,414 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:33:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7365, loss: 0.7365 2023-12-23 20:40:31,925 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:33:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7422, loss: 0.7422 2023-12-23 20:40:54,406 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:33:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.8237, loss: 0.8237 2023-12-23 20:41:16,923 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:32:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.7896, loss: 0.7896 2023-12-23 20:41:39,467 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:32:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.7497, loss: 0.7497 2023-12-23 20:42:02,004 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:31:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.7977, loss: 0.7977 2023-12-23 20:42:24,515 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:31:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.7498, loss: 0.7498 2023-12-23 20:42:47,050 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:30:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.7640, loss: 0.7640 2023-12-23 20:43:09,570 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:30:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7046, loss: 0.7046 2023-12-23 20:43:32,073 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:30:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8235, loss: 0.8235 2023-12-23 20:43:54,630 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:29:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.8132, loss: 0.8132 2023-12-23 20:44:17,141 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:29:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.8524, loss: 0.8524 2023-12-23 20:44:39,605 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:28:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.7978, loss: 0.7978 2023-12-23 20:45:02,144 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:28:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8446, loss: 0.8446 2023-12-23 20:45:24,693 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:28:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.7865, loss: 0.7865 2023-12-23 20:45:47,153 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:27:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7312, loss: 0.7312 2023-12-23 20:46:09,647 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:27:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7805, loss: 0.7805 2023-12-23 20:46:11,427 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-23 20:47:29,873 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:47:29,942 - pyskl - INFO - top1_acc 0.7827 top5_acc 0.9606 2023-12-23 20:47:29,946 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7827, top5_acc: 0.9606 2023-12-23 20:48:11,039 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:27:30, time: 0.411, data_time: 0.186, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 0.7191, loss: 0.7191 2023-12-23 20:48:33,566 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:27:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.6896, loss: 0.6896 2023-12-23 20:48:56,093 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:26:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.7636, loss: 0.7636 2023-12-23 20:49:18,494 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:26:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7396, loss: 0.7396 2023-12-23 20:49:40,919 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:25:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 0.7650, loss: 0.7650 2023-12-23 20:50:03,370 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:25:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.7864, loss: 0.7864 2023-12-23 20:50:26,024 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:24:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7511, loss: 0.7511 2023-12-23 20:50:48,541 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:24:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.7597, loss: 0.7597 2023-12-23 20:51:11,007 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:24:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.7797, loss: 0.7797 2023-12-23 20:51:33,501 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:23:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7344, loss: 0.7344 2023-12-23 20:51:55,960 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:23:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.7683, loss: 0.7683 2023-12-23 20:52:18,429 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:22:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 0.7900, loss: 0.7900 2023-12-23 20:52:40,976 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:22:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.7835, loss: 0.7835 2023-12-23 20:53:03,548 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:22:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7133, loss: 0.7133 2023-12-23 20:53:26,063 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:21:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7146, loss: 0.7146 2023-12-23 20:53:48,571 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:21:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.8406, loss: 0.8406 2023-12-23 20:54:11,110 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:20:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8067, loss: 0.8067 2023-12-23 20:54:33,648 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:20:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.7920, loss: 0.7920 2023-12-23 20:54:56,067 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:19:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7214, loss: 0.7214 2023-12-23 20:55:18,552 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:19:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.6589, loss: 0.6589 2023-12-23 20:55:41,066 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:19:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.7015, loss: 0.7015 2023-12-23 20:56:03,583 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:18:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7509, loss: 0.7509 2023-12-23 20:56:26,082 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:18:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8274, loss: 0.8274 2023-12-23 20:56:48,512 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:17:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.8062, loss: 0.8062 2023-12-23 20:57:11,068 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:17:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.7643, loss: 0.7643 2023-12-23 20:57:12,919 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-23 20:58:31,384 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 20:58:31,454 - pyskl - INFO - top1_acc 0.7674 top5_acc 0.9586 2023-12-23 20:58:31,458 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7674, top5_acc: 0.9586 2023-12-23 20:59:13,282 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:17:47, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.7109, loss: 0.7109 2023-12-23 20:59:35,821 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:17:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.7505, loss: 0.7505 2023-12-23 20:59:58,425 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:16:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7177, loss: 0.7177 2023-12-23 21:00:20,957 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:16:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.7156, loss: 0.7156 2023-12-23 21:00:43,435 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:16:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.7656, loss: 0.7656 2023-12-23 21:01:05,897 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:15:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7199, loss: 0.7199 2023-12-23 21:01:28,321 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:15:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7359, loss: 0.7359 2023-12-23 21:01:50,808 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:14:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7148, loss: 0.7148 2023-12-23 21:02:13,316 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:14:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.8423, loss: 0.8423 2023-12-23 21:02:35,706 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:14:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 0.6867, loss: 0.6867 2023-12-23 21:02:58,281 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:13:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.7842, loss: 0.7842 2023-12-23 21:03:20,851 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:13:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7250, loss: 0.7250 2023-12-23 21:03:43,282 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:12:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8055, loss: 0.8055 2023-12-23 21:04:05,803 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:12:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.7636, loss: 0.7636 2023-12-23 21:04:28,253 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:11:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.7692, loss: 0.7692 2023-12-23 21:04:50,909 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:11:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.7496, loss: 0.7496 2023-12-23 21:05:13,507 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:11:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7287, loss: 0.7287 2023-12-23 21:05:36,011 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:10:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.6663, loss: 0.6663 2023-12-23 21:05:58,576 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:10:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8368, loss: 0.8368 2023-12-23 21:06:21,075 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:09:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.9248, loss: 0.9248 2023-12-23 21:06:43,672 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:09:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7308, loss: 0.7308 2023-12-23 21:07:06,256 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:09:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.7925, loss: 0.7925 2023-12-23 21:07:28,811 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:08:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.8127, loss: 0.8127 2023-12-23 21:07:51,515 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:08:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8393, loss: 0.8393 2023-12-23 21:08:14,084 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:07:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.7435, loss: 0.7435 2023-12-23 21:08:15,978 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-23 21:09:34,106 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:09:34,179 - pyskl - INFO - top1_acc 0.7725 top5_acc 0.9557 2023-12-23 21:09:34,183 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7725, top5_acc: 0.9557 2023-12-23 21:10:15,093 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:08:04, time: 0.409, data_time: 0.184, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.7057, loss: 0.7057 2023-12-23 21:10:37,541 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:07:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 0.6995, loss: 0.6995 2023-12-23 21:11:00,049 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:07:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.7884, loss: 0.7884 2023-12-23 21:11:22,606 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:06:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7123, loss: 0.7123 2023-12-23 21:11:45,081 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:06:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7555, loss: 0.7555 2023-12-23 21:12:07,583 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:05:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 0.7880, loss: 0.7880 2023-12-23 21:12:30,108 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:05:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.7486, loss: 0.7486 2023-12-23 21:12:52,689 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:05:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7387, loss: 0.7387 2023-12-23 21:13:15,115 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:04:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.7517, loss: 0.7517 2023-12-23 21:13:37,532 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:04:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.7112, loss: 0.7112 2023-12-23 21:13:59,985 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:03:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.8003, loss: 0.8003 2023-12-23 21:14:22,408 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:03:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7206, loss: 0.7206 2023-12-23 21:14:44,829 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:03:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.7503, loss: 0.7503 2023-12-23 21:15:07,363 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:02:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7313, loss: 0.7313 2023-12-23 21:15:29,883 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:02:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9831, loss_cls: 0.7896, loss: 0.7896 2023-12-23 21:15:52,357 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:01:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8020, loss: 0.8020 2023-12-23 21:16:14,872 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:01:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 0.7925, loss: 0.7925 2023-12-23 21:16:37,345 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:00:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 0.7708, loss: 0.7708 2023-12-23 21:16:59,813 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:00:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.7566, loss: 0.7566 2023-12-23 21:17:22,373 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:00:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.7842, loss: 0.7842 2023-12-23 21:17:44,801 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 16:59:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.7870, loss: 0.7870 2023-12-23 21:18:07,319 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 16:59:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.8022, loss: 0.8022 2023-12-23 21:18:29,767 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 16:58:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7205, loss: 0.7205 2023-12-23 21:18:52,226 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 16:58:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.7875, loss: 0.7875 2023-12-23 21:19:14,848 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 16:58:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.7953, loss: 0.7953 2023-12-23 21:19:16,606 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-23 21:20:34,861 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:20:34,931 - pyskl - INFO - top1_acc 0.7812 top5_acc 0.9624 2023-12-23 21:20:34,935 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.7812, top5_acc: 0.9624 2023-12-23 21:21:16,742 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 16:58:20, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.5978, loss: 0.5978 2023-12-23 21:21:39,155 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 16:57:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.6879, loss: 0.6879 2023-12-23 21:22:01,658 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 16:57:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.6849, loss: 0.6849 2023-12-23 21:22:24,311 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 16:57:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7263, loss: 0.7263 2023-12-23 21:22:46,873 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 16:56:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7074, loss: 0.7074 2023-12-23 21:23:09,406 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 16:56:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7603, loss: 0.7603 2023-12-23 21:23:31,863 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 16:55:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9862, loss_cls: 0.7367, loss: 0.7367 2023-12-23 21:23:54,376 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 16:55:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.7756, loss: 0.7756 2023-12-23 21:24:16,929 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 16:55:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.7512, loss: 0.7512 2023-12-23 21:24:39,443 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 16:54:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7529, loss: 0.7529 2023-12-23 21:25:02,152 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 16:54:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9856, loss_cls: 0.6733, loss: 0.6733 2023-12-23 21:25:24,701 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 16:53:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.7177, loss: 0.7177 2023-12-23 21:25:47,155 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 16:53:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.8342, loss: 0.8342 2023-12-23 21:26:09,641 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 16:52:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.6897, loss: 0.6897 2023-12-23 21:26:32,171 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 16:52:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.7833, loss: 0.7833 2023-12-23 21:26:54,663 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 16:52:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 0.7708, loss: 0.7708 2023-12-23 21:27:17,218 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 16:51:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.7807, loss: 0.7807 2023-12-23 21:27:39,781 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 16:51:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.8388, loss: 0.8388 2023-12-23 21:28:02,318 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 16:50:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.7879, loss: 0.7879 2023-12-23 21:28:24,834 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 16:50:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8162, loss: 0.8162 2023-12-23 21:28:47,387 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 16:50:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.7504, loss: 0.7504 2023-12-23 21:29:09,943 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 16:49:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9725, loss_cls: 0.7395, loss: 0.7395 2023-12-23 21:29:32,546 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 16:49:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.7474, loss: 0.7474 2023-12-23 21:29:55,218 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 16:48:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 0.7475, loss: 0.7475 2023-12-23 21:30:17,790 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 16:48:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 0.7388, loss: 0.7388 2023-12-23 21:30:19,589 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-23 21:31:37,933 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:31:38,003 - pyskl - INFO - top1_acc 0.7862 top5_acc 0.9601 2023-12-23 21:31:38,007 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7862, top5_acc: 0.9601 2023-12-23 21:32:19,226 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 16:48:38, time: 0.412, data_time: 0.187, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.6854, loss: 0.6854 2023-12-23 21:32:41,829 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 16:48:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.6640, loss: 0.6640 2023-12-23 21:33:04,445 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 16:47:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 0.7181, loss: 0.7181 2023-12-23 21:33:27,084 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 16:47:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 0.7004, loss: 0.7004 2023-12-23 21:33:49,738 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 16:47:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7581, loss: 0.7581 2023-12-23 21:34:12,358 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 16:46:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7586, loss: 0.7586 2023-12-23 21:34:34,842 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 16:46:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.7693, loss: 0.7693 2023-12-23 21:34:57,372 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 16:45:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 0.7523, loss: 0.7523 2023-12-23 21:35:19,901 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 16:45:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 0.6886, loss: 0.6886 2023-12-23 21:35:42,444 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 16:44:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9862, loss_cls: 0.6973, loss: 0.6973 2023-12-23 21:36:04,948 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 16:44:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.6736, loss: 0.6736 2023-12-23 21:36:27,409 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 16:44:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.7442, loss: 0.7442 2023-12-23 21:36:49,843 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 16:43:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7513, loss: 0.7513 2023-12-23 21:37:12,532 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 16:43:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.7070, loss: 0.7070 2023-12-23 21:37:35,050 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:42:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.8049, loss: 0.8049 2023-12-23 21:37:57,577 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:42:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7389, loss: 0.7389 2023-12-23 21:38:20,125 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:42:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7329, loss: 0.7329 2023-12-23 21:38:42,611 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:41:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.7894, loss: 0.7894 2023-12-23 21:39:05,087 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:41:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7432, loss: 0.7432 2023-12-23 21:39:27,578 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:40:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9862, loss_cls: 0.7802, loss: 0.7802 2023-12-23 21:39:50,084 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:40:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.7804, loss: 0.7804 2023-12-23 21:40:12,611 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:39:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 0.7625, loss: 0.7625 2023-12-23 21:40:35,102 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:39:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7919, loss: 0.7919 2023-12-23 21:40:57,642 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:39:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.7578, loss: 0.7578 2023-12-23 21:41:20,199 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:38:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.7788, loss: 0.7788 2023-12-23 21:41:22,014 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-23 21:42:40,686 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:42:40,758 - pyskl - INFO - top1_acc 0.7892 top5_acc 0.9620 2023-12-23 21:42:40,762 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_26.pth was removed 2023-12-23 21:42:40,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. 2023-12-23 21:42:40,920 - pyskl - INFO - Best top1_acc is 0.7892 at 47 epoch. 2023-12-23 21:42:40,924 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.7892, top5_acc: 0.9620 2023-12-23 21:43:21,636 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:38:55, time: 0.407, data_time: 0.182, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.6890, loss: 0.6890 2023-12-23 21:43:44,030 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:38:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.6750, loss: 0.6750 2023-12-23 21:44:06,496 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:38:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7063, loss: 0.7063 2023-12-23 21:44:28,967 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:37:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 0.7019, loss: 0.7019 2023-12-23 21:44:51,533 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:37:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7320, loss: 0.7320 2023-12-23 21:45:13,972 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:36:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.7100, loss: 0.7100 2023-12-23 21:45:36,412 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:36:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7516, loss: 0.7516 2023-12-23 21:45:58,893 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:36:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7173, loss: 0.7173 2023-12-23 21:46:21,411 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:35:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 0.7067, loss: 0.7067 2023-12-23 21:46:43,907 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:35:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 0.7323, loss: 0.7323 2023-12-23 21:47:06,381 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:34:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.7485, loss: 0.7485 2023-12-23 21:47:28,829 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:34:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7435, loss: 0.7435 2023-12-23 21:47:51,284 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:33:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7525, loss: 0.7525 2023-12-23 21:48:13,730 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:33:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.7527, loss: 0.7527 2023-12-23 21:48:36,428 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:33:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7493, loss: 0.7493 2023-12-23 21:48:58,958 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:32:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 0.8140, loss: 0.8140 2023-12-23 21:49:21,481 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:32:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9831, loss_cls: 0.7419, loss: 0.7419 2023-12-23 21:49:43,931 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:31:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.7319, loss: 0.7319 2023-12-23 21:50:06,462 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:31:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 0.6637, loss: 0.6637 2023-12-23 21:50:28,994 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:31:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 0.7286, loss: 0.7286 2023-12-23 21:50:51,540 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:30:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.7143, loss: 0.7143 2023-12-23 21:51:14,161 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:30:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.7586, loss: 0.7586 2023-12-23 21:51:36,655 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:29:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.7356, loss: 0.7356 2023-12-23 21:51:59,240 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:29:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 0.7844, loss: 0.7844 2023-12-23 21:52:21,705 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:29:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9856, loss_cls: 0.7213, loss: 0.7213 2023-12-23 21:52:23,474 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-23 21:53:42,175 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 21:53:42,248 - pyskl - INFO - top1_acc 0.7661 top5_acc 0.9536 2023-12-23 21:53:42,252 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7661, top5_acc: 0.9536 2023-12-23 21:54:23,411 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:29:11, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 0.6972, loss: 0.6972 2023-12-23 21:54:45,801 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:28:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.7215, loss: 0.7215 2023-12-23 21:55:08,335 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:28:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.6441, loss: 0.6441 2023-12-23 21:55:30,811 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:27:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.7144, loss: 0.7144 2023-12-23 21:55:53,282 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:27:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7430, loss: 0.7430 2023-12-23 21:56:15,694 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:27:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.6979, loss: 0.6979 2023-12-23 21:56:38,326 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:26:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9844, loss_cls: 0.7153, loss: 0.7153 2023-12-23 21:57:00,874 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:26:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.7887, loss: 0.7887 2023-12-23 21:57:23,428 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:25:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.7475, loss: 0.7475 2023-12-23 21:57:45,951 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:25:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 0.7127, loss: 0.7127 2023-12-23 21:58:08,624 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:25:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 0.7736, loss: 0.7736 2023-12-23 21:58:31,176 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:24:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.6679, loss: 0.6679 2023-12-23 21:58:53,718 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:24:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.7623, loss: 0.7623 2023-12-23 21:59:16,300 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:23:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.7341, loss: 0.7341 2023-12-23 21:59:38,898 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:23:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.7098, loss: 0.7098 2023-12-23 22:00:01,467 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:23:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7058, loss: 0.7058 2023-12-23 22:00:23,981 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:22:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.6911, loss: 0.6911 2023-12-23 22:00:46,585 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:22:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7174, loss: 0.7174 2023-12-23 22:01:09,107 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:21:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7273, loss: 0.7273 2023-12-23 22:01:31,667 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:21:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 0.8133, loss: 0.8133 2023-12-23 22:01:54,304 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:20:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.7069, loss: 0.7069 2023-12-23 22:02:16,868 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:20:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.6614, loss: 0.6614 2023-12-23 22:02:39,432 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:20:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.7850, loss: 0.7850 2023-12-23 22:03:02,037 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:19:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.7800, loss: 0.7800 2023-12-23 22:03:24,508 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:19:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 0.7984, loss: 0.7984 2023-12-23 22:03:26,364 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-23 22:04:45,284 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:04:45,353 - pyskl - INFO - top1_acc 0.7916 top5_acc 0.9635 2023-12-23 22:04:45,357 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_47.pth was removed 2023-12-23 22:04:45,500 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2023-12-23 22:04:45,500 - pyskl - INFO - Best top1_acc is 0.7916 at 49 epoch. 2023-12-23 22:04:45,504 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7916, top5_acc: 0.9635 2023-12-23 22:05:26,806 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:19:30, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.6994, loss: 0.6994 2023-12-23 22:05:49,276 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:19:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.6965, loss: 0.6965 2023-12-23 22:06:11,842 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:18:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 0.7391, loss: 0.7391 2023-12-23 22:06:34,325 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:18:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.6994, loss: 0.6994 2023-12-23 22:06:56,812 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:17:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.6552, loss: 0.6552 2023-12-23 22:07:19,230 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:17:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.6682, loss: 0.6682 2023-12-23 22:07:41,782 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:17:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 0.7682, loss: 0.7682 2023-12-23 22:08:04,361 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:16:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.7358, loss: 0.7358 2023-12-23 22:08:26,915 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:16:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7425, loss: 0.7425 2023-12-23 22:08:49,392 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:15:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9856, loss_cls: 0.7150, loss: 0.7150 2023-12-23 22:09:11,962 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:15:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7181, loss: 0.7181 2023-12-23 22:09:34,534 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:14:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7094, loss: 0.7094 2023-12-23 22:09:57,101 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:14:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.7639, loss: 0.7639 2023-12-23 22:10:19,737 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:14:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.6886, loss: 0.6886 2023-12-23 22:10:42,324 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:13:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.7392, loss: 0.7392 2023-12-23 22:11:04,912 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:13:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.7516, loss: 0.7516 2023-12-23 22:11:27,619 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:12:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.6748, loss: 0.6748 2023-12-23 22:11:50,222 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:12:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.7730, loss: 0.7730 2023-12-23 22:12:12,803 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:12:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7304, loss: 0.7304 2023-12-23 22:12:35,375 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:11:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6662, loss: 0.6662 2023-12-23 22:12:57,938 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:11:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.7416, loss: 0.7416 2023-12-23 22:13:20,518 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:10:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.7370, loss: 0.7370 2023-12-23 22:13:42,957 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:10:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7276, loss: 0.7276 2023-12-23 22:14:05,428 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:10:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 0.7694, loss: 0.7694 2023-12-23 22:14:27,941 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:09:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.7571, loss: 0.7571 2023-12-23 22:14:29,791 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-23 22:15:48,461 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:15:48,531 - pyskl - INFO - top1_acc 0.8070 top5_acc 0.9671 2023-12-23 22:15:48,535 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_49.pth was removed 2023-12-23 22:15:48,689 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2023-12-23 22:15:48,689 - pyskl - INFO - Best top1_acc is 0.8070 at 50 epoch. 2023-12-23 22:15:48,693 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8070, top5_acc: 0.9671 2023-12-23 22:16:29,406 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:09:47, time: 0.407, data_time: 0.183, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.6527, loss: 0.6527 2023-12-23 22:16:51,789 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:09:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9881, loss_cls: 0.6479, loss: 0.6479 2023-12-23 22:17:14,212 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:08:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9900, loss_cls: 0.6929, loss: 0.6929 2023-12-23 22:17:36,676 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:08:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7013, loss: 0.7013 2023-12-23 22:17:59,066 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:08:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7405, loss: 0.7405 2023-12-23 22:18:21,508 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:07:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.6831, loss: 0.6831 2023-12-23 22:18:44,049 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:07:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7252, loss: 0.7252 2023-12-23 22:19:06,530 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:06:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.7327, loss: 0.7327 2023-12-23 22:19:29,133 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:06:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9862, loss_cls: 0.7375, loss: 0.7375 2023-12-23 22:19:51,626 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:06:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.7072, loss: 0.7072 2023-12-23 22:20:14,124 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:05:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.7137, loss: 0.7137 2023-12-23 22:20:36,587 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:05:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7256, loss: 0.7256 2023-12-23 22:20:59,025 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:04:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.7276, loss: 0.7276 2023-12-23 22:21:21,455 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:04:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 0.7120, loss: 0.7120 2023-12-23 22:21:43,969 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:04:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7199, loss: 0.7199 2023-12-23 22:22:06,428 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:03:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7137, loss: 0.7137 2023-12-23 22:22:28,766 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:03:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.6813, loss: 0.6813 2023-12-23 22:22:51,126 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:02:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.7871, loss: 0.7871 2023-12-23 22:23:13,599 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:02:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 0.7070, loss: 0.7070 2023-12-23 22:23:36,009 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:01:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7293, loss: 0.7293 2023-12-23 22:23:58,445 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:01:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9856, loss_cls: 0.6587, loss: 0.6587 2023-12-23 22:24:20,946 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:01:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 0.6679, loss: 0.6679 2023-12-23 22:24:43,514 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:00:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7107, loss: 0.7107 2023-12-23 22:25:06,060 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:00:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.6858, loss: 0.6858 2023-12-23 22:25:28,521 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 15:59:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 0.7393, loss: 0.7393 2023-12-23 22:25:30,446 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-23 22:26:48,635 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:26:48,704 - pyskl - INFO - top1_acc 0.7984 top5_acc 0.9645 2023-12-23 22:26:48,708 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7984, top5_acc: 0.9645 2023-12-23 22:27:29,642 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:00:01, time: 0.409, data_time: 0.185, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.6615, loss: 0.6615 2023-12-23 22:27:52,214 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 15:59:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.6925, loss: 0.6925 2023-12-23 22:28:14,744 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 15:59:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6831, loss: 0.6831 2023-12-23 22:28:37,196 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 15:58:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.6728, loss: 0.6728 2023-12-23 22:28:59,628 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 15:58:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7019, loss: 0.7019 2023-12-23 22:29:22,146 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 15:57:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.6870, loss: 0.6870 2023-12-23 22:29:44,623 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 15:57:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 0.6560, loss: 0.6560 2023-12-23 22:30:07,029 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 15:57:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.6738, loss: 0.6738 2023-12-23 22:30:29,529 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 15:56:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 0.6740, loss: 0.6740 2023-12-23 22:30:52,054 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 15:56:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7048, loss: 0.7048 2023-12-23 22:31:14,520 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 15:55:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.7624, loss: 0.7624 2023-12-23 22:31:37,000 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 15:55:30, time: 0.225, data_time: 0.001, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.7397, loss: 0.7397 2023-12-23 22:31:59,609 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 15:55:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 0.7308, loss: 0.7308 2023-12-23 22:32:22,110 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 15:54:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6831, loss: 0.6831 2023-12-23 22:32:44,537 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 15:54:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.7758, loss: 0.7758 2023-12-23 22:33:06,919 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 15:53:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7246, loss: 0.7246 2023-12-23 22:33:29,425 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 15:53:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.7162, loss: 0.7162 2023-12-23 22:33:52,063 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 15:53:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.6831, loss: 0.6831 2023-12-23 22:34:14,632 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 15:52:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7279, loss: 0.7279 2023-12-23 22:34:37,205 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 15:52:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7246, loss: 0.7246 2023-12-23 22:34:59,724 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 15:51:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6711, loss: 0.6711 2023-12-23 22:35:22,271 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 15:51:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.6384, loss: 0.6384 2023-12-23 22:35:44,720 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 15:51:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.7116, loss: 0.7116 2023-12-23 22:36:07,099 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 15:50:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7292, loss: 0.7292 2023-12-23 22:36:29,518 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 15:50:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.7329, loss: 0.7329 2023-12-23 22:36:31,297 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-23 22:37:49,894 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:37:49,965 - pyskl - INFO - top1_acc 0.7651 top5_acc 0.9534 2023-12-23 22:37:49,968 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.7651, top5_acc: 0.9534 2023-12-23 22:38:30,723 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 15:50:16, time: 0.408, data_time: 0.182, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.6456, loss: 0.6456 2023-12-23 22:38:53,348 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 15:49:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7025, loss: 0.7025 2023-12-23 22:39:15,881 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 15:49:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9900, loss_cls: 0.7207, loss: 0.7207 2023-12-23 22:39:38,350 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 15:49:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.7431, loss: 0.7431 2023-12-23 22:40:00,823 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 15:48:38, time: 0.225, data_time: 0.001, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6848, loss: 0.6848 2023-12-23 22:40:23,313 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 15:48:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7376, loss: 0.7376 2023-12-23 22:40:45,725 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 15:47:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.6848, loss: 0.6848 2023-12-23 22:41:08,246 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 15:47:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.7123, loss: 0.7123 2023-12-23 22:41:30,728 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 15:46:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6545, loss: 0.6545 2023-12-23 22:41:53,229 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 15:46:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6798, loss: 0.6798 2023-12-23 22:42:15,761 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 15:46:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7436, loss: 0.7436 2023-12-23 22:42:38,192 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 15:45:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.6207, loss: 0.6207 2023-12-23 22:43:00,644 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 15:45:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.6993, loss: 0.6993 2023-12-23 22:43:23,031 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 15:44:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 0.7581, loss: 0.7581 2023-12-23 22:43:45,475 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:44:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.6548, loss: 0.6548 2023-12-23 22:44:07,961 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:44:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7216, loss: 0.7216 2023-12-23 22:44:30,339 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:43:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.7223, loss: 0.7223 2023-12-23 22:44:52,829 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:43:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 0.6955, loss: 0.6955 2023-12-23 22:45:15,340 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:42:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.6995, loss: 0.6995 2023-12-23 22:45:37,848 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:42:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.6794, loss: 0.6794 2023-12-23 22:46:00,353 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:42:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.7042, loss: 0.7042 2023-12-23 22:46:22,896 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:41:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.7766, loss: 0.7766 2023-12-23 22:46:45,351 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:41:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.7592, loss: 0.7592 2023-12-23 22:47:07,902 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:40:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.7216, loss: 0.7216 2023-12-23 22:47:30,346 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:40:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9894, loss_cls: 0.7032, loss: 0.7032 2023-12-23 22:47:32,201 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-23 22:48:50,785 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:48:50,854 - pyskl - INFO - top1_acc 0.7998 top5_acc 0.9637 2023-12-23 22:48:50,858 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.7998, top5_acc: 0.9637 2023-12-23 22:49:32,015 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:40:32, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.6337, loss: 0.6337 2023-12-23 22:49:54,368 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:40:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.6711, loss: 0.6711 2023-12-23 22:50:16,935 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:39:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 0.6526, loss: 0.6526 2023-12-23 22:50:39,450 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:39:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 0.6901, loss: 0.6901 2023-12-23 22:51:01,914 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:38:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.6327, loss: 0.6327 2023-12-23 22:51:24,369 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:38:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7165, loss: 0.7165 2023-12-23 22:51:46,940 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:38:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.6885, loss: 0.6885 2023-12-23 22:52:09,474 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:37:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.7704, loss: 0.7704 2023-12-23 22:52:31,955 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:37:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.6714, loss: 0.6714 2023-12-23 22:52:54,353 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:36:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 0.6568, loss: 0.6568 2023-12-23 22:53:16,942 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:36:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6544, loss: 0.6544 2023-12-23 22:53:39,561 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:36:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.6443, loss: 0.6443 2023-12-23 22:54:02,115 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:35:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.7462, loss: 0.7462 2023-12-23 22:54:24,579 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:35:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 0.6593, loss: 0.6593 2023-12-23 22:54:47,025 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:34:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.7267, loss: 0.7267 2023-12-23 22:55:09,530 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:34:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 0.6385, loss: 0.6385 2023-12-23 22:55:31,991 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:33:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.6770, loss: 0.6770 2023-12-23 22:55:54,594 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:33:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7274, loss: 0.7274 2023-12-23 22:56:17,115 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:33:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7228, loss: 0.7228 2023-12-23 22:56:39,693 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:32:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.6968, loss: 0.6968 2023-12-23 22:57:02,184 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:32:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7237, loss: 0.7237 2023-12-23 22:57:24,680 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:31:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.7434, loss: 0.7434 2023-12-23 22:57:47,073 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:31:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9862, loss_cls: 0.6983, loss: 0.6983 2023-12-23 22:58:09,545 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:31:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.6521, loss: 0.6521 2023-12-23 22:58:32,022 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:30:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.6926, loss: 0.6926 2023-12-23 22:58:33,842 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-23 22:59:52,625 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 22:59:52,693 - pyskl - INFO - top1_acc 0.7828 top5_acc 0.9639 2023-12-23 22:59:52,697 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7828, top5_acc: 0.9639 2023-12-23 23:00:34,026 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:30:48, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6089, loss: 0.6089 2023-12-23 23:00:56,503 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:30:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.5760, loss: 0.5760 2023-12-23 23:01:18,947 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:29:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 0.5906, loss: 0.5906 2023-12-23 23:01:41,363 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:29:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 0.7233, loss: 0.7233 2023-12-23 23:02:03,890 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:29:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.7248, loss: 0.7248 2023-12-23 23:02:26,395 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:28:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.6831, loss: 0.6831 2023-12-23 23:02:48,809 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:28:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7347, loss: 0.7347 2023-12-23 23:03:11,416 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:27:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9894, loss_cls: 0.6514, loss: 0.6514 2023-12-23 23:03:33,958 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:27:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.7154, loss: 0.7154 2023-12-23 23:03:56,512 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:27:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.6809, loss: 0.6809 2023-12-23 23:04:18,998 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:26:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.6862, loss: 0.6862 2023-12-23 23:04:41,560 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:26:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6295, loss: 0.6295 2023-12-23 23:05:04,058 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:25:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.6668, loss: 0.6668 2023-12-23 23:05:26,592 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:25:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.7497, loss: 0.7497 2023-12-23 23:05:49,066 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:25:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.7225, loss: 0.7225 2023-12-23 23:06:11,571 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:24:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 0.6594, loss: 0.6594 2023-12-23 23:06:34,055 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:24:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6753, loss: 0.6753 2023-12-23 23:06:56,493 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:23:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.7579, loss: 0.7579 2023-12-23 23:07:18,932 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:23:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.7028, loss: 0.7028 2023-12-23 23:07:41,392 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:23:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7081, loss: 0.7081 2023-12-23 23:08:03,842 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:22:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.6372, loss: 0.6372 2023-12-23 23:08:26,326 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:22:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.6893, loss: 0.6893 2023-12-23 23:08:48,771 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:21:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.7252, loss: 0.7252 2023-12-23 23:09:11,219 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:21:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7232, loss: 0.7232 2023-12-23 23:09:33,730 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:21:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.7179, loss: 0.7179 2023-12-23 23:09:35,567 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-23 23:10:53,822 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:10:53,894 - pyskl - INFO - top1_acc 0.7779 top5_acc 0.9605 2023-12-23 23:10:53,899 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7779, top5_acc: 0.9605 2023-12-23 23:11:34,911 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:21:04, time: 0.410, data_time: 0.186, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.5845, loss: 0.5845 2023-12-23 23:11:57,359 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:20:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.6033, loss: 0.6033 2023-12-23 23:12:19,862 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:20:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.6768, loss: 0.6768 2023-12-23 23:12:42,423 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:19:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.6001, loss: 0.6001 2023-12-23 23:13:04,945 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:19:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.6300, loss: 0.6300 2023-12-23 23:13:27,413 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:19:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.6793, loss: 0.6793 2023-12-23 23:13:49,957 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:18:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.6974, loss: 0.6974 2023-12-23 23:14:12,536 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:18:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.6582, loss: 0.6582 2023-12-23 23:14:35,075 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:17:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7358, loss: 0.7358 2023-12-23 23:14:57,589 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:17:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.6776, loss: 0.6776 2023-12-23 23:15:20,039 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:17:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.6694, loss: 0.6694 2023-12-23 23:15:42,744 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:16:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.6674, loss: 0.6674 2023-12-23 23:16:05,133 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:16:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 0.6683, loss: 0.6683 2023-12-23 23:16:27,597 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:15:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.6870, loss: 0.6870 2023-12-23 23:16:50,155 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:15:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.6969, loss: 0.6969 2023-12-23 23:17:12,695 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:14:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.7218, loss: 0.7218 2023-12-23 23:17:35,141 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:14:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7209, loss: 0.7209 2023-12-23 23:17:57,573 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:14:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.7766, loss: 0.7766 2023-12-23 23:18:19,974 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:13:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 0.7674, loss: 0.7674 2023-12-23 23:18:42,516 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:13:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 0.6342, loss: 0.6342 2023-12-23 23:19:05,014 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:12:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.6672, loss: 0.6672 2023-12-23 23:19:27,579 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:12:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.6969, loss: 0.6969 2023-12-23 23:19:50,076 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:12:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6500, loss: 0.6500 2023-12-23 23:20:12,525 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:11:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 0.6974, loss: 0.6974 2023-12-23 23:20:35,008 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:11:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7322, loss: 0.7322 2023-12-23 23:20:36,846 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-23 23:21:55,154 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:21:55,229 - pyskl - INFO - top1_acc 0.8015 top5_acc 0.9660 2023-12-23 23:21:55,233 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8015, top5_acc: 0.9660 2023-12-23 23:22:36,470 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:11:21, time: 0.412, data_time: 0.188, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9906, loss_cls: 0.6078, loss: 0.6078 2023-12-23 23:22:58,986 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:10:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6113, loss: 0.6113 2023-12-23 23:23:21,530 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:10:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.6529, loss: 0.6529 2023-12-23 23:23:43,997 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:10:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.6195, loss: 0.6195 2023-12-23 23:24:06,494 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:09:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9881, loss_cls: 0.6594, loss: 0.6594 2023-12-23 23:24:28,995 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:09:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.6348, loss: 0.6348 2023-12-23 23:24:51,427 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:08:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.6400, loss: 0.6400 2023-12-23 23:25:13,843 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:08:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.7209, loss: 0.7209 2023-12-23 23:25:36,301 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:08:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6467, loss: 0.6467 2023-12-23 23:25:58,800 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:07:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 0.6887, loss: 0.6887 2023-12-23 23:26:21,363 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:07:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6623, loss: 0.6623 2023-12-23 23:26:43,984 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:06:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.6886, loss: 0.6886 2023-12-23 23:27:06,685 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:06:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 0.6730, loss: 0.6730 2023-12-23 23:27:29,194 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:06:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 0.6675, loss: 0.6675 2023-12-23 23:27:51,768 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:05:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7068, loss: 0.7068 2023-12-23 23:28:14,329 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:05:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.6986, loss: 0.6986 2023-12-23 23:28:36,827 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:04:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 0.6374, loss: 0.6374 2023-12-23 23:28:59,311 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:04:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7104, loss: 0.7104 2023-12-23 23:29:21,785 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:04:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.6532, loss: 0.6532 2023-12-23 23:29:44,413 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:03:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 0.6731, loss: 0.6731 2023-12-23 23:30:07,047 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:03:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 0.6971, loss: 0.6971 2023-12-23 23:30:29,599 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:02:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9750, loss_cls: 0.6805, loss: 0.6805 2023-12-23 23:30:52,109 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:02:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7107, loss: 0.7107 2023-12-23 23:31:14,615 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:02:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6698, loss: 0.6698 2023-12-23 23:31:37,127 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:01:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.7553, loss: 0.7553 2023-12-23 23:31:38,951 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-23 23:32:57,094 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:32:57,164 - pyskl - INFO - top1_acc 0.6671 top5_acc 0.9168 2023-12-23 23:32:57,168 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.6671, top5_acc: 0.9168 2023-12-23 23:33:38,542 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:01:39, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6507, loss: 0.6507 2023-12-23 23:34:01,167 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:01:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9912, loss_cls: 0.5876, loss: 0.5876 2023-12-23 23:34:23,647 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:00:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.6816, loss: 0.6816 2023-12-23 23:34:46,112 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:00:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 0.5897, loss: 0.5897 2023-12-23 23:35:08,695 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:00:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.6608, loss: 0.6608 2023-12-23 23:35:31,198 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 14:59:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6310, loss: 0.6310 2023-12-23 23:35:53,810 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 14:59:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 0.6363, loss: 0.6363 2023-12-23 23:36:16,364 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 14:58:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 0.6318, loss: 0.6318 2023-12-23 23:36:38,951 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 14:58:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.6591, loss: 0.6591 2023-12-23 23:37:01,480 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 14:58:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6215, loss: 0.6215 2023-12-23 23:37:24,012 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 14:57:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 0.6857, loss: 0.6857 2023-12-23 23:37:46,643 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 14:57:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 0.6764, loss: 0.6764 2023-12-23 23:38:09,154 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 14:56:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.5973, loss: 0.5973 2023-12-23 23:38:31,642 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 14:56:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6702, loss: 0.6702 2023-12-23 23:38:54,059 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 14:55:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7178, loss: 0.7178 2023-12-23 23:39:16,548 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 14:55:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.6930, loss: 0.6930 2023-12-23 23:39:39,110 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 14:55:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 0.6651, loss: 0.6651 2023-12-23 23:40:01,543 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 14:54:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7482, loss: 0.7482 2023-12-23 23:40:24,136 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 14:54:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.6650, loss: 0.6650 2023-12-23 23:40:46,783 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 14:53:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6726, loss: 0.6726 2023-12-23 23:41:09,323 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 14:53:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.6807, loss: 0.6807 2023-12-23 23:41:31,834 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 14:53:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 0.7833, loss: 0.7833 2023-12-23 23:41:54,477 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 14:52:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7073, loss: 0.7073 2023-12-23 23:42:16,983 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 14:52:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.6578, loss: 0.6578 2023-12-23 23:42:39,520 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 14:51:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7080, loss: 0.7080 2023-12-23 23:42:41,344 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-23 23:43:59,732 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:43:59,802 - pyskl - INFO - top1_acc 0.8094 top5_acc 0.9674 2023-12-23 23:43:59,806 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_50.pth was removed 2023-12-23 23:43:59,949 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. 2023-12-23 23:43:59,950 - pyskl - INFO - Best top1_acc is 0.8094 at 58 epoch. 2023-12-23 23:43:59,954 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8094, top5_acc: 0.9674 2023-12-23 23:44:41,126 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 14:51:57, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.6319, loss: 0.6319 2023-12-23 23:45:03,832 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 14:51:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.6511, loss: 0.6511 2023-12-23 23:45:26,280 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 14:51:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9844, loss_cls: 0.7430, loss: 0.7430 2023-12-23 23:45:48,825 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 14:50:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6178, loss: 0.6178 2023-12-23 23:46:11,278 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 14:50:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.6777, loss: 0.6777 2023-12-23 23:46:33,684 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 14:49:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.7040, loss: 0.7040 2023-12-23 23:46:56,221 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 14:49:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7120, loss: 0.7120 2023-12-23 23:47:18,730 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 14:49:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 0.6444, loss: 0.6444 2023-12-23 23:47:41,343 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 14:48:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 0.6215, loss: 0.6215 2023-12-23 23:48:03,787 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 14:48:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.6871, loss: 0.6871 2023-12-23 23:48:26,246 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 14:47:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.6891, loss: 0.6891 2023-12-23 23:48:48,753 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 14:47:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.6336, loss: 0.6336 2023-12-23 23:49:11,250 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 14:47:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 0.6658, loss: 0.6658 2023-12-23 23:49:33,704 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 14:46:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6627, loss: 0.6627 2023-12-23 23:49:56,307 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 14:46:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 0.6100, loss: 0.6100 2023-12-23 23:50:18,916 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 14:45:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.6813, loss: 0.6813 2023-12-23 23:50:41,572 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 14:45:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 0.6076, loss: 0.6076 2023-12-23 23:51:04,009 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 14:45:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.6788, loss: 0.6788 2023-12-23 23:51:26,514 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:44:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.6307, loss: 0.6307 2023-12-23 23:51:49,082 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:44:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.6532, loss: 0.6532 2023-12-23 23:52:11,734 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:43:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.6933, loss: 0.6933 2023-12-23 23:52:34,388 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:43:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 0.6830, loss: 0.6830 2023-12-23 23:52:56,878 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:43:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.7070, loss: 0.7070 2023-12-23 23:53:19,446 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:42:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.6783, loss: 0.6783 2023-12-23 23:53:42,039 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:42:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.6957, loss: 0.6957 2023-12-23 23:53:43,865 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-23 23:55:02,203 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-23 23:55:02,277 - pyskl - INFO - top1_acc 0.8218 top5_acc 0.9705 2023-12-23 23:55:02,281 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_58.pth was removed 2023-12-23 23:55:02,446 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. 2023-12-23 23:55:02,446 - pyskl - INFO - Best top1_acc is 0.8218 at 59 epoch. 2023-12-23 23:55:02,450 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8218, top5_acc: 0.9705 2023-12-23 23:55:43,917 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:42:16, time: 0.415, data_time: 0.187, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.5836, loss: 0.5836 2023-12-23 23:56:06,446 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:41:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.6407, loss: 0.6407 2023-12-23 23:56:28,956 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:41:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.5905, loss: 0.5905 2023-12-23 23:56:51,521 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:41:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 0.6218, loss: 0.6218 2023-12-23 23:57:14,189 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:40:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.6826, loss: 0.6826 2023-12-23 23:57:36,598 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:40:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.6501, loss: 0.6501 2023-12-23 23:57:59,112 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:39:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.6912, loss: 0.6912 2023-12-23 23:58:21,732 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:39:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5595, loss: 0.5595 2023-12-23 23:58:44,244 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:39:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.5671, loss: 0.5671 2023-12-23 23:59:06,662 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:38:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 0.6618, loss: 0.6618 2023-12-23 23:59:29,128 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:38:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.6557, loss: 0.6557 2023-12-23 23:59:51,723 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:37:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 0.7097, loss: 0.7097 2023-12-24 00:00:14,245 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:37:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6215, loss: 0.6215 2023-12-24 00:00:36,804 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:37:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6388, loss: 0.6388 2023-12-24 00:00:59,331 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:36:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.6550, loss: 0.6550 2023-12-24 00:01:21,879 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:36:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.6571, loss: 0.6571 2023-12-24 00:01:44,465 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:35:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.6728, loss: 0.6728 2023-12-24 00:02:07,014 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:35:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.6698, loss: 0.6698 2023-12-24 00:02:29,587 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:34:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 0.6741, loss: 0.6741 2023-12-24 00:02:52,210 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:34:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.6620, loss: 0.6620 2023-12-24 00:03:14,857 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:34:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.6380, loss: 0.6380 2023-12-24 00:03:37,405 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:33:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7005, loss: 0.7005 2023-12-24 00:03:59,892 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:33:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.7377, loss: 0.7377 2023-12-24 00:04:22,490 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:32:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 0.6129, loss: 0.6129 2023-12-24 00:04:45,020 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:32:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.6981, loss: 0.6981 2023-12-24 00:04:46,835 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-24 00:06:05,038 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:06:05,107 - pyskl - INFO - top1_acc 0.7746 top5_acc 0.9549 2023-12-24 00:06:05,110 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7746, top5_acc: 0.9549 2023-12-24 00:06:46,155 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:32:34, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5652, loss: 0.5652 2023-12-24 00:07:08,680 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:32:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 0.6122, loss: 0.6122 2023-12-24 00:07:31,331 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:31:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5490, loss: 0.5490 2023-12-24 00:07:53,932 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:31:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.5970, loss: 0.5970 2023-12-24 00:08:16,389 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:30:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.6637, loss: 0.6637 2023-12-24 00:08:38,994 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:30:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6469, loss: 0.6469 2023-12-24 00:09:01,478 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:30:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6196, loss: 0.6196 2023-12-24 00:09:23,877 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:29:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.6652, loss: 0.6652 2023-12-24 00:09:46,291 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:29:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6324, loss: 0.6324 2023-12-24 00:10:08,757 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:28:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7431, loss: 0.7431 2023-12-24 00:10:31,174 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:28:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.6719, loss: 0.6719 2023-12-24 00:10:53,626 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:28:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.6366, loss: 0.6366 2023-12-24 00:11:16,055 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:27:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7158, loss: 0.7158 2023-12-24 00:11:38,594 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:27:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.6719, loss: 0.6719 2023-12-24 00:12:01,015 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:26:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 0.6415, loss: 0.6415 2023-12-24 00:12:23,465 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:26:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 0.6283, loss: 0.6283 2023-12-24 00:12:45,922 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:26:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.6453, loss: 0.6453 2023-12-24 00:13:08,418 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:25:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.6881, loss: 0.6881 2023-12-24 00:13:30,979 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:25:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.6743, loss: 0.6743 2023-12-24 00:13:53,511 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:24:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.5831, loss: 0.5831 2023-12-24 00:14:15,999 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:24:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 0.6143, loss: 0.6143 2023-12-24 00:14:38,469 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:24:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.6060, loss: 0.6060 2023-12-24 00:15:00,960 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:23:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7040, loss: 0.7040 2023-12-24 00:15:23,498 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:23:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7112, loss: 0.7112 2023-12-24 00:15:46,099 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:22:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.6920, loss: 0.6920 2023-12-24 00:15:48,020 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-24 00:17:06,604 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:17:06,675 - pyskl - INFO - top1_acc 0.8025 top5_acc 0.9661 2023-12-24 00:17:06,679 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8025, top5_acc: 0.9661 2023-12-24 00:17:47,427 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:22:50, time: 0.407, data_time: 0.182, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.5861, loss: 0.5861 2023-12-24 00:18:10,001 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:22:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 0.6175, loss: 0.6175 2023-12-24 00:18:32,475 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:22:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.5919, loss: 0.5919 2023-12-24 00:18:55,055 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:21:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.5701, loss: 0.5701 2023-12-24 00:19:17,572 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:21:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6038, loss: 0.6038 2023-12-24 00:19:40,211 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:20:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6191, loss: 0.6191 2023-12-24 00:20:02,810 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:20:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.5753, loss: 0.5753 2023-12-24 00:20:25,424 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:20:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.6693, loss: 0.6693 2023-12-24 00:20:47,894 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:19:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.7152, loss: 0.7152 2023-12-24 00:21:10,376 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:19:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 0.6078, loss: 0.6078 2023-12-24 00:21:32,910 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:18:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.6323, loss: 0.6323 2023-12-24 00:21:55,482 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:18:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6533, loss: 0.6533 2023-12-24 00:22:18,049 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:18:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6412, loss: 0.6412 2023-12-24 00:22:40,575 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:17:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.6007, loss: 0.6007 2023-12-24 00:23:03,051 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:17:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6169, loss: 0.6169 2023-12-24 00:23:25,607 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:16:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6017, loss: 0.6017 2023-12-24 00:23:48,089 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:16:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.6730, loss: 0.6730 2023-12-24 00:24:10,769 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:15:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6173, loss: 0.6173 2023-12-24 00:24:33,358 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:15:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6361, loss: 0.6361 2023-12-24 00:24:55,817 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:15:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6382, loss: 0.6382 2023-12-24 00:25:18,410 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:14:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.6642, loss: 0.6642 2023-12-24 00:25:41,014 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:14:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7163, loss: 0.7163 2023-12-24 00:26:03,549 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:13:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 0.7149, loss: 0.7149 2023-12-24 00:26:26,053 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:13:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.6898, loss: 0.6898 2023-12-24 00:26:48,590 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:13:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6202, loss: 0.6202 2023-12-24 00:26:50,439 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-24 00:28:08,463 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:28:08,533 - pyskl - INFO - top1_acc 0.8211 top5_acc 0.9699 2023-12-24 00:28:08,537 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8211, top5_acc: 0.9699 2023-12-24 00:28:49,756 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:13:09, time: 0.412, data_time: 0.185, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.5702, loss: 0.5702 2023-12-24 00:29:12,330 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:12:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.5695, loss: 0.5695 2023-12-24 00:29:34,940 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:12:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6147, loss: 0.6147 2023-12-24 00:29:57,577 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:11:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.5673, loss: 0.5673 2023-12-24 00:30:20,201 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:11:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6165, loss: 0.6165 2023-12-24 00:30:42,770 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:11:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.5683, loss: 0.5683 2023-12-24 00:31:05,313 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:10:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 0.6295, loss: 0.6295 2023-12-24 00:31:27,914 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:10:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.6368, loss: 0.6368 2023-12-24 00:31:50,374 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:09:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9944, loss_cls: 0.5729, loss: 0.5729 2023-12-24 00:32:12,882 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:09:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 0.6402, loss: 0.6402 2023-12-24 00:32:35,365 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:09:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6380, loss: 0.6380 2023-12-24 00:32:57,975 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:08:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.6605, loss: 0.6605 2023-12-24 00:33:20,526 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:08:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6685, loss: 0.6685 2023-12-24 00:33:42,939 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:07:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.6742, loss: 0.6742 2023-12-24 00:34:05,440 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:07:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.6934, loss: 0.6934 2023-12-24 00:34:27,929 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:07:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.6643, loss: 0.6643 2023-12-24 00:34:50,342 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:06:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.5990, loss: 0.5990 2023-12-24 00:35:13,037 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:06:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.5657, loss: 0.5657 2023-12-24 00:35:35,542 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:05:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.6938, loss: 0.6938 2023-12-24 00:35:58,062 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:05:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.6710, loss: 0.6710 2023-12-24 00:36:20,661 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:05:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.6626, loss: 0.6626 2023-12-24 00:36:43,245 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:04:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.6599, loss: 0.6599 2023-12-24 00:37:05,878 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:04:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.6280, loss: 0.6280 2023-12-24 00:37:28,397 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:03:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6371, loss: 0.6371 2023-12-24 00:37:50,830 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:03:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.6648, loss: 0.6648 2023-12-24 00:37:52,638 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-24 00:39:10,962 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:39:11,031 - pyskl - INFO - top1_acc 0.8153 top5_acc 0.9693 2023-12-24 00:39:11,035 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8153, top5_acc: 0.9693 2023-12-24 00:39:52,437 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:03:28, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.5639, loss: 0.5639 2023-12-24 00:40:14,872 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:03:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 0.6010, loss: 0.6010 2023-12-24 00:40:37,414 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:02:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.5994, loss: 0.5994 2023-12-24 00:41:00,054 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:02:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9919, loss_cls: 0.5717, loss: 0.5717 2023-12-24 00:41:22,632 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:01:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9888, loss_cls: 0.5943, loss: 0.5943 2023-12-24 00:41:45,163 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:01:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.5814, loss: 0.5814 2023-12-24 00:42:07,728 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:01:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.5946, loss: 0.5946 2023-12-24 00:42:30,377 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:00:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.6686, loss: 0.6686 2023-12-24 00:42:52,888 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:00:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.6222, loss: 0.6222 2023-12-24 00:43:15,264 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 13:59:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.6633, loss: 0.6633 2023-12-24 00:43:37,807 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 13:59:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6424, loss: 0.6424 2023-12-24 00:44:00,346 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 13:59:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.6592, loss: 0.6592 2023-12-24 00:44:22,922 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 13:58:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 0.5881, loss: 0.5881 2023-12-24 00:44:45,387 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 13:58:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.6917, loss: 0.6917 2023-12-24 00:45:07,869 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 13:57:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6436, loss: 0.6436 2023-12-24 00:45:30,319 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 13:57:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.6410, loss: 0.6410 2023-12-24 00:45:52,898 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 13:57:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.6666, loss: 0.6666 2023-12-24 00:46:15,478 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 13:56:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6199, loss: 0.6199 2023-12-24 00:46:37,930 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 13:56:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 0.6389, loss: 0.6389 2023-12-24 00:47:00,406 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 13:55:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.6167, loss: 0.6167 2023-12-24 00:47:22,937 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 13:55:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.6522, loss: 0.6522 2023-12-24 00:47:45,393 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 13:55:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6601, loss: 0.6601 2023-12-24 00:48:08,038 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 13:54:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.6629, loss: 0.6629 2023-12-24 00:48:30,512 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 13:54:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.6816, loss: 0.6816 2023-12-24 00:48:53,000 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 13:53:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.6513, loss: 0.6513 2023-12-24 00:48:54,878 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-24 00:50:13,581 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 00:50:13,651 - pyskl - INFO - top1_acc 0.7850 top5_acc 0.9655 2023-12-24 00:50:13,655 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.7850, top5_acc: 0.9655 2023-12-24 00:50:54,383 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 13:53:45, time: 0.407, data_time: 0.182, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.5554, loss: 0.5554 2023-12-24 00:51:16,876 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 13:53:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5716, loss: 0.5716 2023-12-24 00:51:39,367 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 13:52:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5946, loss: 0.5946 2023-12-24 00:52:01,811 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 13:52:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9888, loss_cls: 0.6429, loss: 0.6429 2023-12-24 00:52:24,424 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 13:52:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5547, loss: 0.5547 2023-12-24 00:52:47,029 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 13:51:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.5575, loss: 0.5575 2023-12-24 00:53:09,511 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 13:51:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.6064, loss: 0.6064 2023-12-24 00:53:32,113 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 13:50:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.6605, loss: 0.6605 2023-12-24 00:53:54,582 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 13:50:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.6483, loss: 0.6483 2023-12-24 00:54:17,147 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 13:50:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 0.5475, loss: 0.5475 2023-12-24 00:54:39,679 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 13:49:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6343, loss: 0.6343 2023-12-24 00:55:02,230 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 13:49:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6020, loss: 0.6020 2023-12-24 00:55:24,858 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 13:48:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6201, loss: 0.6201 2023-12-24 00:55:47,463 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 13:48:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 0.5942, loss: 0.5942 2023-12-24 00:56:10,068 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 13:48:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6362, loss: 0.6362 2023-12-24 00:56:32,551 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 13:47:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.5855, loss: 0.5855 2023-12-24 00:56:54,987 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 13:47:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 0.6428, loss: 0.6428 2023-12-24 00:57:17,435 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 13:46:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.6557, loss: 0.6557 2023-12-24 00:57:39,970 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 13:46:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 0.6365, loss: 0.6365 2023-12-24 00:58:02,494 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 13:46:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6522, loss: 0.6522 2023-12-24 00:58:25,004 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 13:45:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6132, loss: 0.6132 2023-12-24 00:58:47,595 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 13:45:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5923, loss: 0.5923 2023-12-24 00:59:10,099 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 13:44:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6322, loss: 0.6322 2023-12-24 00:59:32,624 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 13:44:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.6762, loss: 0.6762 2023-12-24 00:59:55,085 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 13:44:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6007, loss: 0.6007 2023-12-24 00:59:56,853 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-24 01:01:15,687 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:01:15,758 - pyskl - INFO - top1_acc 0.7984 top5_acc 0.9639 2023-12-24 01:01:15,763 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.7984, top5_acc: 0.9639 2023-12-24 01:01:56,696 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 13:44:02, time: 0.409, data_time: 0.183, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6103, loss: 0.6103 2023-12-24 01:02:19,225 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 13:43:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5328, loss: 0.5328 2023-12-24 01:02:41,622 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 13:43:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.5540, loss: 0.5540 2023-12-24 01:03:04,082 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 13:42:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 0.6035, loss: 0.6035 2023-12-24 01:03:26,652 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 13:42:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.6180, loss: 0.6180 2023-12-24 01:03:49,055 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:42:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 0.6117, loss: 0.6117 2023-12-24 01:04:11,633 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:41:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.6897, loss: 0.6897 2023-12-24 01:04:34,153 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:41:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6240, loss: 0.6240 2023-12-24 01:04:56,705 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:40:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.6599, loss: 0.6599 2023-12-24 01:05:19,323 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:40:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6125, loss: 0.6125 2023-12-24 01:05:41,895 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:40:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6120, loss: 0.6120 2023-12-24 01:06:04,412 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:39:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.5753, loss: 0.5753 2023-12-24 01:06:27,061 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:39:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6510, loss: 0.6510 2023-12-24 01:06:49,714 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:38:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5655, loss: 0.5655 2023-12-24 01:07:12,208 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:38:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5701, loss: 0.5701 2023-12-24 01:07:34,861 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:38:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.5957, loss: 0.5957 2023-12-24 01:07:57,314 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:37:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6221, loss: 0.6221 2023-12-24 01:08:19,820 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:37:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6245, loss: 0.6245 2023-12-24 01:08:42,316 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:36:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.6005, loss: 0.6005 2023-12-24 01:09:04,751 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:36:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6196, loss: 0.6196 2023-12-24 01:09:27,188 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:36:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 0.6244, loss: 0.6244 2023-12-24 01:09:49,696 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:35:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6164, loss: 0.6164 2023-12-24 01:10:12,319 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:35:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9906, loss_cls: 0.6003, loss: 0.6003 2023-12-24 01:10:34,969 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:34:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.5687, loss: 0.5687 2023-12-24 01:10:57,481 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:34:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.6553, loss: 0.6553 2023-12-24 01:10:59,323 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-24 01:12:17,336 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:12:17,406 - pyskl - INFO - top1_acc 0.7954 top5_acc 0.9677 2023-12-24 01:12:17,409 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.7954, top5_acc: 0.9677 2023-12-24 01:12:58,841 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:34:21, time: 0.414, data_time: 0.190, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.5780, loss: 0.5780 2023-12-24 01:13:21,294 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:33:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5545, loss: 0.5545 2023-12-24 01:13:43,933 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:33:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 0.5850, loss: 0.5850 2023-12-24 01:14:06,500 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:33:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.5495, loss: 0.5495 2023-12-24 01:14:29,157 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:32:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.6561, loss: 0.6561 2023-12-24 01:14:51,687 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:32:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.6300, loss: 0.6300 2023-12-24 01:15:14,241 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:31:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.5694, loss: 0.5694 2023-12-24 01:15:36,940 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:31:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.6387, loss: 0.6387 2023-12-24 01:15:59,498 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:31:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.6079, loss: 0.6079 2023-12-24 01:16:21,911 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:30:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 0.6544, loss: 0.6544 2023-12-24 01:16:44,440 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:30:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.5735, loss: 0.5735 2023-12-24 01:17:07,040 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:29:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6001, loss: 0.6001 2023-12-24 01:17:29,536 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:29:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.5851, loss: 0.5851 2023-12-24 01:17:52,104 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:29:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9906, loss_cls: 0.6294, loss: 0.6294 2023-12-24 01:18:14,664 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:28:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 0.6934, loss: 0.6934 2023-12-24 01:18:37,221 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:28:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.6211, loss: 0.6211 2023-12-24 01:18:59,813 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:27:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6017, loss: 0.6017 2023-12-24 01:19:22,364 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:27:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.5916, loss: 0.5916 2023-12-24 01:19:44,800 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:27:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.5902, loss: 0.5902 2023-12-24 01:20:07,291 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:26:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6357, loss: 0.6357 2023-12-24 01:20:29,839 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:26:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5537, loss: 0.5537 2023-12-24 01:20:52,492 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:25:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.5596, loss: 0.5596 2023-12-24 01:21:15,133 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:25:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.6311, loss: 0.6311 2023-12-24 01:21:37,805 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:25:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9888, loss_cls: 0.6227, loss: 0.6227 2023-12-24 01:22:00,352 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:24:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.6313, loss: 0.6313 2023-12-24 01:22:02,171 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-24 01:23:20,477 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:23:20,547 - pyskl - INFO - top1_acc 0.8179 top5_acc 0.9660 2023-12-24 01:23:20,550 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8179, top5_acc: 0.9660 2023-12-24 01:24:01,875 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:24:40, time: 0.413, data_time: 0.186, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 0.5793, loss: 0.5793 2023-12-24 01:24:24,321 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:24:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.6008, loss: 0.6008 2023-12-24 01:24:46,732 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:23:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5685, loss: 0.5685 2023-12-24 01:25:09,234 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:23:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5297, loss: 0.5297 2023-12-24 01:25:31,688 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:23:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 0.5796, loss: 0.5796 2023-12-24 01:25:54,160 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:22:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5430, loss: 0.5430 2023-12-24 01:26:16,643 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:22:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5997, loss: 0.5997 2023-12-24 01:26:39,088 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:21:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6186, loss: 0.6186 2023-12-24 01:27:01,614 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:21:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6103, loss: 0.6103 2023-12-24 01:27:24,132 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:21:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.5272, loss: 0.5272 2023-12-24 01:27:46,672 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:20:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.6090, loss: 0.6090 2023-12-24 01:28:09,199 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:20:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.5631, loss: 0.5631 2023-12-24 01:28:31,668 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:19:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6076, loss: 0.6076 2023-12-24 01:28:54,101 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:19:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6233, loss: 0.6233 2023-12-24 01:29:16,591 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:19:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9931, loss_cls: 0.5785, loss: 0.5785 2023-12-24 01:29:39,078 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:18:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6077, loss: 0.6077 2023-12-24 01:30:01,599 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:18:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.6756, loss: 0.6756 2023-12-24 01:30:24,071 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:17:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 0.6179, loss: 0.6179 2023-12-24 01:30:46,542 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:17:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.5929, loss: 0.5929 2023-12-24 01:31:09,034 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:17:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 0.5702, loss: 0.5702 2023-12-24 01:31:31,531 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:16:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5900, loss: 0.5900 2023-12-24 01:31:54,033 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:16:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6038, loss: 0.6038 2023-12-24 01:32:16,481 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:15:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6135, loss: 0.6135 2023-12-24 01:32:38,929 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:15:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6250, loss: 0.6250 2023-12-24 01:33:01,408 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:15:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6477, loss: 0.6477 2023-12-24 01:33:03,268 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-24 01:34:21,329 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:34:21,402 - pyskl - INFO - top1_acc 0.8228 top5_acc 0.9720 2023-12-24 01:34:21,407 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_59.pth was removed 2023-12-24 01:34:21,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2023-12-24 01:34:21,562 - pyskl - INFO - Best top1_acc is 0.8228 at 68 epoch. 2023-12-24 01:34:21,566 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8228, top5_acc: 0.9720 2023-12-24 01:35:03,073 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:14:57, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 0.5237, loss: 0.5237 2023-12-24 01:35:25,614 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:14:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5324, loss: 0.5324 2023-12-24 01:35:48,133 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:14:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 0.6186, loss: 0.6186 2023-12-24 01:36:10,608 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:13:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.5581, loss: 0.5581 2023-12-24 01:36:33,100 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:13:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5695, loss: 0.5695 2023-12-24 01:36:55,559 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:12:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.5561, loss: 0.5561 2023-12-24 01:37:17,980 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:12:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.5313, loss: 0.5313 2023-12-24 01:37:40,421 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:12:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5085, loss: 0.5085 2023-12-24 01:38:02,880 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:11:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.6011, loss: 0.6011 2023-12-24 01:38:25,294 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:11:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.6536, loss: 0.6536 2023-12-24 01:38:47,743 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:10:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6264, loss: 0.6264 2023-12-24 01:39:10,166 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:10:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6404, loss: 0.6404 2023-12-24 01:39:32,684 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:10:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9906, loss_cls: 0.5887, loss: 0.5887 2023-12-24 01:39:55,112 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:09:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5356, loss: 0.5356 2023-12-24 01:40:17,693 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:09:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.5716, loss: 0.5716 2023-12-24 01:40:40,229 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:08:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.6063, loss: 0.6063 2023-12-24 01:41:02,663 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:08:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.5989, loss: 0.5989 2023-12-24 01:41:25,054 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:08:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 0.6216, loss: 0.6216 2023-12-24 01:41:47,486 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:07:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5580, loss: 0.5580 2023-12-24 01:42:09,918 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:07:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6058, loss: 0.6058 2023-12-24 01:42:32,434 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:06:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.6221, loss: 0.6221 2023-12-24 01:42:54,930 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:06:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 0.5890, loss: 0.5890 2023-12-24 01:43:17,463 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:06:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.5603, loss: 0.5603 2023-12-24 01:43:39,950 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:05:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.5741, loss: 0.5741 2023-12-24 01:44:02,381 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:05:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 0.6456, loss: 0.6456 2023-12-24 01:44:04,300 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-24 01:45:22,593 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:45:22,663 - pyskl - INFO - top1_acc 0.8024 top5_acc 0.9660 2023-12-24 01:45:22,667 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8024, top5_acc: 0.9660 2023-12-24 01:46:03,819 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:05:13, time: 0.411, data_time: 0.187, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.5831, loss: 0.5831 2023-12-24 01:46:26,395 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:04:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.5901, loss: 0.5901 2023-12-24 01:46:48,913 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:04:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9812, loss_cls: 0.5630, loss: 0.5630 2023-12-24 01:47:11,406 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:04:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.5858, loss: 0.5858 2023-12-24 01:47:33,915 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:03:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.5074, loss: 0.5074 2023-12-24 01:47:56,314 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:03:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.5275, loss: 0.5275 2023-12-24 01:48:18,696 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:02:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6161, loss: 0.6161 2023-12-24 01:48:41,176 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:02:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 0.5652, loss: 0.5652 2023-12-24 01:49:03,736 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:02:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6078, loss: 0.6078 2023-12-24 01:49:26,206 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:01:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6132, loss: 0.6132 2023-12-24 01:49:48,592 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:01:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6119, loss: 0.6119 2023-12-24 01:50:11,033 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:00:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.5805, loss: 0.5805 2023-12-24 01:50:33,500 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:00:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5353, loss: 0.5353 2023-12-24 01:50:55,937 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:00:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 0.5420, loss: 0.5420 2023-12-24 01:51:18,351 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 12:59:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.5925, loss: 0.5925 2023-12-24 01:51:40,835 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 12:59:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5462, loss: 0.5462 2023-12-24 01:52:03,269 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 12:58:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.5735, loss: 0.5735 2023-12-24 01:52:25,695 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 12:58:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.5920, loss: 0.5920 2023-12-24 01:52:48,279 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 12:57:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.6357, loss: 0.6357 2023-12-24 01:53:10,869 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 12:57:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 0.5761, loss: 0.5761 2023-12-24 01:53:33,501 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 12:57:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5250, loss: 0.5250 2023-12-24 01:53:55,957 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 12:56:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.5992, loss: 0.5992 2023-12-24 01:54:18,487 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 12:56:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.5910, loss: 0.5910 2023-12-24 01:54:40,937 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 12:55:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 0.6275, loss: 0.6275 2023-12-24 01:55:03,485 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 12:55:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.5513, loss: 0.5513 2023-12-24 01:55:05,356 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-24 01:56:23,814 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 01:56:23,886 - pyskl - INFO - top1_acc 0.8162 top5_acc 0.9677 2023-12-24 01:56:23,890 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8162, top5_acc: 0.9677 2023-12-24 01:57:04,947 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 12:55:30, time: 0.411, data_time: 0.184, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5625, loss: 0.5625 2023-12-24 01:57:27,515 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 12:55:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 0.5193, loss: 0.5193 2023-12-24 01:57:50,055 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 12:54:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.5742, loss: 0.5742 2023-12-24 01:58:12,512 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 12:54:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.5671, loss: 0.5671 2023-12-24 01:58:34,940 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 12:53:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.5478, loss: 0.5478 2023-12-24 01:58:57,311 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 12:53:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.5383, loss: 0.5383 2023-12-24 01:59:19,764 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 12:53:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.5462, loss: 0.5462 2023-12-24 01:59:42,321 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 12:52:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6107, loss: 0.6107 2023-12-24 02:00:04,759 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 12:52:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5562, loss: 0.5562 2023-12-24 02:00:27,288 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 12:51:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5310, loss: 0.5310 2023-12-24 02:00:49,823 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 12:51:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.5857, loss: 0.5857 2023-12-24 02:01:12,392 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 12:51:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.5726, loss: 0.5726 2023-12-24 02:01:34,925 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 12:50:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.5463, loss: 0.5463 2023-12-24 02:01:57,486 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 12:50:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6132, loss: 0.6132 2023-12-24 02:02:19,942 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 12:49:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5212, loss: 0.5212 2023-12-24 02:02:42,471 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 12:49:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.5528, loss: 0.5528 2023-12-24 02:03:04,959 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 12:49:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6102, loss: 0.6102 2023-12-24 02:03:27,504 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 12:48:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.6065, loss: 0.6065 2023-12-24 02:03:49,984 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 12:48:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.6540, loss: 0.6540 2023-12-24 02:04:12,461 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 12:47:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.5721, loss: 0.5721 2023-12-24 02:04:34,968 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 12:47:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.5970, loss: 0.5970 2023-12-24 02:04:57,446 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 12:47:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.6389, loss: 0.6389 2023-12-24 02:05:19,849 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 12:46:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 0.5947, loss: 0.5947 2023-12-24 02:05:42,285 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 12:46:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6199, loss: 0.6199 2023-12-24 02:06:04,678 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 12:45:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.6033, loss: 0.6033 2023-12-24 02:06:06,463 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-24 02:07:24,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:07:24,922 - pyskl - INFO - top1_acc 0.8247 top5_acc 0.9689 2023-12-24 02:07:24,926 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_68.pth was removed 2023-12-24 02:07:25,071 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2023-12-24 02:07:25,072 - pyskl - INFO - Best top1_acc is 0.8247 at 71 epoch. 2023-12-24 02:07:25,076 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8247, top5_acc: 0.9689 2023-12-24 02:08:06,214 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 12:45:47, time: 0.411, data_time: 0.186, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 0.4550, loss: 0.4550 2023-12-24 02:08:28,701 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 12:45:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5502, loss: 0.5502 2023-12-24 02:08:51,277 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 12:44:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5131, loss: 0.5131 2023-12-24 02:09:13,741 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 12:44:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.5194, loss: 0.5194 2023-12-24 02:09:36,121 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:44:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5559, loss: 0.5559 2023-12-24 02:09:58,695 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:43:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.5542, loss: 0.5542 2023-12-24 02:10:21,252 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:43:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.5926, loss: 0.5926 2023-12-24 02:10:43,765 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:42:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 0.5676, loss: 0.5676 2023-12-24 02:11:06,154 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:42:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6053, loss: 0.6053 2023-12-24 02:11:28,673 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:42:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.5869, loss: 0.5869 2023-12-24 02:11:51,218 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:41:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.5696, loss: 0.5696 2023-12-24 02:12:13,763 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:41:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.5600, loss: 0.5600 2023-12-24 02:12:36,298 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:40:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5194, loss: 0.5194 2023-12-24 02:12:58,785 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:40:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.6051, loss: 0.6051 2023-12-24 02:13:21,387 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:40:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.5773, loss: 0.5773 2023-12-24 02:13:43,987 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:39:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 0.5911, loss: 0.5911 2023-12-24 02:14:06,619 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:39:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.5812, loss: 0.5812 2023-12-24 02:14:29,199 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:38:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5027, loss: 0.5027 2023-12-24 02:14:51,657 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:38:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.5893, loss: 0.5893 2023-12-24 02:15:14,214 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:38:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 0.6372, loss: 0.6372 2023-12-24 02:15:36,753 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:37:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.5944, loss: 0.5944 2023-12-24 02:15:59,232 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:37:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 0.6043, loss: 0.6043 2023-12-24 02:16:21,758 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:36:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.5943, loss: 0.5943 2023-12-24 02:16:44,250 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:36:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6137, loss: 0.6137 2023-12-24 02:17:06,728 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:36:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6236, loss: 0.6236 2023-12-24 02:17:08,637 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-24 02:18:26,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:18:26,992 - pyskl - INFO - top1_acc 0.8133 top5_acc 0.9722 2023-12-24 02:18:26,996 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8133, top5_acc: 0.9722 2023-12-24 02:19:08,146 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:36:04, time: 0.411, data_time: 0.186, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5385, loss: 0.5385 2023-12-24 02:19:30,598 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:35:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.4713, loss: 0.4713 2023-12-24 02:19:53,045 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:35:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.5424, loss: 0.5424 2023-12-24 02:20:15,551 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:34:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5336, loss: 0.5336 2023-12-24 02:20:37,961 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:34:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.5390, loss: 0.5390 2023-12-24 02:21:00,426 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:34:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5793, loss: 0.5793 2023-12-24 02:21:22,859 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:33:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 0.5625, loss: 0.5625 2023-12-24 02:21:45,427 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:33:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 0.5471, loss: 0.5471 2023-12-24 02:22:07,904 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:32:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.5738, loss: 0.5738 2023-12-24 02:22:30,509 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:32:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5510, loss: 0.5510 2023-12-24 02:22:52,955 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:32:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 0.6189, loss: 0.6189 2023-12-24 02:23:15,392 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:31:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.5340, loss: 0.5340 2023-12-24 02:23:37,860 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:31:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 0.5209, loss: 0.5209 2023-12-24 02:24:00,377 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:30:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.5575, loss: 0.5575 2023-12-24 02:24:22,913 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:30:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5497, loss: 0.5497 2023-12-24 02:24:45,412 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:30:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 0.5449, loss: 0.5449 2023-12-24 02:25:07,864 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:29:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 0.5615, loss: 0.5615 2023-12-24 02:25:30,435 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:29:16, time: 0.226, data_time: 0.001, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.5771, loss: 0.5771 2023-12-24 02:25:52,862 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:28:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.5588, loss: 0.5588 2023-12-24 02:26:15,330 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:28:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.5916, loss: 0.5916 2023-12-24 02:26:37,858 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:28:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.5775, loss: 0.5775 2023-12-24 02:27:00,420 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:27:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9931, loss_cls: 0.5436, loss: 0.5436 2023-12-24 02:27:22,877 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:27:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5721, loss: 0.5721 2023-12-24 02:27:45,406 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:26:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5677, loss: 0.5677 2023-12-24 02:28:07,914 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:26:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.5594, loss: 0.5594 2023-12-24 02:28:09,794 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-24 02:29:28,194 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:29:28,266 - pyskl - INFO - top1_acc 0.7919 top5_acc 0.9626 2023-12-24 02:29:28,270 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.7919, top5_acc: 0.9626 2023-12-24 02:30:09,589 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:26:22, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 0.5067, loss: 0.5067 2023-12-24 02:30:32,178 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:25:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.4940, loss: 0.4940 2023-12-24 02:30:54,827 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:25:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 0.5084, loss: 0.5084 2023-12-24 02:31:17,348 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:25:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.5572, loss: 0.5572 2023-12-24 02:31:39,887 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:24:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 0.6001, loss: 0.6001 2023-12-24 02:32:02,362 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:24:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.4981, loss: 0.4981 2023-12-24 02:32:25,048 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:23:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9944, loss_cls: 0.5143, loss: 0.5143 2023-12-24 02:32:47,662 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:23:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5214, loss: 0.5214 2023-12-24 02:33:10,171 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:23:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.5781, loss: 0.5781 2023-12-24 02:33:32,676 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:22:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5687, loss: 0.5687 2023-12-24 02:33:55,346 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:22:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.5104, loss: 0.5104 2023-12-24 02:34:17,992 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:21:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5163, loss: 0.5163 2023-12-24 02:34:40,501 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:21:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.5635, loss: 0.5635 2023-12-24 02:35:03,025 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:21:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5251, loss: 0.5251 2023-12-24 02:35:25,514 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:20:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5396, loss: 0.5396 2023-12-24 02:35:48,059 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:20:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5112, loss: 0.5112 2023-12-24 02:36:10,602 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:19:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5804, loss: 0.5804 2023-12-24 02:36:32,996 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:19:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.5994, loss: 0.5994 2023-12-24 02:36:55,458 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:19:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.5721, loss: 0.5721 2023-12-24 02:37:17,928 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:18:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5331, loss: 0.5331 2023-12-24 02:37:40,436 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:18:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.6482, loss: 0.6482 2023-12-24 02:38:02,997 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:17:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5451, loss: 0.5451 2023-12-24 02:38:25,640 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:17:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.5782, loss: 0.5782 2023-12-24 02:38:48,074 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:17:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5340, loss: 0.5340 2023-12-24 02:39:10,481 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:16:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 0.5135, loss: 0.5135 2023-12-24 02:39:12,281 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-24 02:40:30,736 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:40:30,809 - pyskl - INFO - top1_acc 0.8097 top5_acc 0.9711 2023-12-24 02:40:30,813 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8097, top5_acc: 0.9711 2023-12-24 02:41:12,301 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:16:40, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4433, loss: 0.4433 2023-12-24 02:41:34,744 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:16:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4627, loss: 0.4627 2023-12-24 02:41:57,202 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:15:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.5414, loss: 0.5414 2023-12-24 02:42:19,733 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:15:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5014, loss: 0.5014 2023-12-24 02:42:42,385 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:15:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.4998, loss: 0.4998 2023-12-24 02:43:04,892 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:14:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5049, loss: 0.5049 2023-12-24 02:43:27,350 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:14:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 0.5207, loss: 0.5207 2023-12-24 02:43:49,792 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:13:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5000, loss: 0.5000 2023-12-24 02:44:12,323 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:13:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5279, loss: 0.5279 2023-12-24 02:44:34,925 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:13:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.5798, loss: 0.5798 2023-12-24 02:44:57,434 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:12:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5622, loss: 0.5622 2023-12-24 02:45:19,961 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:12:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 0.5268, loss: 0.5268 2023-12-24 02:45:42,373 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:11:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5166, loss: 0.5166 2023-12-24 02:46:05,032 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:11:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.5637, loss: 0.5637 2023-12-24 02:46:27,543 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:11:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 0.5210, loss: 0.5210 2023-12-24 02:46:50,182 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:10:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5316, loss: 0.5316 2023-12-24 02:47:12,668 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:10:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5139, loss: 0.5139 2023-12-24 02:47:35,205 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:09:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.5829, loss: 0.5829 2023-12-24 02:47:57,813 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:09:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.5352, loss: 0.5352 2023-12-24 02:48:20,217 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:09:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5356, loss: 0.5356 2023-12-24 02:48:42,705 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:08:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.6259, loss: 0.6259 2023-12-24 02:49:05,171 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:08:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.5823, loss: 0.5823 2023-12-24 02:49:27,591 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:07:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5393, loss: 0.5393 2023-12-24 02:49:50,170 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:07:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 0.5810, loss: 0.5810 2023-12-24 02:50:12,514 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:07:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6009, loss: 0.6009 2023-12-24 02:50:14,330 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-24 02:51:32,481 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 02:51:32,551 - pyskl - INFO - top1_acc 0.8176 top5_acc 0.9687 2023-12-24 02:51:32,555 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8176, top5_acc: 0.9687 2023-12-24 02:52:14,176 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:06:58, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5224, loss: 0.5224 2023-12-24 02:52:36,645 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:06:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5085, loss: 0.5085 2023-12-24 02:52:59,118 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:06:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 0.5253, loss: 0.5253 2023-12-24 02:53:21,587 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:05:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5295, loss: 0.5295 2023-12-24 02:53:44,089 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:05:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.5450, loss: 0.5450 2023-12-24 02:54:06,541 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:04:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.5325, loss: 0.5325 2023-12-24 02:54:29,256 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:04:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.5516, loss: 0.5516 2023-12-24 02:54:51,761 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:04:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.5701, loss: 0.5701 2023-12-24 02:55:14,337 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:03:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 0.5298, loss: 0.5298 2023-12-24 02:55:36,889 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:03:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.5526, loss: 0.5526 2023-12-24 02:55:59,470 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:02:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5091, loss: 0.5091 2023-12-24 02:56:22,067 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:02:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.4970, loss: 0.4970 2023-12-24 02:56:44,627 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:02:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5129, loss: 0.5129 2023-12-24 02:57:07,082 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:01:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.5537, loss: 0.5537 2023-12-24 02:57:29,486 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:01:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9925, loss_cls: 0.5340, loss: 0.5340 2023-12-24 02:57:51,976 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:01:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5358, loss: 0.5358 2023-12-24 02:58:14,377 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:00:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5394, loss: 0.5394 2023-12-24 02:58:36,803 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:00:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6111, loss: 0.6111 2023-12-24 02:58:59,238 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 11:59:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 0.5586, loss: 0.5586 2023-12-24 02:59:21,653 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 11:59:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5077, loss: 0.5077 2023-12-24 02:59:44,192 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 11:59:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.5710, loss: 0.5710 2023-12-24 03:00:06,785 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 11:58:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.5687, loss: 0.5687 2023-12-24 03:00:29,259 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 11:58:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.5877, loss: 0.5877 2023-12-24 03:00:51,879 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 11:57:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5808, loss: 0.5808 2023-12-24 03:01:14,539 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 11:57:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 0.5501, loss: 0.5501 2023-12-24 03:01:16,401 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-24 03:02:34,752 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:02:34,824 - pyskl - INFO - top1_acc 0.8340 top5_acc 0.9736 2023-12-24 03:02:34,829 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_71.pth was removed 2023-12-24 03:02:34,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. 2023-12-24 03:02:34,995 - pyskl - INFO - Best top1_acc is 0.8340 at 76 epoch. 2023-12-24 03:02:34,999 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8340, top5_acc: 0.9736 2023-12-24 03:03:16,190 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 11:57:16, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5082, loss: 0.5082 2023-12-24 03:03:38,675 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 11:56:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.4770, loss: 0.4770 2023-12-24 03:04:01,069 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 11:56:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5009, loss: 0.5009 2023-12-24 03:04:23,569 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 11:56:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.5117, loss: 0.5117 2023-12-24 03:04:45,944 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 11:55:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.5816, loss: 0.5816 2023-12-24 03:05:08,441 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 11:55:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5015, loss: 0.5015 2023-12-24 03:05:30,946 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 11:54:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5029, loss: 0.5029 2023-12-24 03:05:53,456 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 11:54:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4795, loss: 0.4795 2023-12-24 03:06:15,976 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 11:54:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5463, loss: 0.5463 2023-12-24 03:06:38,423 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 11:53:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.4878, loss: 0.4878 2023-12-24 03:07:00,923 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 11:53:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.4867, loss: 0.4867 2023-12-24 03:07:23,425 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 11:52:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.4678, loss: 0.4678 2023-12-24 03:07:45,941 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 11:52:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.5770, loss: 0.5770 2023-12-24 03:08:08,406 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 11:52:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.5654, loss: 0.5654 2023-12-24 03:08:31,022 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 11:51:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.5728, loss: 0.5728 2023-12-24 03:08:53,595 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 11:51:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.4824, loss: 0.4824 2023-12-24 03:09:16,081 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 11:50:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5097, loss: 0.5097 2023-12-24 03:09:38,565 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 11:50:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 0.5759, loss: 0.5759 2023-12-24 03:10:01,123 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 11:50:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.5551, loss: 0.5551 2023-12-24 03:10:23,540 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 11:49:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4705, loss: 0.4705 2023-12-24 03:10:45,972 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 11:49:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.5462, loss: 0.5462 2023-12-24 03:11:08,530 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 11:48:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.4976, loss: 0.4976 2023-12-24 03:11:31,081 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 11:48:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5369, loss: 0.5369 2023-12-24 03:11:53,615 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 11:48:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4741, loss: 0.4741 2023-12-24 03:12:16,139 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 11:47:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.5594, loss: 0.5594 2023-12-24 03:12:17,985 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-24 03:13:36,598 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:13:36,673 - pyskl - INFO - top1_acc 0.8370 top5_acc 0.9707 2023-12-24 03:13:36,678 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_76.pth was removed 2023-12-24 03:13:36,843 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. 2023-12-24 03:13:36,844 - pyskl - INFO - Best top1_acc is 0.8370 at 77 epoch. 2023-12-24 03:13:36,848 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8370, top5_acc: 0.9707 2023-12-24 03:14:18,094 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 11:47:33, time: 0.412, data_time: 0.187, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.4924, loss: 0.4924 2023-12-24 03:14:40,510 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 11:47:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.4899, loss: 0.4899 2023-12-24 03:15:02,872 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 11:46:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5220, loss: 0.5220 2023-12-24 03:15:25,427 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 11:46:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.4972, loss: 0.4972 2023-12-24 03:15:48,074 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:45:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4967, loss: 0.4967 2023-12-24 03:16:10,657 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:45:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4837, loss: 0.4837 2023-12-24 03:16:33,148 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:45:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.4609, loss: 0.4609 2023-12-24 03:16:55,721 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:44:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5423, loss: 0.5423 2023-12-24 03:17:18,222 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:44:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5368, loss: 0.5368 2023-12-24 03:17:40,727 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:43:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5412, loss: 0.5412 2023-12-24 03:18:03,248 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:43:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9912, loss_cls: 0.5647, loss: 0.5647 2023-12-24 03:18:25,740 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:43:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5276, loss: 0.5276 2023-12-24 03:18:48,255 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:42:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5138, loss: 0.5138 2023-12-24 03:19:10,867 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:42:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5133, loss: 0.5133 2023-12-24 03:19:33,488 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:41:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.4841, loss: 0.4841 2023-12-24 03:19:56,016 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:41:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 0.5683, loss: 0.5683 2023-12-24 03:20:18,586 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:41:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5253, loss: 0.5253 2023-12-24 03:20:41,081 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:40:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5403, loss: 0.5403 2023-12-24 03:21:03,535 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:40:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5083, loss: 0.5083 2023-12-24 03:21:25,961 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:40:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5380, loss: 0.5380 2023-12-24 03:21:48,456 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:39:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4997, loss: 0.4997 2023-12-24 03:22:10,971 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:39:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5297, loss: 0.5297 2023-12-24 03:22:33,517 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:38:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5011, loss: 0.5011 2023-12-24 03:22:56,001 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:38:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9781, loss_cls: 0.5646, loss: 0.5646 2023-12-24 03:23:18,480 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:38:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.5468, loss: 0.5468 2023-12-24 03:23:20,262 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-24 03:24:38,486 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:24:38,560 - pyskl - INFO - top1_acc 0.8171 top5_acc 0.9681 2023-12-24 03:24:38,564 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8171, top5_acc: 0.9681 2023-12-24 03:25:20,023 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:37:52, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 0.5093, loss: 0.5093 2023-12-24 03:25:42,443 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:37:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 0.4501, loss: 0.4501 2023-12-24 03:26:04,957 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:37:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4035, loss: 0.4035 2023-12-24 03:26:27,488 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:36:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5210, loss: 0.5210 2023-12-24 03:26:49,940 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:36:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4517, loss: 0.4517 2023-12-24 03:27:12,513 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:35:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.4844, loss: 0.4844 2023-12-24 03:27:34,950 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:35:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5314, loss: 0.5314 2023-12-24 03:27:57,425 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:35:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 0.5831, loss: 0.5831 2023-12-24 03:28:20,002 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:34:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.4693, loss: 0.4693 2023-12-24 03:28:42,408 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:34:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5438, loss: 0.5438 2023-12-24 03:29:04,949 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:33:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.5777, loss: 0.5777 2023-12-24 03:29:27,473 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:33:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.4906, loss: 0.4906 2023-12-24 03:29:49,964 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:33:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.5609, loss: 0.5609 2023-12-24 03:30:12,451 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:32:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5367, loss: 0.5367 2023-12-24 03:30:34,955 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:32:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.4902, loss: 0.4902 2023-12-24 03:30:57,350 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:31:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4850, loss: 0.4850 2023-12-24 03:31:19,735 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:31:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.4916, loss: 0.4916 2023-12-24 03:31:42,155 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:31:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5327, loss: 0.5327 2023-12-24 03:32:04,679 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:30:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.4658, loss: 0.4658 2023-12-24 03:32:27,161 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:30:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.5265, loss: 0.5265 2023-12-24 03:32:49,778 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:29:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.5684, loss: 0.5684 2023-12-24 03:33:12,283 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:29:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5285, loss: 0.5285 2023-12-24 03:33:34,730 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:29:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.5712, loss: 0.5712 2023-12-24 03:33:57,188 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:28:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 0.5127, loss: 0.5127 2023-12-24 03:34:19,775 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:28:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5480, loss: 0.5480 2023-12-24 03:34:21,669 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-24 03:35:39,778 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:35:39,851 - pyskl - INFO - top1_acc 0.8321 top5_acc 0.9723 2023-12-24 03:35:39,855 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8321, top5_acc: 0.9723 2023-12-24 03:36:21,441 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:28:09, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.5135, loss: 0.5135 2023-12-24 03:36:44,078 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:27:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4767, loss: 0.4767 2023-12-24 03:37:06,642 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:27:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4382, loss: 0.4382 2023-12-24 03:37:29,132 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:26:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4738, loss: 0.4738 2023-12-24 03:37:51,577 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:26:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9875, loss_cls: 0.4662, loss: 0.4662 2023-12-24 03:38:14,042 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:26:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5141, loss: 0.5141 2023-12-24 03:38:36,547 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:25:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4781, loss: 0.4781 2023-12-24 03:38:58,990 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:25:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.4745, loss: 0.4745 2023-12-24 03:39:21,487 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:24:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4296, loss: 0.4296 2023-12-24 03:39:43,973 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:24:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5224, loss: 0.5224 2023-12-24 03:40:06,495 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:24:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 0.5082, loss: 0.5082 2023-12-24 03:40:29,029 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:23:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 0.5393, loss: 0.5393 2023-12-24 03:40:51,517 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:23:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.4838, loss: 0.4838 2023-12-24 03:41:14,118 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:22:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.5379, loss: 0.5379 2023-12-24 03:41:36,612 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:22:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4423, loss: 0.4423 2023-12-24 03:41:59,078 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:22:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5392, loss: 0.5392 2023-12-24 03:42:21,633 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:21:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.5511, loss: 0.5511 2023-12-24 03:42:44,127 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:21:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5355, loss: 0.5355 2023-12-24 03:43:06,617 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:21:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.4612, loss: 0.4612 2023-12-24 03:43:29,118 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:20:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4826, loss: 0.4826 2023-12-24 03:43:51,660 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:20:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.5322, loss: 0.5322 2023-12-24 03:44:14,229 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:19:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.5103, loss: 0.5103 2023-12-24 03:44:36,781 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:19:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5052, loss: 0.5052 2023-12-24 03:44:59,305 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:19:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4989, loss: 0.4989 2023-12-24 03:45:21,777 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:18:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 0.5574, loss: 0.5574 2023-12-24 03:45:23,596 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-24 03:46:41,873 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:46:41,943 - pyskl - INFO - top1_acc 0.7496 top5_acc 0.9421 2023-12-24 03:46:41,948 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.7496, top5_acc: 0.9421 2023-12-24 03:47:23,387 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:18:27, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.4740, loss: 0.4740 2023-12-24 03:47:45,876 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:18:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.4599, loss: 0.4599 2023-12-24 03:48:08,440 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:17:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.4685, loss: 0.4685 2023-12-24 03:48:30,912 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:17:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4322, loss: 0.4322 2023-12-24 03:48:53,475 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:16:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4674, loss: 0.4674 2023-12-24 03:49:16,017 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:16:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5023, loss: 0.5023 2023-12-24 03:49:38,519 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:16:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 0.5043, loss: 0.5043 2023-12-24 03:50:00,966 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:15:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.4996, loss: 0.4996 2023-12-24 03:50:23,455 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:15:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5125, loss: 0.5125 2023-12-24 03:50:45,919 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:14:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 0.5036, loss: 0.5036 2023-12-24 03:51:08,408 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:14:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.4930, loss: 0.4930 2023-12-24 03:51:30,904 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:14:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.4858, loss: 0.4858 2023-12-24 03:51:53,420 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:13:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.4965, loss: 0.4965 2023-12-24 03:52:15,848 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:13:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4805, loss: 0.4805 2023-12-24 03:52:38,409 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:12:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4828, loss: 0.4828 2023-12-24 03:53:00,901 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:12:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.4939, loss: 0.4939 2023-12-24 03:53:23,412 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:12:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.5092, loss: 0.5092 2023-12-24 03:53:45,969 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:11:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.5244, loss: 0.5244 2023-12-24 03:54:08,500 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:11:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 0.5376, loss: 0.5376 2023-12-24 03:54:30,873 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:10:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 0.5155, loss: 0.5155 2023-12-24 03:54:53,331 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:10:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.5322, loss: 0.5322 2023-12-24 03:55:15,874 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:10:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5083, loss: 0.5083 2023-12-24 03:55:38,516 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:09:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.4607, loss: 0.4607 2023-12-24 03:56:00,995 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:09:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 0.4655, loss: 0.4655 2023-12-24 03:56:23,513 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:08:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 0.5329, loss: 0.5329 2023-12-24 03:56:25,309 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-24 03:57:43,507 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 03:57:43,578 - pyskl - INFO - top1_acc 0.8399 top5_acc 0.9746 2023-12-24 03:57:43,582 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_77.pth was removed 2023-12-24 03:57:43,741 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. 2023-12-24 03:57:43,741 - pyskl - INFO - Best top1_acc is 0.8399 at 81 epoch. 2023-12-24 03:57:43,745 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8399, top5_acc: 0.9746 2023-12-24 03:58:25,139 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:08:45, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 0.4291, loss: 0.4291 2023-12-24 03:58:47,635 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:08:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4532, loss: 0.4532 2023-12-24 03:59:10,198 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:07:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.4325, loss: 0.4325 2023-12-24 03:59:32,541 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:07:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.4768, loss: 0.4768 2023-12-24 03:59:54,986 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:07:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.4864, loss: 0.4864 2023-12-24 04:00:17,526 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:06:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 0.4422, loss: 0.4422 2023-12-24 04:00:39,949 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:06:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 0.4569, loss: 0.4569 2023-12-24 04:01:02,452 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:05:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.4898, loss: 0.4898 2023-12-24 04:01:24,964 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:05:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4722, loss: 0.4722 2023-12-24 04:01:47,500 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:05:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4288, loss: 0.4288 2023-12-24 04:02:10,051 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:04:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.4981, loss: 0.4981 2023-12-24 04:02:32,492 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:04:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.4755, loss: 0.4755 2023-12-24 04:02:54,867 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:03:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5241, loss: 0.5241 2023-12-24 04:03:17,368 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:03:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5149, loss: 0.5149 2023-12-24 04:03:39,990 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:03:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 0.4736, loss: 0.4736 2023-12-24 04:04:02,489 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:02:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.5137, loss: 0.5137 2023-12-24 04:04:24,955 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:02:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5552, loss: 0.5552 2023-12-24 04:04:47,446 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:02:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.4828, loss: 0.4828 2023-12-24 04:05:09,984 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:01:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.4978, loss: 0.4978 2023-12-24 04:05:32,393 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:01:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5023, loss: 0.5023 2023-12-24 04:05:54,815 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:00:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5000, loss: 0.5000 2023-12-24 04:06:17,208 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:00:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4698, loss: 0.4698 2023-12-24 04:06:39,672 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:00:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.5507, loss: 0.5507 2023-12-24 04:07:02,071 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 10:59:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 0.5018, loss: 0.5018 2023-12-24 04:07:24,488 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 10:59:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4958, loss: 0.4958 2023-12-24 04:07:26,374 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-24 04:08:44,648 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:08:44,720 - pyskl - INFO - top1_acc 0.8348 top5_acc 0.9726 2023-12-24 04:08:44,724 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8348, top5_acc: 0.9726 2023-12-24 04:09:26,876 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 10:59:03, time: 0.421, data_time: 0.196, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 0.4609, loss: 0.4609 2023-12-24 04:09:49,370 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 10:58:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4025, loss: 0.4025 2023-12-24 04:10:11,770 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 10:58:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 0.4865, loss: 0.4865 2023-12-24 04:10:34,271 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 10:57:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4302, loss: 0.4302 2023-12-24 04:10:56,780 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 10:57:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.4848, loss: 0.4848 2023-12-24 04:11:19,206 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 10:57:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4390, loss: 0.4390 2023-12-24 04:11:41,695 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 10:56:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4305, loss: 0.4305 2023-12-24 04:12:04,111 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 10:56:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.4825, loss: 0.4825 2023-12-24 04:12:26,562 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 10:55:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.4971, loss: 0.4971 2023-12-24 04:12:49,105 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 10:55:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.4532, loss: 0.4532 2023-12-24 04:13:11,643 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 10:55:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.4444, loss: 0.4444 2023-12-24 04:13:34,153 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 10:54:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4796, loss: 0.4796 2023-12-24 04:13:56,610 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 10:54:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5060, loss: 0.5060 2023-12-24 04:14:19,135 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 10:53:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5028, loss: 0.5028 2023-12-24 04:14:41,614 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 10:53:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.5066, loss: 0.5066 2023-12-24 04:15:04,176 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 10:53:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4983, loss: 0.4983 2023-12-24 04:15:26,822 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 10:52:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4543, loss: 0.4543 2023-12-24 04:15:49,336 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 10:52:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.4855, loss: 0.4855 2023-12-24 04:16:11,887 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 10:51:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.4820, loss: 0.4820 2023-12-24 04:16:34,497 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 10:51:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.4497, loss: 0.4497 2023-12-24 04:16:56,977 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 10:51:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5263, loss: 0.5263 2023-12-24 04:17:19,499 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 10:50:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.4903, loss: 0.4903 2023-12-24 04:17:42,165 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 10:50:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4753, loss: 0.4753 2023-12-24 04:18:04,642 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 10:49:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.5694, loss: 0.5694 2023-12-24 04:18:27,152 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 10:49:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5276, loss: 0.5276 2023-12-24 04:18:28,982 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-24 04:19:47,276 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:19:47,347 - pyskl - INFO - top1_acc 0.8090 top5_acc 0.9656 2023-12-24 04:19:47,351 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8090, top5_acc: 0.9656 2023-12-24 04:20:28,673 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 10:49:21, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9881, loss_cls: 0.3896, loss: 0.3896 2023-12-24 04:20:51,145 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 10:48:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4201, loss: 0.4201 2023-12-24 04:21:13,642 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 10:48:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.4638, loss: 0.4638 2023-12-24 04:21:36,096 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 10:48:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.4416, loss: 0.4416 2023-12-24 04:21:58,586 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 10:47:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.4397, loss: 0.4397 2023-12-24 04:22:21,094 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 10:47:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4589, loss: 0.4589 2023-12-24 04:22:43,534 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 10:46:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4161, loss: 0.4161 2023-12-24 04:23:06,036 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:46:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 0.5142, loss: 0.5142 2023-12-24 04:23:28,583 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:46:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.4516, loss: 0.4516 2023-12-24 04:23:51,095 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:45:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.4941, loss: 0.4941 2023-12-24 04:24:13,657 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:45:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4393, loss: 0.4393 2023-12-24 04:24:36,335 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:44:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.4382, loss: 0.4382 2023-12-24 04:24:58,868 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:44:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4739, loss: 0.4739 2023-12-24 04:25:21,464 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:44:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9944, loss_cls: 0.4653, loss: 0.4653 2023-12-24 04:25:44,063 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:43:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.5486, loss: 0.5486 2023-12-24 04:26:06,539 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:43:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5229, loss: 0.5229 2023-12-24 04:26:29,090 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:43:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4852, loss: 0.4852 2023-12-24 04:26:51,579 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:42:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.4947, loss: 0.4947 2023-12-24 04:27:14,135 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:42:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4591, loss: 0.4591 2023-12-24 04:27:36,653 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:41:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 0.4461, loss: 0.4461 2023-12-24 04:27:59,194 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:41:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.4636, loss: 0.4636 2023-12-24 04:28:21,813 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:41:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 0.5080, loss: 0.5080 2023-12-24 04:28:44,319 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:40:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.4991, loss: 0.4991 2023-12-24 04:29:06,794 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:40:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5525, loss: 0.5525 2023-12-24 04:29:29,281 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:39:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.4936, loss: 0.4936 2023-12-24 04:29:31,157 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-24 04:30:49,307 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:30:49,381 - pyskl - INFO - top1_acc 0.8431 top5_acc 0.9716 2023-12-24 04:30:49,385 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_81.pth was removed 2023-12-24 04:30:49,548 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. 2023-12-24 04:30:49,549 - pyskl - INFO - Best top1_acc is 0.8431 at 84 epoch. 2023-12-24 04:30:49,553 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8431, top5_acc: 0.9716 2023-12-24 04:31:30,821 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:39:39, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4577, loss: 0.4577 2023-12-24 04:31:53,271 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:39:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4068, loss: 0.4068 2023-12-24 04:32:15,778 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:38:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4241, loss: 0.4241 2023-12-24 04:32:38,290 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:38:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4296, loss: 0.4296 2023-12-24 04:33:00,879 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:38:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4290, loss: 0.4290 2023-12-24 04:33:23,364 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:37:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.4382, loss: 0.4382 2023-12-24 04:33:45,851 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:37:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3789, loss: 0.3789 2023-12-24 04:34:08,255 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:36:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4610, loss: 0.4610 2023-12-24 04:34:30,744 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:36:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.4157, loss: 0.4157 2023-12-24 04:34:53,241 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:36:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4646, loss: 0.4646 2023-12-24 04:35:15,718 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:35:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4415, loss: 0.4415 2023-12-24 04:35:38,131 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:35:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.4759, loss: 0.4759 2023-12-24 04:36:00,639 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:34:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.4616, loss: 0.4616 2023-12-24 04:36:23,208 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:34:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.4741, loss: 0.4741 2023-12-24 04:36:45,708 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:34:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.4503, loss: 0.4503 2023-12-24 04:37:08,106 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:33:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5026, loss: 0.5026 2023-12-24 04:37:30,706 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:33:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.4953, loss: 0.4953 2023-12-24 04:37:53,227 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:32:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.4929, loss: 0.4929 2023-12-24 04:38:15,630 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:32:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4711, loss: 0.4711 2023-12-24 04:38:38,169 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:32:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.4760, loss: 0.4760 2023-12-24 04:39:00,660 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:31:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.4881, loss: 0.4881 2023-12-24 04:39:23,157 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:31:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 0.4866, loss: 0.4866 2023-12-24 04:39:45,584 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:30:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9950, loss_cls: 0.4818, loss: 0.4818 2023-12-24 04:40:07,997 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:30:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.4730, loss: 0.4730 2023-12-24 04:40:30,522 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:30:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.5502, loss: 0.5502 2023-12-24 04:40:32,356 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-24 04:41:50,756 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:41:50,829 - pyskl - INFO - top1_acc 0.8279 top5_acc 0.9700 2023-12-24 04:41:50,833 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8279, top5_acc: 0.9700 2023-12-24 04:42:32,213 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:29:56, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.4235, loss: 0.4235 2023-12-24 04:42:54,737 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:29:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3764, loss: 0.3764 2023-12-24 04:43:17,367 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:29:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.4274, loss: 0.4274 2023-12-24 04:43:39,873 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:28:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3847, loss: 0.3847 2023-12-24 04:44:02,393 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:28:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3873, loss: 0.3873 2023-12-24 04:44:24,904 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:27:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4101, loss: 0.4101 2023-12-24 04:44:47,386 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:27:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4319, loss: 0.4319 2023-12-24 04:45:09,890 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:27:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.4592, loss: 0.4592 2023-12-24 04:45:32,301 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:26:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4351, loss: 0.4351 2023-12-24 04:45:54,725 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:26:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.4458, loss: 0.4458 2023-12-24 04:46:17,273 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:25:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.3958, loss: 0.3958 2023-12-24 04:46:39,747 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:25:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.4903, loss: 0.4903 2023-12-24 04:47:02,251 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:25:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 0.4515, loss: 0.4515 2023-12-24 04:47:24,802 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:24:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5124, loss: 0.5124 2023-12-24 04:47:47,251 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:24:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4404, loss: 0.4404 2023-12-24 04:48:09,679 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:24:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.4752, loss: 0.4752 2023-12-24 04:48:32,127 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:23:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9825, loss_cls: 0.4898, loss: 0.4898 2023-12-24 04:48:54,597 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:23:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.4829, loss: 0.4829 2023-12-24 04:49:17,124 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:22:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.4831, loss: 0.4831 2023-12-24 04:49:39,648 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:22:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 0.4242, loss: 0.4242 2023-12-24 04:50:02,172 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:22:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 0.5075, loss: 0.5075 2023-12-24 04:50:24,537 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:21:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 0.4696, loss: 0.4696 2023-12-24 04:50:47,025 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:21:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.4452, loss: 0.4452 2023-12-24 04:51:09,508 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:20:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 0.4651, loss: 0.4651 2023-12-24 04:51:32,041 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:20:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4807, loss: 0.4807 2023-12-24 04:51:33,848 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-24 04:52:52,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 04:52:52,538 - pyskl - INFO - top1_acc 0.8274 top5_acc 0.9713 2023-12-24 04:52:52,542 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8274, top5_acc: 0.9713 2023-12-24 04:53:34,161 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:20:14, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.3802, loss: 0.3802 2023-12-24 04:53:56,594 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:19:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3798, loss: 0.3798 2023-12-24 04:54:19,113 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:19:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.4555, loss: 0.4555 2023-12-24 04:54:41,691 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:19:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4029, loss: 0.4029 2023-12-24 04:55:04,052 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:18:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3479, loss: 0.3479 2023-12-24 04:55:26,606 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:18:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4453, loss: 0.4453 2023-12-24 04:55:49,072 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:17:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9875, loss_cls: 0.4321, loss: 0.4321 2023-12-24 04:56:11,578 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:17:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4075, loss: 0.4075 2023-12-24 04:56:34,066 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:17:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4490, loss: 0.4490 2023-12-24 04:56:56,574 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:16:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.4552, loss: 0.4552 2023-12-24 04:57:19,124 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:16:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.5231, loss: 0.5231 2023-12-24 04:57:41,819 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:15:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4348, loss: 0.4348 2023-12-24 04:58:04,219 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:15:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4260, loss: 0.4260 2023-12-24 04:58:26,692 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:15:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5238, loss: 0.5238 2023-12-24 04:58:49,161 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:14:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.4641, loss: 0.4641 2023-12-24 04:59:11,760 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:14:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 0.4930, loss: 0.4930 2023-12-24 04:59:34,264 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:13:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.4679, loss: 0.4679 2023-12-24 04:59:56,767 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:13:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.4132, loss: 0.4132 2023-12-24 05:00:19,349 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:13:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4437, loss: 0.4437 2023-12-24 05:00:41,811 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:12:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5409, loss: 0.5409 2023-12-24 05:01:04,249 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:12:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4485, loss: 0.4485 2023-12-24 05:01:26,733 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:11:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.4527, loss: 0.4527 2023-12-24 05:01:49,231 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:11:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.4449, loss: 0.4449 2023-12-24 05:02:11,690 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:11:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.4587, loss: 0.4587 2023-12-24 05:02:34,323 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:10:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.3838, loss: 0.3838 2023-12-24 05:02:36,203 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-24 05:03:54,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:03:54,424 - pyskl - INFO - top1_acc 0.8439 top5_acc 0.9761 2023-12-24 05:03:54,428 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_84.pth was removed 2023-12-24 05:03:54,575 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. 2023-12-24 05:03:54,575 - pyskl - INFO - Best top1_acc is 0.8439 at 87 epoch. 2023-12-24 05:03:54,579 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8439, top5_acc: 0.9761 2023-12-24 05:04:36,050 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:10:32, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3511, loss: 0.3511 2023-12-24 05:04:58,545 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:10:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.3659, loss: 0.3659 2023-12-24 05:05:21,002 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:09:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.4238, loss: 0.4238 2023-12-24 05:05:43,695 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:09:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3889, loss: 0.3889 2023-12-24 05:06:06,212 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:08:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.4200, loss: 0.4200 2023-12-24 05:06:28,768 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:08:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.4469, loss: 0.4469 2023-12-24 05:06:51,303 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:08:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4022, loss: 0.4022 2023-12-24 05:07:13,754 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:07:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.4459, loss: 0.4459 2023-12-24 05:07:36,087 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:07:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.4335, loss: 0.4335 2023-12-24 05:07:58,529 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:06:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 0.4100, loss: 0.4100 2023-12-24 05:08:20,967 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:06:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4315, loss: 0.4315 2023-12-24 05:08:43,426 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:06:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.4271, loss: 0.4271 2023-12-24 05:09:06,025 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:05:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4596, loss: 0.4596 2023-12-24 05:09:28,621 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:05:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.4605, loss: 0.4605 2023-12-24 05:09:51,083 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:05:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.4421, loss: 0.4421 2023-12-24 05:10:13,557 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:04:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4474, loss: 0.4474 2023-12-24 05:10:36,167 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:04:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.4588, loss: 0.4588 2023-12-24 05:10:58,643 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:03:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 0.4575, loss: 0.4575 2023-12-24 05:11:21,150 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:03:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.4661, loss: 0.4661 2023-12-24 05:11:43,535 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:03:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.4709, loss: 0.4709 2023-12-24 05:12:06,036 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:02:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3856, loss: 0.3856 2023-12-24 05:12:28,498 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:02:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4390, loss: 0.4390 2023-12-24 05:12:51,070 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:01:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4467, loss: 0.4467 2023-12-24 05:13:13,588 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:01:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 0.4922, loss: 0.4922 2023-12-24 05:13:36,067 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:01:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 0.4692, loss: 0.4692 2023-12-24 05:13:37,993 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-24 05:14:56,236 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:14:56,307 - pyskl - INFO - top1_acc 0.8375 top5_acc 0.9714 2023-12-24 05:14:56,310 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8375, top5_acc: 0.9714 2023-12-24 05:15:37,772 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:00:50, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 0.4305, loss: 0.4305 2023-12-24 05:16:00,258 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:00:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3856, loss: 0.3856 2023-12-24 05:16:22,790 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:00:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4284, loss: 0.4284 2023-12-24 05:16:45,399 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 9:59:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.4195, loss: 0.4195 2023-12-24 05:17:07,929 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 9:59:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.3779, loss: 0.3779 2023-12-24 05:17:30,521 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 9:58:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.3871, loss: 0.3871 2023-12-24 05:17:53,044 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 9:58:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.4302, loss: 0.4302 2023-12-24 05:18:15,501 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 9:58:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 0.4175, loss: 0.4175 2023-12-24 05:18:38,040 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 9:57:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4616, loss: 0.4616 2023-12-24 05:19:00,551 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 9:57:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3733, loss: 0.3733 2023-12-24 05:19:23,091 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 9:56:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4131, loss: 0.4131 2023-12-24 05:19:45,662 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 9:56:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.3889, loss: 0.3889 2023-12-24 05:20:08,127 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 9:56:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3802, loss: 0.3802 2023-12-24 05:20:30,635 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 9:55:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3901, loss: 0.3901 2023-12-24 05:20:53,184 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 9:55:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3844, loss: 0.3844 2023-12-24 05:21:15,666 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 9:54:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4198, loss: 0.4198 2023-12-24 05:21:38,224 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 9:54:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4525, loss: 0.4525 2023-12-24 05:22:00,771 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 9:54:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4355, loss: 0.4355 2023-12-24 05:22:23,439 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 9:53:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.4849, loss: 0.4849 2023-12-24 05:22:45,937 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 9:53:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 0.4608, loss: 0.4608 2023-12-24 05:23:08,325 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 9:52:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4252, loss: 0.4252 2023-12-24 05:23:30,794 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 9:52:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.4599, loss: 0.4599 2023-12-24 05:23:53,320 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 9:52:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4088, loss: 0.4088 2023-12-24 05:24:15,759 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 9:51:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4269, loss: 0.4269 2023-12-24 05:24:38,298 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 9:51:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.4772, loss: 0.4772 2023-12-24 05:24:40,125 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-24 05:25:58,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:25:58,428 - pyskl - INFO - top1_acc 0.8322 top5_acc 0.9753 2023-12-24 05:25:58,432 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8322, top5_acc: 0.9753 2023-12-24 05:26:39,833 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 9:51:08, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 0.4039, loss: 0.4039 2023-12-24 05:27:02,421 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 9:50:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3782, loss: 0.3782 2023-12-24 05:27:25,003 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 9:50:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3911, loss: 0.3911 2023-12-24 05:27:47,656 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 9:49:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.3974, loss: 0.3974 2023-12-24 05:28:10,291 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 9:49:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.3957, loss: 0.3957 2023-12-24 05:28:32,799 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 9:49:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.3713, loss: 0.3713 2023-12-24 05:28:55,381 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 9:48:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3101, loss: 0.3101 2023-12-24 05:29:17,893 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 9:48:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.3970, loss: 0.3970 2023-12-24 05:29:40,409 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 9:47:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.4667, loss: 0.4667 2023-12-24 05:30:02,919 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:47:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4034, loss: 0.4034 2023-12-24 05:30:25,518 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:47:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4171, loss: 0.4171 2023-12-24 05:30:48,199 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:46:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.4107, loss: 0.4107 2023-12-24 05:31:10,773 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:46:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.4171, loss: 0.4171 2023-12-24 05:31:33,219 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:46:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.4221, loss: 0.4221 2023-12-24 05:31:55,751 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:45:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.4535, loss: 0.4535 2023-12-24 05:32:18,293 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:45:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 0.4253, loss: 0.4253 2023-12-24 05:32:40,798 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:44:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 0.3847, loss: 0.3847 2023-12-24 05:33:03,237 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:44:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 0.4556, loss: 0.4556 2023-12-24 05:33:25,727 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:44:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 0.3833, loss: 0.3833 2023-12-24 05:33:48,160 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:43:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.4634, loss: 0.4634 2023-12-24 05:34:10,659 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:43:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.4721, loss: 0.4721 2023-12-24 05:34:33,102 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:42:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.3991, loss: 0.3991 2023-12-24 05:34:55,689 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:42:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.4242, loss: 0.4242 2023-12-24 05:35:18,213 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:42:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4497, loss: 0.4497 2023-12-24 05:35:40,716 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:41:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.3882, loss: 0.3882 2023-12-24 05:35:42,555 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-24 05:37:00,982 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:37:01,053 - pyskl - INFO - top1_acc 0.8434 top5_acc 0.9729 2023-12-24 05:37:01,056 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8434, top5_acc: 0.9729 2023-12-24 05:37:42,617 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:41:27, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3085, loss: 0.3085 2023-12-24 05:38:05,068 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:41:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3395, loss: 0.3395 2023-12-24 05:38:27,595 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:40:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.3838, loss: 0.3838 2023-12-24 05:38:50,083 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:40:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3502, loss: 0.3502 2023-12-24 05:39:12,523 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:39:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3644, loss: 0.3644 2023-12-24 05:39:35,080 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:39:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.4244, loss: 0.4244 2023-12-24 05:39:57,606 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:39:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3874, loss: 0.3874 2023-12-24 05:40:20,134 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:38:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4341, loss: 0.4341 2023-12-24 05:40:42,735 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:38:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4217, loss: 0.4217 2023-12-24 05:41:05,305 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:37:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3687, loss: 0.3687 2023-12-24 05:41:27,905 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:37:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3663, loss: 0.3663 2023-12-24 05:41:50,315 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:37:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3946, loss: 0.3946 2023-12-24 05:42:12,849 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:36:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4008, loss: 0.4008 2023-12-24 05:42:35,367 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:36:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4256, loss: 0.4256 2023-12-24 05:42:57,936 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:35:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.4466, loss: 0.4466 2023-12-24 05:43:20,392 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:35:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.4345, loss: 0.4345 2023-12-24 05:43:42,905 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:35:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.4440, loss: 0.4440 2023-12-24 05:44:05,455 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:34:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4298, loss: 0.4298 2023-12-24 05:44:27,934 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:34:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 0.4231, loss: 0.4231 2023-12-24 05:44:50,384 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:33:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4175, loss: 0.4175 2023-12-24 05:45:12,932 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:33:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4106, loss: 0.4106 2023-12-24 05:45:35,418 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:33:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.3838, loss: 0.3838 2023-12-24 05:45:57,964 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:32:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4248, loss: 0.4248 2023-12-24 05:46:20,572 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:32:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.4564, loss: 0.4564 2023-12-24 05:46:43,154 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:31:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.3948, loss: 0.3948 2023-12-24 05:46:44,985 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-24 05:48:03,814 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:48:03,885 - pyskl - INFO - top1_acc 0.8280 top5_acc 0.9726 2023-12-24 05:48:03,889 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8280, top5_acc: 0.9726 2023-12-24 05:48:45,490 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:31:45, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.3712, loss: 0.3712 2023-12-24 05:49:08,043 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:31:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3502, loss: 0.3502 2023-12-24 05:49:30,570 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:30:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3323, loss: 0.3323 2023-12-24 05:49:52,970 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:30:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3533, loss: 0.3533 2023-12-24 05:50:15,588 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:30:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3499, loss: 0.3499 2023-12-24 05:50:38,006 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:29:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.3754, loss: 0.3754 2023-12-24 05:51:00,509 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:29:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 0.3476, loss: 0.3476 2023-12-24 05:51:22,960 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:28:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3851, loss: 0.3851 2023-12-24 05:51:45,348 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:28:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4058, loss: 0.4058 2023-12-24 05:52:07,804 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:28:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4016, loss: 0.4016 2023-12-24 05:52:30,376 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:27:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9850, loss_cls: 0.4461, loss: 0.4461 2023-12-24 05:52:52,794 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:27:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 0.4022, loss: 0.4022 2023-12-24 05:53:15,288 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:27:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3740, loss: 0.3740 2023-12-24 05:53:37,669 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:26:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4384, loss: 0.4384 2023-12-24 05:54:00,124 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:26:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 0.3584, loss: 0.3584 2023-12-24 05:54:22,640 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:25:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3617, loss: 0.3617 2023-12-24 05:54:45,136 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:25:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4320, loss: 0.4320 2023-12-24 05:55:07,603 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:25:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.4304, loss: 0.4304 2023-12-24 05:55:30,066 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:24:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.4492, loss: 0.4492 2023-12-24 05:55:52,434 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:24:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4272, loss: 0.4272 2023-12-24 05:56:14,892 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:23:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.4042, loss: 0.4042 2023-12-24 05:56:37,437 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:23:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4159, loss: 0.4159 2023-12-24 05:57:00,065 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:23:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.3948, loss: 0.3948 2023-12-24 05:57:22,646 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:22:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.4226, loss: 0.4226 2023-12-24 05:57:45,186 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:22:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4255, loss: 0.4255 2023-12-24 05:57:47,077 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-24 05:59:05,675 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 05:59:05,749 - pyskl - INFO - top1_acc 0.8408 top5_acc 0.9736 2023-12-24 05:59:05,753 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8408, top5_acc: 0.9736 2023-12-24 05:59:47,442 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:22:03, time: 0.417, data_time: 0.193, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3376, loss: 0.3376 2023-12-24 06:00:09,890 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:21:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.3984, loss: 0.3984 2023-12-24 06:00:32,423 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:21:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3629, loss: 0.3629 2023-12-24 06:00:54,950 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:20:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3390, loss: 0.3390 2023-12-24 06:01:17,491 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:20:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.3781, loss: 0.3781 2023-12-24 06:01:39,997 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:20:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3634, loss: 0.3634 2023-12-24 06:02:02,479 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:19:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3514, loss: 0.3514 2023-12-24 06:02:24,986 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:19:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.3873, loss: 0.3873 2023-12-24 06:02:47,432 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:18:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3965, loss: 0.3965 2023-12-24 06:03:09,943 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:18:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9950, loss_cls: 0.4394, loss: 0.4394 2023-12-24 06:03:32,374 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:18:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 0.4125, loss: 0.4125 2023-12-24 06:03:54,906 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:17:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4050, loss: 0.4050 2023-12-24 06:04:17,343 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:17:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.4059, loss: 0.4059 2023-12-24 06:04:39,848 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:16:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3826, loss: 0.3826 2023-12-24 06:05:02,440 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:16:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3516, loss: 0.3516 2023-12-24 06:05:24,961 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:16:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9981, loss_cls: 0.3716, loss: 0.3716 2023-12-24 06:05:47,474 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:15:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3641, loss: 0.3641 2023-12-24 06:06:09,968 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:15:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.3929, loss: 0.3929 2023-12-24 06:06:32,629 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:14:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3760, loss: 0.3760 2023-12-24 06:06:55,201 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:14:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.4405, loss: 0.4405 2023-12-24 06:07:17,685 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:14:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3890, loss: 0.3890 2023-12-24 06:07:40,125 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:13:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 0.4306, loss: 0.4306 2023-12-24 06:08:02,727 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:13:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3768, loss: 0.3768 2023-12-24 06:08:25,224 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:12:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4101, loss: 0.4101 2023-12-24 06:08:47,800 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:12:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4349, loss: 0.4349 2023-12-24 06:08:49,837 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-24 06:10:08,814 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:10:08,883 - pyskl - INFO - top1_acc 0.8484 top5_acc 0.9733 2023-12-24 06:10:08,888 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_87.pth was removed 2023-12-24 06:10:09,047 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. 2023-12-24 06:10:09,047 - pyskl - INFO - Best top1_acc is 0.8484 at 93 epoch. 2023-12-24 06:10:09,052 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8484, top5_acc: 0.9733 2023-12-24 06:10:51,272 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:12:22, time: 0.422, data_time: 0.197, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3286, loss: 0.3286 2023-12-24 06:11:13,767 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:11:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3127, loss: 0.3127 2023-12-24 06:11:36,254 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:11:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3609, loss: 0.3609 2023-12-24 06:11:58,844 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:11:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 0.3840, loss: 0.3840 2023-12-24 06:12:21,413 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:10:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3849, loss: 0.3849 2023-12-24 06:12:43,904 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:10:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.4051, loss: 0.4051 2023-12-24 06:13:06,502 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:10:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3127, loss: 0.3127 2023-12-24 06:13:28,948 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:09:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3413, loss: 0.3413 2023-12-24 06:13:51,417 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:09:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3964, loss: 0.3964 2023-12-24 06:14:13,876 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:08:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3616, loss: 0.3616 2023-12-24 06:14:36,337 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:08:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4025, loss: 0.4025 2023-12-24 06:14:58,821 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:08:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3670, loss: 0.3670 2023-12-24 06:15:21,322 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:07:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3935, loss: 0.3935 2023-12-24 06:15:43,856 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:07:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4055, loss: 0.4055 2023-12-24 06:16:06,339 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:06:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3967, loss: 0.3967 2023-12-24 06:16:28,820 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:06:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3836, loss: 0.3836 2023-12-24 06:16:51,376 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:06:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 0.3806, loss: 0.3806 2023-12-24 06:17:13,859 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:05:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4312, loss: 0.4312 2023-12-24 06:17:36,436 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:05:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4034, loss: 0.4034 2023-12-24 06:17:58,883 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:04:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.3990, loss: 0.3990 2023-12-24 06:18:21,405 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:04:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4080, loss: 0.4080 2023-12-24 06:18:43,934 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:04:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4238, loss: 0.4238 2023-12-24 06:19:06,325 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:03:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4222, loss: 0.4222 2023-12-24 06:19:28,782 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:03:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.3728, loss: 0.3728 2023-12-24 06:19:51,324 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:02:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3419, loss: 0.3419 2023-12-24 06:19:53,194 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-24 06:21:12,233 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:21:12,303 - pyskl - INFO - top1_acc 0.8273 top5_acc 0.9705 2023-12-24 06:21:12,306 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8273, top5_acc: 0.9705 2023-12-24 06:21:54,538 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:02:40, time: 0.422, data_time: 0.198, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3067, loss: 0.3067 2023-12-24 06:22:17,030 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:02:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3419, loss: 0.3419 2023-12-24 06:22:39,493 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:01:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3041, loss: 0.3041 2023-12-24 06:23:01,986 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:01:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3046, loss: 0.3046 2023-12-24 06:23:24,488 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:01:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3333, loss: 0.3333 2023-12-24 06:23:46,959 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:00:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3450, loss: 0.3450 2023-12-24 06:24:09,559 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:00:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.3728, loss: 0.3728 2023-12-24 06:24:32,132 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 8:59:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3193, loss: 0.3193 2023-12-24 06:24:54,559 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 8:59:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.3684, loss: 0.3684 2023-12-24 06:25:16,974 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 8:59:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3395, loss: 0.3395 2023-12-24 06:25:39,377 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 8:58:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3499, loss: 0.3499 2023-12-24 06:26:01,992 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 8:58:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3768, loss: 0.3768 2023-12-24 06:26:24,444 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 8:57:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3190, loss: 0.3190 2023-12-24 06:26:46,953 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 8:57:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.4489, loss: 0.4489 2023-12-24 06:27:09,442 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 8:57:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.3412, loss: 0.3412 2023-12-24 06:27:31,851 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 8:56:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3648, loss: 0.3648 2023-12-24 06:27:54,305 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 8:56:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 0.4013, loss: 0.4013 2023-12-24 06:28:16,830 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 8:55:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3753, loss: 0.3753 2023-12-24 06:28:39,343 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 8:55:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3843, loss: 0.3843 2023-12-24 06:29:01,854 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 8:55:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3753, loss: 0.3753 2023-12-24 06:29:24,297 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 8:54:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4075, loss: 0.4075 2023-12-24 06:29:46,803 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 8:54:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4288, loss: 0.4288 2023-12-24 06:30:09,360 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 8:54:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.3755, loss: 0.3755 2023-12-24 06:30:31,770 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 8:53:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.3754, loss: 0.3754 2023-12-24 06:30:54,195 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 8:53:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3513, loss: 0.3513 2023-12-24 06:30:56,200 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-24 06:32:15,042 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:32:15,113 - pyskl - INFO - top1_acc 0.8381 top5_acc 0.9756 2023-12-24 06:32:15,116 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8381, top5_acc: 0.9756 2023-12-24 06:32:57,201 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 8:52:58, time: 0.421, data_time: 0.196, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3173, loss: 0.3173 2023-12-24 06:33:19,772 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 8:52:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3322, loss: 0.3322 2023-12-24 06:33:42,332 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 8:52:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3196, loss: 0.3196 2023-12-24 06:34:04,741 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 8:51:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3412, loss: 0.3412 2023-12-24 06:34:27,231 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 8:51:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2815, loss: 0.2815 2023-12-24 06:34:49,833 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 8:51:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3221, loss: 0.3221 2023-12-24 06:35:12,370 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 8:50:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.3728, loss: 0.3728 2023-12-24 06:35:34,927 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 8:50:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3303, loss: 0.3303 2023-12-24 06:35:57,468 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 8:49:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3389, loss: 0.3389 2023-12-24 06:36:19,945 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 8:49:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3544, loss: 0.3544 2023-12-24 06:36:42,507 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 8:49:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 0.3642, loss: 0.3642 2023-12-24 06:37:05,038 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 8:48:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.3563, loss: 0.3563 2023-12-24 06:37:27,626 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 8:48:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3339, loss: 0.3339 2023-12-24 06:37:50,167 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 8:47:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3431, loss: 0.3431 2023-12-24 06:38:12,589 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 8:47:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3505, loss: 0.3505 2023-12-24 06:38:35,231 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:47:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4019, loss: 0.4019 2023-12-24 06:38:57,719 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:46:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3727, loss: 0.3727 2023-12-24 06:39:20,303 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:46:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.3820, loss: 0.3820 2023-12-24 06:39:42,866 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:45:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4120, loss: 0.4120 2023-12-24 06:40:05,348 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:45:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.3001, loss: 0.3001 2023-12-24 06:40:27,779 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:45:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3446, loss: 0.3446 2023-12-24 06:40:50,283 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:44:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3326, loss: 0.3326 2023-12-24 06:41:12,735 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:44:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3823, loss: 0.3823 2023-12-24 06:41:35,343 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:43:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4186, loss: 0.4186 2023-12-24 06:41:57,851 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:43:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.4115, loss: 0.4115 2023-12-24 06:41:59,694 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-24 06:43:18,572 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:43:18,647 - pyskl - INFO - top1_acc 0.8409 top5_acc 0.9755 2023-12-24 06:43:18,651 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8409, top5_acc: 0.9755 2023-12-24 06:44:01,098 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:43:17, time: 0.424, data_time: 0.200, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 0.2675, loss: 0.2675 2023-12-24 06:44:23,622 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:42:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3055, loss: 0.3055 2023-12-24 06:44:46,235 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:42:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3134, loss: 0.3134 2023-12-24 06:45:08,906 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:42:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3526, loss: 0.3526 2023-12-24 06:45:31,398 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:41:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3100, loss: 0.3100 2023-12-24 06:45:53,906 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:41:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3420, loss: 0.3420 2023-12-24 06:46:16,441 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:40:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3328, loss: 0.3328 2023-12-24 06:46:39,085 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:40:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3608, loss: 0.3608 2023-12-24 06:47:01,510 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:40:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.3836, loss: 0.3836 2023-12-24 06:47:23,893 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:39:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.3041, loss: 0.3041 2023-12-24 06:47:46,274 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:39:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3068, loss: 0.3068 2023-12-24 06:48:08,845 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:38:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 0.3573, loss: 0.3573 2023-12-24 06:48:31,284 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:38:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.3466, loss: 0.3466 2023-12-24 06:48:53,703 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:38:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3830, loss: 0.3830 2023-12-24 06:49:16,147 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:37:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9962, loss_cls: 0.4044, loss: 0.4044 2023-12-24 06:49:38,761 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:37:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3253, loss: 0.3253 2023-12-24 06:50:01,341 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:36:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3681, loss: 0.3681 2023-12-24 06:50:23,754 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:36:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 0.4191, loss: 0.4191 2023-12-24 06:50:46,234 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:36:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3667, loss: 0.3667 2023-12-24 06:51:08,665 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:35:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3297, loss: 0.3297 2023-12-24 06:51:31,234 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:35:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3367, loss: 0.3367 2023-12-24 06:51:53,637 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:35:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.3849, loss: 0.3849 2023-12-24 06:52:16,192 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:34:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3866, loss: 0.3866 2023-12-24 06:52:38,698 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:34:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.3724, loss: 0.3724 2023-12-24 06:53:01,202 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:33:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3532, loss: 0.3532 2023-12-24 06:53:03,072 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-24 06:54:22,099 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 06:54:22,168 - pyskl - INFO - top1_acc 0.8461 top5_acc 0.9752 2023-12-24 06:54:22,172 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8461, top5_acc: 0.9752 2023-12-24 06:55:04,473 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:33:35, time: 0.423, data_time: 0.198, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2744, loss: 0.2744 2023-12-24 06:55:27,007 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:33:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2812, loss: 0.2812 2023-12-24 06:55:49,545 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:32:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3040, loss: 0.3040 2023-12-24 06:56:11,959 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:32:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3153, loss: 0.3153 2023-12-24 06:56:34,538 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:32:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3223, loss: 0.3223 2023-12-24 06:56:56,967 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:31:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 0.3222, loss: 0.3222 2023-12-24 06:57:19,560 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:31:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3502, loss: 0.3502 2023-12-24 06:57:42,147 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:30:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3625, loss: 0.3625 2023-12-24 06:58:04,742 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:30:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3326, loss: 0.3326 2023-12-24 06:58:27,311 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:30:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3199, loss: 0.3199 2023-12-24 06:58:49,770 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:29:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3209, loss: 0.3209 2023-12-24 06:59:12,185 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:29:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 0.3881, loss: 0.3881 2023-12-24 06:59:34,712 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:28:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9981, loss_cls: 0.3513, loss: 0.3513 2023-12-24 06:59:57,193 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:28:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.3427, loss: 0.3427 2023-12-24 07:00:19,681 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:28:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.3773, loss: 0.3773 2023-12-24 07:00:42,220 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:27:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3751, loss: 0.3751 2023-12-24 07:01:04,756 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:27:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3461, loss: 0.3461 2023-12-24 07:01:27,343 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:26:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3196, loss: 0.3196 2023-12-24 07:01:49,845 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:26:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3707, loss: 0.3707 2023-12-24 07:02:12,428 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:26:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.3701, loss: 0.3701 2023-12-24 07:02:34,859 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:25:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.3475, loss: 0.3475 2023-12-24 07:02:57,263 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:25:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 0.3788, loss: 0.3788 2023-12-24 07:03:19,720 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:24:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 0.3993, loss: 0.3993 2023-12-24 07:03:42,210 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:24:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3916, loss: 0.3916 2023-12-24 07:04:04,784 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:24:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.3426, loss: 0.3426 2023-12-24 07:04:06,653 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-24 07:05:25,688 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:05:25,765 - pyskl - INFO - top1_acc 0.8424 top5_acc 0.9740 2023-12-24 07:05:25,769 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8424, top5_acc: 0.9740 2023-12-24 07:06:07,931 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:23:54, time: 0.422, data_time: 0.195, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3229, loss: 0.3229 2023-12-24 07:06:30,530 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:23:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2691, loss: 0.2691 2023-12-24 07:06:52,996 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:23:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3088, loss: 0.3088 2023-12-24 07:07:15,481 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:22:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3168, loss: 0.3168 2023-12-24 07:07:38,010 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:22:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9981, loss_cls: 0.3598, loss: 0.3598 2023-12-24 07:08:00,546 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:21:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3236, loss: 0.3236 2023-12-24 07:08:22,974 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:21:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3316, loss: 0.3316 2023-12-24 07:08:45,483 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:21:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3284, loss: 0.3284 2023-12-24 07:09:07,905 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:20:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3260, loss: 0.3260 2023-12-24 07:09:30,352 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:20:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3279, loss: 0.3279 2023-12-24 07:09:52,857 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:19:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3117, loss: 0.3117 2023-12-24 07:10:15,371 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:19:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3161, loss: 0.3161 2023-12-24 07:10:37,851 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:19:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3097, loss: 0.3097 2023-12-24 07:11:00,284 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:18:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4261, loss: 0.4261 2023-12-24 07:11:22,780 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:18:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4130, loss: 0.4130 2023-12-24 07:11:45,276 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:18:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.3253, loss: 0.3253 2023-12-24 07:12:07,730 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:17:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3324, loss: 0.3324 2023-12-24 07:12:30,156 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:17:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3207, loss: 0.3207 2023-12-24 07:12:52,815 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:16:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 0.3122, loss: 0.3122 2023-12-24 07:13:15,255 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:16:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.3177, loss: 0.3177 2023-12-24 07:13:37,705 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:16:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3124, loss: 0.3124 2023-12-24 07:14:00,216 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:15:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.2926, loss: 0.2926 2023-12-24 07:14:22,798 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:15:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3513, loss: 0.3513 2023-12-24 07:14:45,294 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:14:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3506, loss: 0.3506 2023-12-24 07:15:07,880 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:14:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.3699, loss: 0.3699 2023-12-24 07:15:09,730 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-24 07:16:28,371 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:16:28,442 - pyskl - INFO - top1_acc 0.8383 top5_acc 0.9699 2023-12-24 07:16:28,446 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8383, top5_acc: 0.9699 2023-12-24 07:17:10,434 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:14:12, time: 0.420, data_time: 0.195, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3094, loss: 0.3094 2023-12-24 07:17:33,047 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:13:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2788, loss: 0.2788 2023-12-24 07:17:55,590 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:13:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2840, loss: 0.2840 2023-12-24 07:18:18,101 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:13:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2898, loss: 0.2898 2023-12-24 07:18:40,578 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:12:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.3252, loss: 0.3252 2023-12-24 07:19:03,048 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:12:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3156, loss: 0.3156 2023-12-24 07:19:25,594 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:11:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.3176, loss: 0.3176 2023-12-24 07:19:48,152 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:11:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.3076, loss: 0.3076 2023-12-24 07:20:10,632 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:11:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2868, loss: 0.2868 2023-12-24 07:20:33,115 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:10:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3100, loss: 0.3100 2023-12-24 07:20:55,496 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:10:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3254, loss: 0.3254 2023-12-24 07:21:17,909 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:09:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.2997, loss: 0.2997 2023-12-24 07:21:40,287 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:09:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.3487, loss: 0.3487 2023-12-24 07:22:02,757 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:09:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3070, loss: 0.3070 2023-12-24 07:22:25,368 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:08:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.3446, loss: 0.3446 2023-12-24 07:22:47,912 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:08:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3390, loss: 0.3390 2023-12-24 07:23:10,457 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:07:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 0.3404, loss: 0.3404 2023-12-24 07:23:33,088 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:07:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3245, loss: 0.3245 2023-12-24 07:23:55,601 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:07:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3173, loss: 0.3173 2023-12-24 07:24:18,178 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:06:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3506, loss: 0.3506 2023-12-24 07:24:40,629 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:06:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.3569, loss: 0.3569 2023-12-24 07:25:03,023 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:05:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3387, loss: 0.3387 2023-12-24 07:25:25,450 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:05:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3068, loss: 0.3068 2023-12-24 07:25:48,004 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:05:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3561, loss: 0.3561 2023-12-24 07:26:10,558 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:04:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3199, loss: 0.3199 2023-12-24 07:26:12,449 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-24 07:27:31,274 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:27:31,349 - pyskl - INFO - top1_acc 0.8451 top5_acc 0.9734 2023-12-24 07:27:31,354 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8451, top5_acc: 0.9734 2023-12-24 07:28:13,484 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:04:30, time: 0.421, data_time: 0.196, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2531, loss: 0.2531 2023-12-24 07:28:36,062 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:04:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2509, loss: 0.2509 2023-12-24 07:28:58,698 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:03:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2757, loss: 0.2757 2023-12-24 07:29:21,266 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:03:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2762, loss: 0.2762 2023-12-24 07:29:43,677 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:02:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3093, loss: 0.3093 2023-12-24 07:30:06,101 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:02:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2722, loss: 0.2722 2023-12-24 07:30:28,543 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:02:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3071, loss: 0.3071 2023-12-24 07:30:50,994 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:01:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3242, loss: 0.3242 2023-12-24 07:31:13,578 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:01:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2658, loss: 0.2658 2023-12-24 07:31:36,021 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:00:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2999, loss: 0.2999 2023-12-24 07:31:58,549 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:00:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2336, loss: 0.2336 2023-12-24 07:32:21,008 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:00:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2894, loss: 0.2894 2023-12-24 07:32:43,424 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 7:59:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2902, loss: 0.2902 2023-12-24 07:33:06,012 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 7:59:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3156, loss: 0.3156 2023-12-24 07:33:28,575 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 7:59:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3330, loss: 0.3330 2023-12-24 07:33:51,148 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 7:58:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3300, loss: 0.3300 2023-12-24 07:34:13,639 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 7:58:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 0.2884, loss: 0.2884 2023-12-24 07:34:36,101 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 7:57:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3237, loss: 0.3237 2023-12-24 07:34:58,559 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 7:57:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.2914, loss: 0.2914 2023-12-24 07:35:21,116 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 7:57:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3427, loss: 0.3427 2023-12-24 07:35:43,665 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 7:56:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3645, loss: 0.3645 2023-12-24 07:36:06,162 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 7:56:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3075, loss: 0.3075 2023-12-24 07:36:28,630 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 7:55:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3111, loss: 0.3111 2023-12-24 07:36:51,185 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 7:55:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3308, loss: 0.3308 2023-12-24 07:37:13,703 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 7:55:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3405, loss: 0.3405 2023-12-24 07:37:15,623 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-24 07:38:34,699 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:38:34,770 - pyskl - INFO - top1_acc 0.8401 top5_acc 0.9723 2023-12-24 07:38:34,773 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8401, top5_acc: 0.9723 2023-12-24 07:39:16,610 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 7:54:48, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2998, loss: 0.2998 2023-12-24 07:39:39,141 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 7:54:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2606, loss: 0.2606 2023-12-24 07:40:01,700 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 7:54:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.3063, loss: 0.3063 2023-12-24 07:40:24,211 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 7:53:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2717, loss: 0.2717 2023-12-24 07:40:46,751 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 7:53:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2844, loss: 0.2844 2023-12-24 07:41:09,185 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 7:52:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2541, loss: 0.2541 2023-12-24 07:41:31,749 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 7:52:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3233, loss: 0.3233 2023-12-24 07:41:54,229 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 7:52:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2681, loss: 0.2681 2023-12-24 07:42:16,780 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 7:51:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2535, loss: 0.2535 2023-12-24 07:42:39,221 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 7:51:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 0.3014, loss: 0.3014 2023-12-24 07:43:01,705 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 7:50:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3195, loss: 0.3195 2023-12-24 07:43:24,141 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 7:50:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3123, loss: 0.3123 2023-12-24 07:43:46,576 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 7:50:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2760, loss: 0.2760 2023-12-24 07:44:09,032 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 7:49:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2904, loss: 0.2904 2023-12-24 07:44:31,736 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 7:49:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3087, loss: 0.3087 2023-12-24 07:44:54,230 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 7:48:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2618, loss: 0.2618 2023-12-24 07:45:16,704 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:48:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.3532, loss: 0.3532 2023-12-24 07:45:39,188 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:48:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2736, loss: 0.2736 2023-12-24 07:46:01,710 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:47:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.3002, loss: 0.3002 2023-12-24 07:46:24,296 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:47:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3163, loss: 0.3163 2023-12-24 07:46:46,869 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:46:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3159, loss: 0.3159 2023-12-24 07:47:09,471 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:46:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2933, loss: 0.2933 2023-12-24 07:47:31,946 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:46:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2906, loss: 0.2906 2023-12-24 07:47:54,319 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:45:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3038, loss: 0.3038 2023-12-24 07:48:16,794 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:45:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9981, loss_cls: 0.3647, loss: 0.3647 2023-12-24 07:48:18,712 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-24 07:49:37,407 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 07:49:37,477 - pyskl - INFO - top1_acc 0.8482 top5_acc 0.9746 2023-12-24 07:49:37,481 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8482, top5_acc: 0.9746 2023-12-24 07:50:19,095 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:45:07, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3027, loss: 0.3027 2023-12-24 07:50:41,494 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:44:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2429, loss: 0.2429 2023-12-24 07:51:03,978 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:44:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2801, loss: 0.2801 2023-12-24 07:51:26,402 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:43:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2400, loss: 0.2400 2023-12-24 07:51:49,037 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:43:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2760, loss: 0.2760 2023-12-24 07:52:11,641 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:43:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2617, loss: 0.2617 2023-12-24 07:52:34,184 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:42:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.3050, loss: 0.3050 2023-12-24 07:52:56,703 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:42:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.2646, loss: 0.2646 2023-12-24 07:53:19,218 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:41:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2763, loss: 0.2763 2023-12-24 07:53:41,682 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:41:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.2936, loss: 0.2936 2023-12-24 07:54:04,125 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:41:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.2701, loss: 0.2701 2023-12-24 07:54:26,612 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:40:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2920, loss: 0.2920 2023-12-24 07:54:49,149 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:40:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2868, loss: 0.2868 2023-12-24 07:55:11,670 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:40:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2549, loss: 0.2549 2023-12-24 07:55:34,214 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:39:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.2841, loss: 0.2841 2023-12-24 07:55:56,866 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:39:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3111, loss: 0.3111 2023-12-24 07:56:19,330 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:38:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3027, loss: 0.3027 2023-12-24 07:56:41,990 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:38:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3090, loss: 0.3090 2023-12-24 07:57:04,526 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:38:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2518, loss: 0.2518 2023-12-24 07:57:27,034 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:37:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.2878, loss: 0.2878 2023-12-24 07:57:49,475 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:37:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 1.0000, loss_cls: 0.2781, loss: 0.2781 2023-12-24 07:58:11,916 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:36:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3244, loss: 0.3244 2023-12-24 07:58:34,552 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:36:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.3292, loss: 0.3292 2023-12-24 07:58:57,048 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:36:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2815, loss: 0.2815 2023-12-24 07:59:19,571 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:35:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.2901, loss: 0.2901 2023-12-24 07:59:21,414 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-24 08:00:39,832 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:00:39,905 - pyskl - INFO - top1_acc 0.8502 top5_acc 0.9753 2023-12-24 08:00:39,909 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_93.pth was removed 2023-12-24 08:00:40,058 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2023-12-24 08:00:40,059 - pyskl - INFO - Best top1_acc is 0.8502 at 103 epoch. 2023-12-24 08:00:40,063 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8502, top5_acc: 0.9753 2023-12-24 08:01:21,684 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:35:25, time: 0.416, data_time: 0.192, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2687, loss: 0.2687 2023-12-24 08:01:44,144 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:35:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2483, loss: 0.2483 2023-12-24 08:02:06,648 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:34:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2388, loss: 0.2388 2023-12-24 08:02:29,188 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:34:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2297, loss: 0.2297 2023-12-24 08:02:51,757 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:33:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2565, loss: 0.2565 2023-12-24 08:03:14,266 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:33:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.2439, loss: 0.2439 2023-12-24 08:03:36,746 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:33:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2878, loss: 0.2878 2023-12-24 08:03:59,288 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:32:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.2760, loss: 0.2760 2023-12-24 08:04:21,858 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:32:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2624, loss: 0.2624 2023-12-24 08:04:44,242 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:31:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2782, loss: 0.2782 2023-12-24 08:05:06,688 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:31:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2810, loss: 0.2810 2023-12-24 08:05:29,204 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:31:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2898, loss: 0.2898 2023-12-24 08:05:51,724 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:30:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2598, loss: 0.2598 2023-12-24 08:06:14,208 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:30:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2956, loss: 0.2956 2023-12-24 08:06:36,670 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:29:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.2774, loss: 0.2774 2023-12-24 08:06:59,180 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:29:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.2920, loss: 0.2920 2023-12-24 08:07:21,652 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:29:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2687, loss: 0.2687 2023-12-24 08:07:44,084 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:28:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2747, loss: 0.2747 2023-12-24 08:08:06,519 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:28:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.2943, loss: 0.2943 2023-12-24 08:08:29,017 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:27:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2983, loss: 0.2983 2023-12-24 08:08:51,641 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:27:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2528, loss: 0.2528 2023-12-24 08:09:14,191 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:27:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3310, loss: 0.3310 2023-12-24 08:09:36,662 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:26:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3187, loss: 0.3187 2023-12-24 08:09:59,115 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:26:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3368, loss: 0.3368 2023-12-24 08:10:21,492 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:26:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2697, loss: 0.2697 2023-12-24 08:10:23,360 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-24 08:11:42,297 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:11:42,369 - pyskl - INFO - top1_acc 0.8553 top5_acc 0.9759 2023-12-24 08:11:42,374 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_103.pth was removed 2023-12-24 08:11:42,524 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. 2023-12-24 08:11:42,525 - pyskl - INFO - Best top1_acc is 0.8553 at 104 epoch. 2023-12-24 08:11:42,529 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8553, top5_acc: 0.9759 2023-12-24 08:12:24,440 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:25:43, time: 0.419, data_time: 0.195, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2480, loss: 0.2480 2023-12-24 08:12:46,903 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:25:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2388, loss: 0.2388 2023-12-24 08:13:09,366 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:24:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 0.2737, loss: 0.2737 2023-12-24 08:13:31,758 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:24:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2491, loss: 0.2491 2023-12-24 08:13:54,192 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:24:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2299, loss: 0.2299 2023-12-24 08:14:16,725 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:23:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2206, loss: 0.2206 2023-12-24 08:14:39,198 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:23:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.2791, loss: 0.2791 2023-12-24 08:15:01,690 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:22:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2665, loss: 0.2665 2023-12-24 08:15:24,294 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:22:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.2744, loss: 0.2744 2023-12-24 08:15:46,869 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:22:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2329, loss: 0.2329 2023-12-24 08:16:09,487 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:21:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2213, loss: 0.2213 2023-12-24 08:16:32,046 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:21:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2533, loss: 0.2533 2023-12-24 08:16:54,705 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:21:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3380, loss: 0.3380 2023-12-24 08:17:17,156 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:20:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.3137, loss: 0.3137 2023-12-24 08:17:39,629 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:20:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3187, loss: 0.3187 2023-12-24 08:18:02,168 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:19:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.2964, loss: 0.2964 2023-12-24 08:18:24,721 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:19:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.2966, loss: 0.2966 2023-12-24 08:18:47,336 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:19:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2433, loss: 0.2433 2023-12-24 08:19:09,807 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:18:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.2951, loss: 0.2951 2023-12-24 08:19:32,273 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:18:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.2851, loss: 0.2851 2023-12-24 08:19:54,740 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:17:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2877, loss: 0.2877 2023-12-24 08:20:17,197 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:17:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.2802, loss: 0.2802 2023-12-24 08:20:39,709 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:17:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2693, loss: 0.2693 2023-12-24 08:21:02,212 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:16:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.2977, loss: 0.2977 2023-12-24 08:21:24,703 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:16:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.2902, loss: 0.2902 2023-12-24 08:21:26,546 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-24 08:22:45,311 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:22:45,384 - pyskl - INFO - top1_acc 0.8552 top5_acc 0.9755 2023-12-24 08:22:45,389 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8552, top5_acc: 0.9755 2023-12-24 08:23:27,439 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:16:01, time: 0.420, data_time: 0.195, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2241, loss: 0.2241 2023-12-24 08:23:49,898 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:15:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2446, loss: 0.2446 2023-12-24 08:24:12,355 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:15:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2368, loss: 0.2368 2023-12-24 08:24:34,846 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:14:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.2151, loss: 0.2151 2023-12-24 08:24:57,243 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:14:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2236, loss: 0.2236 2023-12-24 08:25:19,730 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:14:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.2561, loss: 0.2561 2023-12-24 08:25:42,312 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:13:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 0.2291, loss: 0.2291 2023-12-24 08:26:04,706 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:13:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2443, loss: 0.2443 2023-12-24 08:26:27,125 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:12:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2331, loss: 0.2331 2023-12-24 08:26:49,745 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:12:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2666, loss: 0.2666 2023-12-24 08:27:12,249 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:12:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2490, loss: 0.2490 2023-12-24 08:27:34,681 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:11:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.2903, loss: 0.2903 2023-12-24 08:27:57,126 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:11:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2595, loss: 0.2595 2023-12-24 08:28:19,614 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:10:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2849, loss: 0.2849 2023-12-24 08:28:42,030 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:10:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 0.2653, loss: 0.2653 2023-12-24 08:29:04,533 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:10:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.2729, loss: 0.2729 2023-12-24 08:29:26,902 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:09:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2709, loss: 0.2709 2023-12-24 08:29:49,454 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:09:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2700, loss: 0.2700 2023-12-24 08:30:11,832 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:08:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2761, loss: 0.2761 2023-12-24 08:30:34,415 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:08:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.2929, loss: 0.2929 2023-12-24 08:30:56,855 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:08:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.2955, loss: 0.2955 2023-12-24 08:31:19,320 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:07:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2446, loss: 0.2446 2023-12-24 08:31:41,707 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:07:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2377, loss: 0.2377 2023-12-24 08:32:04,202 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:07:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2499, loss: 0.2499 2023-12-24 08:32:26,784 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:06:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2825, loss: 0.2825 2023-12-24 08:32:28,599 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-24 08:33:47,126 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:33:47,203 - pyskl - INFO - top1_acc 0.8404 top5_acc 0.9720 2023-12-24 08:33:47,207 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8404, top5_acc: 0.9720 2023-12-24 08:34:28,808 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:06:19, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2301, loss: 0.2301 2023-12-24 08:34:51,245 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:05:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.2186, loss: 0.2186 2023-12-24 08:35:13,636 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:05:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2667, loss: 0.2667 2023-12-24 08:35:36,161 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:05:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2489, loss: 0.2489 2023-12-24 08:35:58,657 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:04:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2435, loss: 0.2435 2023-12-24 08:36:21,146 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:04:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 0.2264, loss: 0.2264 2023-12-24 08:36:43,653 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:03:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2676, loss: 0.2676 2023-12-24 08:37:06,210 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:03:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2485, loss: 0.2485 2023-12-24 08:37:28,735 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:03:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2162, loss: 0.2162 2023-12-24 08:37:51,463 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:02:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2674, loss: 0.2674 2023-12-24 08:38:13,979 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:02:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2140, loss: 0.2140 2023-12-24 08:38:36,503 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:02:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.2784, loss: 0.2784 2023-12-24 08:38:59,042 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:01:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2486, loss: 0.2486 2023-12-24 08:39:21,504 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:01:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2223, loss: 0.2223 2023-12-24 08:39:44,012 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:00:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2732, loss: 0.2732 2023-12-24 08:40:06,584 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:00:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2350, loss: 0.2350 2023-12-24 08:40:29,143 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:00:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2044, loss: 0.2044 2023-12-24 08:40:51,711 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 6:59:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2483, loss: 0.2483 2023-12-24 08:41:14,198 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 6:59:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2166, loss: 0.2166 2023-12-24 08:41:36,749 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 6:58:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.2251, loss: 0.2251 2023-12-24 08:41:59,312 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 6:58:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2595, loss: 0.2595 2023-12-24 08:42:21,836 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 6:58:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2792, loss: 0.2792 2023-12-24 08:42:44,317 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 6:57:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2814, loss: 0.2814 2023-12-24 08:43:06,791 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 6:57:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2640, loss: 0.2640 2023-12-24 08:43:29,304 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 6:56:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2429, loss: 0.2429 2023-12-24 08:43:31,155 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-24 08:44:49,659 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:44:49,732 - pyskl - INFO - top1_acc 0.8529 top5_acc 0.9768 2023-12-24 08:44:49,736 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8529, top5_acc: 0.9768 2023-12-24 08:45:31,228 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 6:56:37, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2006, loss: 0.2006 2023-12-24 08:45:53,671 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 6:56:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1999, loss: 0.1999 2023-12-24 08:46:16,256 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 6:55:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2039, loss: 0.2039 2023-12-24 08:46:38,955 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 6:55:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.2235, loss: 0.2235 2023-12-24 08:47:01,521 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 6:55:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2327, loss: 0.2327 2023-12-24 08:47:23,947 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 6:54:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2355, loss: 0.2355 2023-12-24 08:47:46,495 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 6:54:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2707, loss: 0.2707 2023-12-24 08:48:09,008 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 6:53:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2274, loss: 0.2274 2023-12-24 08:48:31,417 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 6:53:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2444, loss: 0.2444 2023-12-24 08:48:53,943 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 6:53:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2254, loss: 0.2254 2023-12-24 08:49:16,571 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 6:52:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2479, loss: 0.2479 2023-12-24 08:49:39,090 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 6:52:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3083, loss: 0.3083 2023-12-24 08:50:01,602 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 6:51:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2170, loss: 0.2170 2023-12-24 08:50:24,255 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 6:51:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2362, loss: 0.2362 2023-12-24 08:50:46,804 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 6:51:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.2941, loss: 0.2941 2023-12-24 08:51:09,362 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 6:50:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2787, loss: 0.2787 2023-12-24 08:51:31,851 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 6:50:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2584, loss: 0.2584 2023-12-24 08:51:54,409 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:49:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2575, loss: 0.2575 2023-12-24 08:52:16,955 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:49:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2607, loss: 0.2607 2023-12-24 08:52:39,480 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:49:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2196, loss: 0.2196 2023-12-24 08:53:02,028 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:48:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2438, loss: 0.2438 2023-12-24 08:53:24,578 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:48:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2456, loss: 0.2456 2023-12-24 08:53:47,121 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:48:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2361, loss: 0.2361 2023-12-24 08:54:09,730 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:47:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2312, loss: 0.2312 2023-12-24 08:54:32,209 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:47:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2594, loss: 0.2594 2023-12-24 08:54:34,101 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-24 08:55:52,475 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 08:55:52,549 - pyskl - INFO - top1_acc 0.8513 top5_acc 0.9768 2023-12-24 08:55:52,554 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8513, top5_acc: 0.9768 2023-12-24 08:56:34,099 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:46:55, time: 0.415, data_time: 0.191, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.1686, loss: 0.1686 2023-12-24 08:56:56,496 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:46:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1889, loss: 0.1889 2023-12-24 08:57:19,057 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:46:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1720, loss: 0.1720 2023-12-24 08:57:41,661 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:45:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2031, loss: 0.2031 2023-12-24 08:58:04,224 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:45:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1600, loss: 0.1600 2023-12-24 08:58:26,686 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:44:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2206, loss: 0.2206 2023-12-24 08:58:49,186 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:44:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.1912, loss: 0.1912 2023-12-24 08:59:11,794 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:44:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1819, loss: 0.1819 2023-12-24 08:59:34,241 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:43:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1663, loss: 0.1663 2023-12-24 08:59:56,814 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:43:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.1932, loss: 0.1932 2023-12-24 09:00:19,350 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:43:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1997, loss: 0.1997 2023-12-24 09:00:41,897 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:42:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.1998, loss: 0.1998 2023-12-24 09:01:04,483 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:42:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2023, loss: 0.2023 2023-12-24 09:01:26,952 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:41:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2143, loss: 0.2143 2023-12-24 09:01:49,454 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:41:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2420, loss: 0.2420 2023-12-24 09:02:11,822 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:41:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2510, loss: 0.2510 2023-12-24 09:02:34,280 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:40:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2354, loss: 0.2354 2023-12-24 09:02:56,854 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:40:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2411, loss: 0.2411 2023-12-24 09:03:19,287 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:39:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2320, loss: 0.2320 2023-12-24 09:03:41,790 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:39:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2426, loss: 0.2426 2023-12-24 09:04:04,341 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:39:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2251, loss: 0.2251 2023-12-24 09:04:26,922 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:38:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2319, loss: 0.2319 2023-12-24 09:04:49,462 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:38:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2676, loss: 0.2676 2023-12-24 09:05:11,965 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:37:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2072, loss: 0.2072 2023-12-24 09:05:34,426 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:37:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2038, loss: 0.2038 2023-12-24 09:05:36,340 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-24 09:06:54,845 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:06:54,915 - pyskl - INFO - top1_acc 0.8643 top5_acc 0.9762 2023-12-24 09:06:54,920 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_104.pth was removed 2023-12-24 09:06:55,067 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-24 09:06:55,067 - pyskl - INFO - Best top1_acc is 0.8643 at 109 epoch. 2023-12-24 09:06:55,071 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8643, top5_acc: 0.9762 2023-12-24 09:07:36,227 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:37:13, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1755, loss: 0.1755 2023-12-24 09:07:58,673 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:36:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.1931, loss: 0.1931 2023-12-24 09:08:21,077 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:36:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2008, loss: 0.2008 2023-12-24 09:08:43,489 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:36:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1902, loss: 0.1902 2023-12-24 09:09:05,939 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:35:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2131, loss: 0.2131 2023-12-24 09:09:28,412 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:35:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2161, loss: 0.2161 2023-12-24 09:09:50,811 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:34:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1840, loss: 0.1840 2023-12-24 09:10:13,394 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:34:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2299, loss: 0.2299 2023-12-24 09:10:35,782 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:34:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1824, loss: 0.1824 2023-12-24 09:10:58,255 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:33:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1881, loss: 0.1881 2023-12-24 09:11:20,830 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:33:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1866, loss: 0.1866 2023-12-24 09:11:43,396 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:32:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.1998, loss: 0.1998 2023-12-24 09:12:05,980 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:32:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2134, loss: 0.2134 2023-12-24 09:12:28,443 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:32:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1907, loss: 0.1907 2023-12-24 09:12:50,827 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:31:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2384, loss: 0.2384 2023-12-24 09:13:13,377 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:31:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2665, loss: 0.2665 2023-12-24 09:13:35,793 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:30:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2497, loss: 0.2497 2023-12-24 09:13:58,175 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:30:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2106, loss: 0.2106 2023-12-24 09:14:20,577 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:30:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2115, loss: 0.2115 2023-12-24 09:14:42,992 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:29:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2408, loss: 0.2408 2023-12-24 09:15:05,516 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:29:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2337, loss: 0.2337 2023-12-24 09:15:27,990 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:29:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2194, loss: 0.2194 2023-12-24 09:15:50,419 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:28:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2623, loss: 0.2623 2023-12-24 09:16:12,933 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:28:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2096, loss: 0.2096 2023-12-24 09:16:35,374 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:27:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.2106, loss: 0.2106 2023-12-24 09:16:37,222 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-24 09:17:55,966 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:17:56,037 - pyskl - INFO - top1_acc 0.8558 top5_acc 0.9779 2023-12-24 09:17:56,041 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8558, top5_acc: 0.9779 2023-12-24 09:18:37,433 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:27:31, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1638, loss: 0.1638 2023-12-24 09:18:59,859 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:27:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1756, loss: 0.1756 2023-12-24 09:19:22,508 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:26:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1778, loss: 0.1778 2023-12-24 09:19:44,987 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:26:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1983, loss: 0.1983 2023-12-24 09:20:07,526 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:25:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2050, loss: 0.2050 2023-12-24 09:20:30,085 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:25:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2026, loss: 0.2026 2023-12-24 09:20:52,516 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:25:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.1993, loss: 0.1993 2023-12-24 09:21:15,048 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:24:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1933, loss: 0.1933 2023-12-24 09:21:37,694 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:24:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2015, loss: 0.2015 2023-12-24 09:22:00,207 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:24:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1822, loss: 0.1822 2023-12-24 09:22:22,711 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:23:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2229, loss: 0.2229 2023-12-24 09:22:45,113 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:23:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2179, loss: 0.2179 2023-12-24 09:23:07,577 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:22:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2537, loss: 0.2537 2023-12-24 09:23:30,008 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:22:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2086, loss: 0.2086 2023-12-24 09:23:52,361 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:22:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2001, loss: 0.2001 2023-12-24 09:24:14,826 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:21:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1725, loss: 0.1725 2023-12-24 09:24:37,391 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:21:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1832, loss: 0.1832 2023-12-24 09:24:59,973 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:20:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1459, loss: 0.1459 2023-12-24 09:25:22,488 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:20:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.1833, loss: 0.1833 2023-12-24 09:25:44,960 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:20:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2217, loss: 0.2217 2023-12-24 09:26:07,451 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:19:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2211, loss: 0.2211 2023-12-24 09:26:29,930 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:19:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2044, loss: 0.2044 2023-12-24 09:26:52,490 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:18:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2175, loss: 0.2175 2023-12-24 09:27:14,982 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:18:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2398, loss: 0.2398 2023-12-24 09:27:37,544 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:18:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.2575, loss: 0.2575 2023-12-24 09:27:39,445 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-24 09:28:57,738 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:28:57,811 - pyskl - INFO - top1_acc 0.8458 top5_acc 0.9746 2023-12-24 09:28:57,815 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8458, top5_acc: 0.9746 2023-12-24 09:29:39,352 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:17:49, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1677, loss: 0.1677 2023-12-24 09:30:01,747 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:17:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1694, loss: 0.1694 2023-12-24 09:30:24,165 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:17:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1934, loss: 0.1934 2023-12-24 09:30:46,787 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:16:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1938, loss: 0.1938 2023-12-24 09:31:09,237 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:16:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1815, loss: 0.1815 2023-12-24 09:31:31,650 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:15:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1811, loss: 0.1811 2023-12-24 09:31:54,156 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:15:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1905, loss: 0.1905 2023-12-24 09:32:16,664 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:15:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1788, loss: 0.1788 2023-12-24 09:32:39,166 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:14:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1719, loss: 0.1719 2023-12-24 09:33:01,706 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:14:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 0.1843, loss: 0.1843 2023-12-24 09:33:24,218 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:13:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1760, loss: 0.1760 2023-12-24 09:33:46,735 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:13:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.1931, loss: 0.1931 2023-12-24 09:34:09,160 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:13:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2007, loss: 0.2007 2023-12-24 09:34:31,661 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:12:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1951, loss: 0.1951 2023-12-24 09:34:54,142 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:12:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.1947, loss: 0.1947 2023-12-24 09:35:16,653 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:11:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1637, loss: 0.1637 2023-12-24 09:35:39,206 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:11:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1572, loss: 0.1572 2023-12-24 09:36:01,677 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:11:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1897, loss: 0.1897 2023-12-24 09:36:24,221 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:10:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1882, loss: 0.1882 2023-12-24 09:36:46,799 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:10:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2091, loss: 0.2091 2023-12-24 09:37:09,309 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:10:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1937, loss: 0.1937 2023-12-24 09:37:31,822 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:09:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1865, loss: 0.1865 2023-12-24 09:37:54,308 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:09:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1884, loss: 0.1884 2023-12-24 09:38:16,895 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:08:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.2196, loss: 0.2196 2023-12-24 09:38:39,347 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:08:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1898, loss: 0.1898 2023-12-24 09:38:41,175 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-24 09:39:59,728 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:39:59,799 - pyskl - INFO - top1_acc 0.8595 top5_acc 0.9770 2023-12-24 09:39:59,803 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8595, top5_acc: 0.9770 2023-12-24 09:40:41,260 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:08:07, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1764, loss: 0.1764 2023-12-24 09:41:03,691 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:07:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1684, loss: 0.1684 2023-12-24 09:41:26,054 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:07:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1344, loss: 0.1344 2023-12-24 09:41:48,578 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:06:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1451, loss: 0.1451 2023-12-24 09:42:11,040 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:06:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1537, loss: 0.1537 2023-12-24 09:42:33,482 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:06:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1761, loss: 0.1761 2023-12-24 09:42:56,030 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:05:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1747, loss: 0.1747 2023-12-24 09:43:18,526 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:05:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1734, loss: 0.1734 2023-12-24 09:43:41,075 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:04:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1796, loss: 0.1796 2023-12-24 09:44:03,582 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:04:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1402, loss: 0.1402 2023-12-24 09:44:26,088 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:04:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1625, loss: 0.1625 2023-12-24 09:44:48,583 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:03:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1746, loss: 0.1746 2023-12-24 09:45:11,091 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:03:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1830, loss: 0.1830 2023-12-24 09:45:33,645 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:03:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1786, loss: 0.1786 2023-12-24 09:45:56,199 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:02:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2024, loss: 0.2024 2023-12-24 09:46:18,708 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:02:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1770, loss: 0.1770 2023-12-24 09:46:41,176 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:01:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1553, loss: 0.1553 2023-12-24 09:47:03,752 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:01:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1758, loss: 0.1758 2023-12-24 09:47:26,294 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:01:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.2024, loss: 0.2024 2023-12-24 09:47:48,797 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:00:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 0.2458, loss: 0.2458 2023-12-24 09:48:11,249 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:00:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1593, loss: 0.1593 2023-12-24 09:48:33,782 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 5:59:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.1865, loss: 0.1865 2023-12-24 09:48:56,241 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 5:59:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1690, loss: 0.1690 2023-12-24 09:49:18,813 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 5:59:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1544, loss: 0.1544 2023-12-24 09:49:41,300 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 5:58:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2040, loss: 0.2040 2023-12-24 09:49:43,137 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-24 09:51:01,014 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 09:51:01,087 - pyskl - INFO - top1_acc 0.8576 top5_acc 0.9768 2023-12-24 09:51:01,091 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8576, top5_acc: 0.9768 2023-12-24 09:51:42,389 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 5:58:25, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1666, loss: 0.1666 2023-12-24 09:52:04,874 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 5:58:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1649, loss: 0.1649 2023-12-24 09:52:27,387 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 5:57:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1446, loss: 0.1446 2023-12-24 09:52:49,971 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 5:57:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.2209, loss: 0.2209 2023-12-24 09:53:12,563 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 5:56:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1777, loss: 0.1777 2023-12-24 09:53:35,147 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 5:56:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1647, loss: 0.1647 2023-12-24 09:53:57,720 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 5:56:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1545, loss: 0.1545 2023-12-24 09:54:20,250 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 5:55:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1508, loss: 0.1508 2023-12-24 09:54:42,699 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 5:55:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2055, loss: 0.2055 2023-12-24 09:55:05,208 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 5:54:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2002, loss: 0.2002 2023-12-24 09:55:27,750 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 5:54:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1767, loss: 0.1767 2023-12-24 09:55:50,181 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 5:54:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2025, loss: 0.2025 2023-12-24 09:56:12,672 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 5:53:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.1906, loss: 0.1906 2023-12-24 09:56:35,077 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 5:53:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1685, loss: 0.1685 2023-12-24 09:56:57,498 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 5:52:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1984, loss: 0.1984 2023-12-24 09:57:19,930 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 5:52:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1803, loss: 0.1803 2023-12-24 09:57:42,365 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 5:52:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2033, loss: 0.2033 2023-12-24 09:58:04,865 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 5:51:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2273, loss: 0.2273 2023-12-24 09:58:27,402 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 5:51:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2063, loss: 0.2063 2023-12-24 09:58:49,946 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:50:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1572, loss: 0.1572 2023-12-24 09:59:12,444 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:50:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1746, loss: 0.1746 2023-12-24 09:59:35,087 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:50:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 0.1834, loss: 0.1834 2023-12-24 09:59:57,611 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:49:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1979, loss: 0.1979 2023-12-24 10:00:20,180 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:49:26, time: 0.226, data_time: 0.001, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2233, loss: 0.2233 2023-12-24 10:00:42,681 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:49:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1809, loss: 0.1809 2023-12-24 10:00:44,505 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-24 10:02:02,727 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:02:02,801 - pyskl - INFO - top1_acc 0.8599 top5_acc 0.9748 2023-12-24 10:02:02,806 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8599, top5_acc: 0.9748 2023-12-24 10:02:44,187 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:48:43, time: 0.414, data_time: 0.190, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1341, loss: 0.1341 2023-12-24 10:03:06,596 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:48:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1208, loss: 0.1208 2023-12-24 10:03:29,073 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:47:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1586, loss: 0.1586 2023-12-24 10:03:51,537 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:47:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1497, loss: 0.1497 2023-12-24 10:04:14,080 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:47:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1475, loss: 0.1475 2023-12-24 10:04:36,631 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:46:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1492, loss: 0.1492 2023-12-24 10:04:59,156 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:46:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1857, loss: 0.1857 2023-12-24 10:05:21,622 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:45:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1810, loss: 0.1810 2023-12-24 10:05:44,058 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:45:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.1881, loss: 0.1881 2023-12-24 10:06:06,486 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:45:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1864, loss: 0.1864 2023-12-24 10:06:28,986 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:44:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1881, loss: 0.1881 2023-12-24 10:06:51,453 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:44:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1897, loss: 0.1897 2023-12-24 10:07:13,932 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:44:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1643, loss: 0.1643 2023-12-24 10:07:36,373 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:43:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 0.1820, loss: 0.1820 2023-12-24 10:07:58,840 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:43:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1642, loss: 0.1642 2023-12-24 10:08:21,348 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:42:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1910, loss: 0.1910 2023-12-24 10:08:43,869 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:42:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1833, loss: 0.1833 2023-12-24 10:09:06,438 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:42:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1540, loss: 0.1540 2023-12-24 10:09:28,972 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:41:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1790, loss: 0.1790 2023-12-24 10:09:51,469 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:41:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1604, loss: 0.1604 2023-12-24 10:10:14,049 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:40:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1639, loss: 0.1639 2023-12-24 10:10:36,651 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:40:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1622, loss: 0.1622 2023-12-24 10:10:59,184 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:40:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1873, loss: 0.1873 2023-12-24 10:11:21,726 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:39:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1821, loss: 0.1821 2023-12-24 10:11:44,254 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:39:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1610, loss: 0.1610 2023-12-24 10:11:46,081 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-24 10:13:04,201 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:13:04,275 - pyskl - INFO - top1_acc 0.8620 top5_acc 0.9770 2023-12-24 10:13:04,280 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8620, top5_acc: 0.9770 2023-12-24 10:13:45,787 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:39:01, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1377, loss: 0.1377 2023-12-24 10:14:08,303 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:38:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1571, loss: 0.1571 2023-12-24 10:14:30,745 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:38:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1446, loss: 0.1446 2023-12-24 10:14:53,283 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:37:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1249, loss: 0.1249 2023-12-24 10:15:15,879 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:37:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1645, loss: 0.1645 2023-12-24 10:15:38,476 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:37:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1495, loss: 0.1495 2023-12-24 10:16:01,026 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:36:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1535, loss: 0.1535 2023-12-24 10:16:23,604 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:36:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1490, loss: 0.1490 2023-12-24 10:16:45,998 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:35:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1745, loss: 0.1745 2023-12-24 10:17:08,555 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:35:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1464, loss: 0.1464 2023-12-24 10:17:31,128 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:35:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1497, loss: 0.1497 2023-12-24 10:17:53,610 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:34:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1364, loss: 0.1364 2023-12-24 10:18:16,225 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:34:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1385, loss: 0.1385 2023-12-24 10:18:38,691 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:33:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1422, loss: 0.1422 2023-12-24 10:19:01,204 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:33:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1468, loss: 0.1468 2023-12-24 10:19:23,852 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:33:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1236, loss: 0.1236 2023-12-24 10:19:46,339 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:32:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1349, loss: 0.1349 2023-12-24 10:20:08,846 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:32:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1542, loss: 0.1542 2023-12-24 10:20:31,303 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:31:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1712, loss: 0.1712 2023-12-24 10:20:53,755 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:31:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1640, loss: 0.1640 2023-12-24 10:21:16,335 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:31:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1514, loss: 0.1514 2023-12-24 10:21:38,881 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:30:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1709, loss: 0.1709 2023-12-24 10:22:01,395 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:30:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1717, loss: 0.1717 2023-12-24 10:22:23,986 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:30:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1633, loss: 0.1633 2023-12-24 10:22:46,476 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:29:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1751, loss: 0.1751 2023-12-24 10:22:48,280 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-24 10:24:06,578 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:24:06,650 - pyskl - INFO - top1_acc 0.8397 top5_acc 0.9712 2023-12-24 10:24:06,654 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8397, top5_acc: 0.9712 2023-12-24 10:24:47,673 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:29:19, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1405, loss: 0.1405 2023-12-24 10:25:10,118 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:28:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1228, loss: 0.1228 2023-12-24 10:25:32,587 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:28:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1307, loss: 0.1307 2023-12-24 10:25:55,033 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:28:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1314, loss: 0.1314 2023-12-24 10:26:17,514 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:27:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1710, loss: 0.1710 2023-12-24 10:26:40,006 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:27:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1544, loss: 0.1544 2023-12-24 10:27:02,556 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:26:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1230, loss: 0.1230 2023-12-24 10:27:25,204 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:26:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1468, loss: 0.1468 2023-12-24 10:27:47,750 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:26:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1280, loss: 0.1280 2023-12-24 10:28:10,253 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:25:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1195, loss: 0.1195 2023-12-24 10:28:32,731 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:25:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1309, loss: 0.1309 2023-12-24 10:28:55,232 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:25:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1429, loss: 0.1429 2023-12-24 10:29:17,724 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:24:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 2023-12-24 10:29:40,145 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:24:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1479, loss: 0.1479 2023-12-24 10:30:02,622 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:23:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1254, loss: 0.1254 2023-12-24 10:30:25,227 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:23:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1245, loss: 0.1245 2023-12-24 10:30:47,641 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:23:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1506, loss: 0.1506 2023-12-24 10:31:10,136 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:22:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1402, loss: 0.1402 2023-12-24 10:31:32,779 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:22:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1245, loss: 0.1245 2023-12-24 10:31:55,299 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:21:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1589, loss: 0.1589 2023-12-24 10:32:17,777 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:21:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1432, loss: 0.1432 2023-12-24 10:32:40,228 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:21:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1434, loss: 0.1434 2023-12-24 10:33:02,783 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:20:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1462, loss: 0.1462 2023-12-24 10:33:25,295 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:20:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1665, loss: 0.1665 2023-12-24 10:33:47,811 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:19:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1770, loss: 0.1770 2023-12-24 10:33:49,608 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-24 10:35:07,568 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:35:07,642 - pyskl - INFO - top1_acc 0.8605 top5_acc 0.9762 2023-12-24 10:35:07,646 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8605, top5_acc: 0.9762 2023-12-24 10:35:48,986 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:19:37, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1188, loss: 0.1188 2023-12-24 10:36:11,568 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:19:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1124, loss: 0.1124 2023-12-24 10:36:33,984 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:18:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0997, loss: 0.0997 2023-12-24 10:36:56,516 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:18:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1015, loss: 0.1015 2023-12-24 10:37:18,980 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:18:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1158, loss: 0.1158 2023-12-24 10:37:41,599 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:17:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1237, loss: 0.1237 2023-12-24 10:38:04,150 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:17:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0952, loss: 0.0952 2023-12-24 10:38:26,737 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:16:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1392, loss: 0.1392 2023-12-24 10:38:49,246 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:16:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1083, loss: 0.1083 2023-12-24 10:39:11,648 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:16:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1324, loss: 0.1324 2023-12-24 10:39:34,109 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:15:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1294, loss: 0.1294 2023-12-24 10:39:56,516 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:15:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1020, loss: 0.1020 2023-12-24 10:40:19,017 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:14:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1357, loss: 0.1357 2023-12-24 10:40:41,417 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:14:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1352, loss: 0.1352 2023-12-24 10:41:03,871 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:14:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1465, loss: 0.1465 2023-12-24 10:41:26,313 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:13:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1408, loss: 0.1408 2023-12-24 10:41:48,782 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:13:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1406, loss: 0.1406 2023-12-24 10:42:11,323 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:12:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1832, loss: 0.1832 2023-12-24 10:42:33,824 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:12:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1165, loss: 0.1165 2023-12-24 10:42:56,232 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:12:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1276, loss: 0.1276 2023-12-24 10:43:18,730 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:11:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1433, loss: 0.1433 2023-12-24 10:43:41,290 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:11:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1619, loss: 0.1619 2023-12-24 10:44:03,787 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:11:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1321, loss: 0.1321 2023-12-24 10:44:26,167 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:10:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1509, loss: 0.1509 2023-12-24 10:44:48,595 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:10:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1384, loss: 0.1384 2023-12-24 10:44:50,386 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-24 10:46:08,621 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:46:08,696 - pyskl - INFO - top1_acc 0.8616 top5_acc 0.9758 2023-12-24 10:46:08,701 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8616, top5_acc: 0.9758 2023-12-24 10:46:49,511 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:09:55, time: 0.408, data_time: 0.183, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.1142, loss: 0.1142 2023-12-24 10:47:11,988 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:09:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1051, loss: 0.1051 2023-12-24 10:47:34,469 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:09:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1000, loss: 0.1000 2023-12-24 10:47:56,861 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:08:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1148, loss: 0.1148 2023-12-24 10:48:19,245 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:08:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1330, loss: 0.1330 2023-12-24 10:48:41,650 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:07:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1306, loss: 0.1306 2023-12-24 10:49:04,086 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:07:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1343, loss: 0.1343 2023-12-24 10:49:26,767 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:07:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 2023-12-24 10:49:49,459 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:06:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1233, loss: 0.1233 2023-12-24 10:50:11,987 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:06:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1092, loss: 0.1092 2023-12-24 10:50:34,499 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:06:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1225, loss: 0.1225 2023-12-24 10:50:56,914 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:05:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0995, loss: 0.0995 2023-12-24 10:51:19,406 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:05:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1143, loss: 0.1143 2023-12-24 10:51:41,805 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:04:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1187, loss: 0.1187 2023-12-24 10:52:04,436 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:04:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1127, loss: 0.1127 2023-12-24 10:52:26,995 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:04:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1150, loss: 0.1150 2023-12-24 10:52:49,563 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:03:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1295, loss: 0.1295 2023-12-24 10:53:12,078 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:03:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1281, loss: 0.1281 2023-12-24 10:53:34,545 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:02:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1237, loss: 0.1237 2023-12-24 10:53:57,061 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:02:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1362, loss: 0.1362 2023-12-24 10:54:19,430 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:02:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1153, loss: 0.1153 2023-12-24 10:54:41,885 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:01:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1361, loss: 0.1361 2023-12-24 10:55:04,303 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:01:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1250, loss: 0.1250 2023-12-24 10:55:26,832 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:00:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1475, loss: 0.1475 2023-12-24 10:55:49,302 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:00:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1187, loss: 0.1187 2023-12-24 10:55:51,094 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-24 10:57:09,074 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 10:57:09,144 - pyskl - INFO - top1_acc 0.8644 top5_acc 0.9771 2023-12-24 10:57:09,148 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_109.pth was removed 2023-12-24 10:57:09,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-24 10:57:09,296 - pyskl - INFO - Best top1_acc is 0.8644 at 119 epoch. 2023-12-24 10:57:09,300 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8644, top5_acc: 0.9771 2023-12-24 10:57:50,902 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:00:13, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1151, loss: 0.1151 2023-12-24 10:58:13,438 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 4:59:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1242, loss: 0.1242 2023-12-24 10:58:35,918 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 4:59:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0978, loss: 0.0978 2023-12-24 10:58:58,334 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 4:59:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0993, loss: 0.0993 2023-12-24 10:59:20,778 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 4:58:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 2023-12-24 10:59:43,172 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 4:58:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1002, loss: 0.1002 2023-12-24 11:00:05,734 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 4:57:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 2023-12-24 11:00:28,082 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 4:57:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1187, loss: 0.1187 2023-12-24 11:00:50,533 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 4:57:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1028, loss: 0.1028 2023-12-24 11:01:12,929 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 4:56:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 2023-12-24 11:01:35,435 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 4:56:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1121, loss: 0.1121 2023-12-24 11:01:57,915 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 4:55:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0951, loss: 0.0951 2023-12-24 11:02:20,353 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 4:55:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0963, loss: 0.0963 2023-12-24 11:02:42,791 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 4:55:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1178, loss: 0.1178 2023-12-24 11:03:05,292 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 4:54:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1025, loss: 0.1025 2023-12-24 11:03:27,789 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 4:54:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1069, loss: 0.1069 2023-12-24 11:03:50,231 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 4:53:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0925, loss: 0.0925 2023-12-24 11:04:12,725 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 4:53:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1281, loss: 0.1281 2023-12-24 11:04:35,171 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 4:53:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1364, loss: 0.1364 2023-12-24 11:04:57,685 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 4:52:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1196, loss: 0.1196 2023-12-24 11:05:20,182 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:52:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1073, loss: 0.1073 2023-12-24 11:05:42,714 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:52:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1302, loss: 0.1302 2023-12-24 11:06:05,384 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:51:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1450, loss: 0.1450 2023-12-24 11:06:27,992 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:51:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1339, loss: 0.1339 2023-12-24 11:06:50,446 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:50:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1272, loss: 0.1272 2023-12-24 11:06:52,307 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-24 11:08:10,678 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:08:10,749 - pyskl - INFO - top1_acc 0.8625 top5_acc 0.9775 2023-12-24 11:08:10,753 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8625, top5_acc: 0.9775 2023-12-24 11:08:52,137 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:50:31, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0916, loss: 0.0916 2023-12-24 11:09:14,706 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:50:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0976, loss: 0.0976 2023-12-24 11:09:37,293 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:49:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1111, loss: 0.1111 2023-12-24 11:09:59,715 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:49:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0796, loss: 0.0796 2023-12-24 11:10:22,283 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:48:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0856, loss: 0.0856 2023-12-24 11:10:44,811 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:48:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0943, loss: 0.0943 2023-12-24 11:11:07,410 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:48:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1090, loss: 0.1090 2023-12-24 11:11:29,973 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:47:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0965, loss: 0.0965 2023-12-24 11:11:52,464 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:47:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0951, loss: 0.0951 2023-12-24 11:12:14,981 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:47:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1199, loss: 0.1199 2023-12-24 11:12:37,526 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:46:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1276, loss: 0.1276 2023-12-24 11:13:00,044 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:46:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0951, loss: 0.0951 2023-12-24 11:13:22,549 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:45:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 2023-12-24 11:13:45,052 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:45:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0994, loss: 0.0994 2023-12-24 11:14:07,616 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:45:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0924, loss: 0.0924 2023-12-24 11:14:30,194 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:44:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1135, loss: 0.1135 2023-12-24 11:14:52,813 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:44:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1085, loss: 0.1085 2023-12-24 11:15:15,354 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:43:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0970, loss: 0.0970 2023-12-24 11:15:37,946 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:43:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 2023-12-24 11:16:00,405 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:43:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 2023-12-24 11:16:22,994 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:42:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1175, loss: 0.1175 2023-12-24 11:16:45,469 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:42:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1176, loss: 0.1176 2023-12-24 11:17:07,925 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:41:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1355, loss: 0.1355 2023-12-24 11:17:30,429 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:41:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1184, loss: 0.1184 2023-12-24 11:17:52,782 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:41:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1016, loss: 0.1016 2023-12-24 11:17:54,628 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-24 11:19:13,327 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:19:13,403 - pyskl - INFO - top1_acc 0.8791 top5_acc 0.9803 2023-12-24 11:19:13,408 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_119.pth was removed 2023-12-24 11:19:13,560 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2023-12-24 11:19:13,560 - pyskl - INFO - Best top1_acc is 0.8791 at 121 epoch. 2023-12-24 11:19:13,564 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8791, top5_acc: 0.9803 2023-12-24 11:19:55,577 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:40:49, time: 0.420, data_time: 0.193, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 2023-12-24 11:20:18,021 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:40:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0862, loss: 0.0862 2023-12-24 11:20:40,532 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:40:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 2023-12-24 11:21:03,072 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:39:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-24 11:21:25,600 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:39:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0839, loss: 0.0839 2023-12-24 11:21:48,023 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:38:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0770, loss: 0.0770 2023-12-24 11:22:10,627 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:38:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0917, loss: 0.0917 2023-12-24 11:22:33,135 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:38:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0891, loss: 0.0891 2023-12-24 11:22:55,602 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:37:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 2023-12-24 11:23:18,046 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:37:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1001, loss: 0.1001 2023-12-24 11:23:40,591 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:36:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0883, loss: 0.0883 2023-12-24 11:24:02,975 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:36:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 2023-12-24 11:24:25,476 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:36:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0738, loss: 0.0738 2023-12-24 11:24:47,884 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:35:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0930, loss: 0.0930 2023-12-24 11:25:10,356 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:35:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1139, loss: 0.1139 2023-12-24 11:25:32,932 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:34:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0941, loss: 0.0941 2023-12-24 11:25:55,392 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:34:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0978, loss: 0.0978 2023-12-24 11:26:17,920 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:34:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 2023-12-24 11:26:40,440 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:33:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1039, loss: 0.1039 2023-12-24 11:27:03,025 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:33:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1058, loss: 0.1058 2023-12-24 11:27:25,607 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:33:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0931, loss: 0.0931 2023-12-24 11:27:48,087 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:32:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 2023-12-24 11:28:10,467 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:32:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 2023-12-24 11:28:32,960 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:31:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0871, loss: 0.0871 2023-12-24 11:28:55,526 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:31:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0991, loss: 0.0991 2023-12-24 11:28:57,475 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-24 11:30:16,232 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:30:16,309 - pyskl - INFO - top1_acc 0.8726 top5_acc 0.9800 2023-12-24 11:30:16,314 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8726, top5_acc: 0.9800 2023-12-24 11:30:58,200 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:31:07, time: 0.419, data_time: 0.194, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 2023-12-24 11:31:20,670 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:30:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783 2023-12-24 11:31:43,216 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:30:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0894, loss: 0.0894 2023-12-24 11:32:05,792 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:29:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 2023-12-24 11:32:28,406 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:29:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0911, loss: 0.0911 2023-12-24 11:32:50,850 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:29:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0935, loss: 0.0935 2023-12-24 11:33:13,342 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:28:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 2023-12-24 11:33:35,951 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:28:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0873, loss: 0.0873 2023-12-24 11:33:58,535 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:28:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0896, loss: 0.0896 2023-12-24 11:34:20,984 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:27:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 2023-12-24 11:34:43,513 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:27:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 2023-12-24 11:35:06,108 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:26:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 2023-12-24 11:35:28,676 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:26:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0822, loss: 0.0822 2023-12-24 11:35:51,177 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:26:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0867, loss: 0.0867 2023-12-24 11:36:13,718 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:25:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0781, loss: 0.0781 2023-12-24 11:36:36,231 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:25:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0831, loss: 0.0831 2023-12-24 11:36:58,627 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:24:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0960, loss: 0.0960 2023-12-24 11:37:21,058 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:24:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 2023-12-24 11:37:43,616 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:24:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1123, loss: 0.1123 2023-12-24 11:38:06,038 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:23:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0926, loss: 0.0926 2023-12-24 11:38:28,515 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:23:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1176, loss: 0.1176 2023-12-24 11:38:50,940 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:22:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1130, loss: 0.1130 2023-12-24 11:39:13,335 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:22:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0899, loss: 0.0899 2023-12-24 11:39:35,760 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:22:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0882, loss: 0.0882 2023-12-24 11:39:58,225 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:21:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.0980, loss: 0.0980 2023-12-24 11:40:00,098 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-24 11:41:18,660 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:41:18,731 - pyskl - INFO - top1_acc 0.8699 top5_acc 0.9771 2023-12-24 11:41:18,735 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8699, top5_acc: 0.9771 2023-12-24 11:42:00,730 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:21:26, time: 0.420, data_time: 0.196, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 2023-12-24 11:42:23,218 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:21:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0907, loss: 0.0907 2023-12-24 11:42:45,871 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:20:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 2023-12-24 11:43:08,405 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:20:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 2023-12-24 11:43:31,040 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:19:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 2023-12-24 11:43:53,521 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:19:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 2023-12-24 11:44:16,073 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:19:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0803, loss: 0.0803 2023-12-24 11:44:38,476 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:18:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 2023-12-24 11:45:00,977 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:18:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0850, loss: 0.0850 2023-12-24 11:45:23,596 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:17:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 2023-12-24 11:45:46,085 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:17:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 2023-12-24 11:46:08,666 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:17:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0963, loss: 0.0963 2023-12-24 11:46:31,055 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:16:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 2023-12-24 11:46:53,531 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:16:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0786, loss: 0.0786 2023-12-24 11:47:16,031 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:15:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-24 11:47:38,510 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:15:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 2023-12-24 11:48:00,989 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:15:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 2023-12-24 11:48:23,484 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:14:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 2023-12-24 11:48:45,967 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:14:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 2023-12-24 11:49:08,524 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:14:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 2023-12-24 11:49:31,078 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:13:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0916, loss: 0.0916 2023-12-24 11:49:53,454 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:13:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 2023-12-24 11:50:15,909 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:12:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 2023-12-24 11:50:38,477 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:12:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0906, loss: 0.0906 2023-12-24 11:51:00,941 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:12:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 2023-12-24 11:51:02,900 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-24 11:52:21,321 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 11:52:21,391 - pyskl - INFO - top1_acc 0.8656 top5_acc 0.9773 2023-12-24 11:52:21,395 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8656, top5_acc: 0.9773 2023-12-24 11:53:03,350 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:11:44, time: 0.420, data_time: 0.194, memory: 6525, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0725, loss: 0.0725 2023-12-24 11:53:25,755 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:11:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 2023-12-24 11:53:48,204 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:10:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0583, loss: 0.0583 2023-12-24 11:54:10,685 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:10:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 2023-12-24 11:54:33,182 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:10:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 2023-12-24 11:54:55,718 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:09:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 2023-12-24 11:55:18,205 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:09:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 2023-12-24 11:55:40,749 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:09:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 2023-12-24 11:56:03,266 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:08:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 2023-12-24 11:56:25,798 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:08:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 2023-12-24 11:56:48,387 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:07:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 2023-12-24 11:57:10,914 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:07:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 2023-12-24 11:57:33,523 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:07:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 2023-12-24 11:57:55,979 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:06:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 2023-12-24 11:58:18,349 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:06:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 2023-12-24 11:58:40,754 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:05:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 2023-12-24 11:59:03,208 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:05:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 2023-12-24 11:59:25,704 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:05:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 2023-12-24 11:59:48,175 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:04:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0746, loss: 0.0746 2023-12-24 12:00:10,750 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:04:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0755, loss: 0.0755 2023-12-24 12:00:33,293 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:03:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0647, loss: 0.0647 2023-12-24 12:00:55,711 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:03:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 2023-12-24 12:01:18,175 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:03:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0711, loss: 0.0711 2023-12-24 12:01:40,684 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:02:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0642, loss: 0.0642 2023-12-24 12:02:03,178 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:02:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 2023-12-24 12:02:05,118 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-24 12:03:24,595 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:03:24,665 - pyskl - INFO - top1_acc 0.8709 top5_acc 0.9791 2023-12-24 12:03:24,669 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8709, top5_acc: 0.9791 2023-12-24 12:04:06,868 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:02:02, time: 0.422, data_time: 0.197, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 2023-12-24 12:04:29,263 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:01:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 2023-12-24 12:04:51,702 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:01:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 2023-12-24 12:05:14,179 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:00:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 2023-12-24 12:05:36,669 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:00:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 2023-12-24 12:05:59,315 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:00:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 2023-12-24 12:06:21,800 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 3:59:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 2023-12-24 12:06:44,243 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 3:59:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 2023-12-24 12:07:06,794 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 3:58:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0555, loss: 0.0555 2023-12-24 12:07:29,257 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 3:58:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 2023-12-24 12:07:51,785 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 3:58:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 2023-12-24 12:08:14,309 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 3:57:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0918, loss: 0.0918 2023-12-24 12:08:36,800 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 3:57:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 2023-12-24 12:08:59,199 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 3:56:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 2023-12-24 12:09:21,597 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 3:56:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 2023-12-24 12:09:44,130 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 3:56:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 2023-12-24 12:10:06,561 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 3:55:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 2023-12-24 12:10:29,070 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 3:55:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 2023-12-24 12:10:51,665 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 3:55:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-24 12:11:14,182 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 3:54:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0727, loss: 0.0727 2023-12-24 12:11:36,626 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 3:54:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 2023-12-24 12:11:59,127 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:53:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 2023-12-24 12:12:21,605 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:53:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 2023-12-24 12:12:44,062 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:53:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0828, loss: 0.0828 2023-12-24 12:13:06,483 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:52:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 2023-12-24 12:13:08,387 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-24 12:14:28,261 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:14:28,333 - pyskl - INFO - top1_acc 0.8740 top5_acc 0.9788 2023-12-24 12:14:28,337 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8740, top5_acc: 0.9788 2023-12-24 12:15:10,685 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:52:20, time: 0.423, data_time: 0.199, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 2023-12-24 12:15:33,239 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:51:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 2023-12-24 12:15:55,896 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:51:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 2023-12-24 12:16:18,465 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:51:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 2023-12-24 12:16:41,023 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:50:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 2023-12-24 12:17:03,517 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:50:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0647, loss: 0.0647 2023-12-24 12:17:26,107 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:50:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 2023-12-24 12:17:48,709 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:49:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 2023-12-24 12:18:11,302 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:49:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 2023-12-24 12:18:33,915 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:48:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 2023-12-24 12:18:56,507 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:48:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 2023-12-24 12:19:19,138 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:48:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 2023-12-24 12:19:41,616 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:47:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 2023-12-24 12:20:04,157 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:47:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0490, loss: 0.0490 2023-12-24 12:20:26,870 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:46:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 2023-12-24 12:20:49,403 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:46:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 2023-12-24 12:21:11,879 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:46:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 2023-12-24 12:21:34,392 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:45:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 2023-12-24 12:21:56,877 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:45:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 2023-12-24 12:22:19,403 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:44:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 2023-12-24 12:22:41,992 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:44:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 2023-12-24 12:23:04,555 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:44:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0579, loss: 0.0579 2023-12-24 12:23:27,091 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:43:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0549, loss: 0.0549 2023-12-24 12:23:49,712 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:43:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 2023-12-24 12:24:12,233 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:43:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0652, loss: 0.0652 2023-12-24 12:24:14,206 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-24 12:25:33,220 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:25:33,295 - pyskl - INFO - top1_acc 0.8774 top5_acc 0.9796 2023-12-24 12:25:33,300 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8774, top5_acc: 0.9796 2023-12-24 12:26:15,434 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:42:39, time: 0.421, data_time: 0.196, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 2023-12-24 12:26:37,891 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:42:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 2023-12-24 12:27:00,403 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:41:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0435, loss: 0.0435 2023-12-24 12:27:22,917 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:41:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462 2023-12-24 12:27:45,538 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:41:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 2023-12-24 12:28:08,045 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:40:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 2023-12-24 12:28:30,556 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:40:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 2023-12-24 12:28:53,085 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:39:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 2023-12-24 12:29:15,567 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:39:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-24 12:29:38,035 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:39:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 2023-12-24 12:30:00,589 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:38:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 2023-12-24 12:30:23,056 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:38:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 2023-12-24 12:30:45,536 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:37:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0600, loss: 0.0600 2023-12-24 12:31:08,034 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:37:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0575, loss: 0.0575 2023-12-24 12:31:30,544 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:37:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 2023-12-24 12:31:53,160 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:36:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 2023-12-24 12:32:15,744 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:36:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-24 12:32:38,142 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:36:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 2023-12-24 12:33:00,688 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:35:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 2023-12-24 12:33:23,273 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:35:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 2023-12-24 12:33:45,709 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:34:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 2023-12-24 12:34:08,189 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:34:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 2023-12-24 12:34:30,621 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:34:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0632, loss: 0.0632 2023-12-24 12:34:53,114 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:33:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0513, loss: 0.0513 2023-12-24 12:35:15,556 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:33:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 2023-12-24 12:35:17,441 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-24 12:36:36,444 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:36:36,515 - pyskl - INFO - top1_acc 0.8784 top5_acc 0.9792 2023-12-24 12:36:36,519 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8784, top5_acc: 0.9792 2023-12-24 12:37:18,480 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:32:57, time: 0.420, data_time: 0.195, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 2023-12-24 12:37:40,919 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:32:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 2023-12-24 12:38:03,519 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:32:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 2023-12-24 12:38:25,963 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:31:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425 2023-12-24 12:38:48,464 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:31:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-24 12:39:10,958 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:31:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 2023-12-24 12:39:33,509 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:30:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 2023-12-24 12:39:56,117 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:30:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 2023-12-24 12:40:18,626 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:29:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 2023-12-24 12:40:41,172 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:29:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 2023-12-24 12:41:03,766 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:29:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 2023-12-24 12:41:26,179 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:28:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 2023-12-24 12:41:48,616 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:28:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 2023-12-24 12:42:11,056 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:27:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 2023-12-24 12:42:33,658 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:27:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 2023-12-24 12:42:56,224 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:27:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 2023-12-24 12:43:18,667 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:26:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0475, loss: 0.0475 2023-12-24 12:43:41,232 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:26:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0439, loss: 0.0439 2023-12-24 12:44:03,728 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:25:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 2023-12-24 12:44:26,148 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:25:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 2023-12-24 12:44:48,497 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:25:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 2023-12-24 12:45:11,150 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:24:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 2023-12-24 12:45:33,719 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:24:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 2023-12-24 12:45:56,212 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:24:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 2023-12-24 12:46:18,644 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:23:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 2023-12-24 12:46:20,602 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-24 12:47:39,253 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:47:39,323 - pyskl - INFO - top1_acc 0.8783 top5_acc 0.9773 2023-12-24 12:47:39,327 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8783, top5_acc: 0.9773 2023-12-24 12:48:21,479 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:23:15, time: 0.421, data_time: 0.196, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 2023-12-24 12:48:43,998 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:22:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 2023-12-24 12:49:06,549 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:22:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 2023-12-24 12:49:28,960 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:22:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 2023-12-24 12:49:51,604 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:21:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 2023-12-24 12:50:14,101 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:21:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 2023-12-24 12:50:36,601 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:20:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0502, loss: 0.0502 2023-12-24 12:50:59,076 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:20:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 2023-12-24 12:51:21,693 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:20:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 2023-12-24 12:51:44,285 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:19:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 2023-12-24 12:52:06,850 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:19:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 2023-12-24 12:52:29,300 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:18:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 2023-12-24 12:52:51,785 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:18:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421 2023-12-24 12:53:14,404 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:18:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 2023-12-24 12:53:36,931 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:17:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 2023-12-24 12:53:59,578 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:17:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 2023-12-24 12:54:22,108 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:17:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 2023-12-24 12:54:44,519 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:16:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0452, loss: 0.0452 2023-12-24 12:55:07,088 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:16:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-24 12:55:29,626 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:15:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 2023-12-24 12:55:52,130 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:15:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 2023-12-24 12:56:14,562 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:15:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 2023-12-24 12:56:37,187 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:14:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 2023-12-24 12:56:59,708 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:14:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0445, loss: 0.0445 2023-12-24 12:57:22,066 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:13:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0478, loss: 0.0478 2023-12-24 12:57:23,983 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-24 12:58:42,666 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 12:58:42,738 - pyskl - INFO - top1_acc 0.8734 top5_acc 0.9752 2023-12-24 12:58:42,742 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8734, top5_acc: 0.9752 2023-12-24 12:59:24,733 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:13:33, time: 0.420, data_time: 0.194, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 2023-12-24 12:59:47,220 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:13:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 2023-12-24 13:00:09,795 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:12:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-24 13:00:32,311 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:12:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 2023-12-24 13:00:54,812 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:12:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 2023-12-24 13:01:17,295 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:11:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2023-12-24 13:01:39,820 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:11:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-24 13:02:02,277 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:10:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-24 13:02:24,842 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:10:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 2023-12-24 13:02:47,428 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:10:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-24 13:03:09,999 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:09:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 2023-12-24 13:03:32,449 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:09:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 2023-12-24 13:03:54,866 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:08:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 2023-12-24 13:04:17,327 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:08:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-24 13:04:39,818 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:08:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 2023-12-24 13:05:02,311 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:07:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 2023-12-24 13:05:24,777 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:07:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2023-12-24 13:05:47,300 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:06:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 2023-12-24 13:06:09,807 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:06:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-24 13:06:32,287 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:06:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 2023-12-24 13:06:54,816 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:05:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 2023-12-24 13:07:17,343 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:05:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 2023-12-24 13:07:39,801 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:05:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 2023-12-24 13:08:02,319 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:04:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 2023-12-24 13:08:24,865 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:04:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 2023-12-24 13:08:26,770 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-24 13:09:45,427 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:09:45,500 - pyskl - INFO - top1_acc 0.8793 top5_acc 0.9806 2023-12-24 13:09:45,505 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_121.pth was removed 2023-12-24 13:09:45,653 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2023-12-24 13:09:45,653 - pyskl - INFO - Best top1_acc is 0.8793 at 131 epoch. 2023-12-24 13:09:45,657 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8793, top5_acc: 0.9806 2023-12-24 13:10:27,330 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:03:52, time: 0.417, data_time: 0.192, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 2023-12-24 13:10:49,821 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:03:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 2023-12-24 13:11:12,294 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:03:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 2023-12-24 13:11:34,865 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:02:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2023-12-24 13:11:57,432 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:02:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 2023-12-24 13:12:19,873 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:01:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2023-12-24 13:12:42,444 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:01:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 2023-12-24 13:13:04,949 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:01:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 2023-12-24 13:13:27,447 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:00:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-24 13:13:50,062 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:00:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 2023-12-24 13:14:12,622 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 2:59:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 2023-12-24 13:14:35,222 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 2:59:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 2023-12-24 13:14:57,709 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 2:59:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 2023-12-24 13:15:20,185 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 2:58:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 2023-12-24 13:15:42,600 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 2:58:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 2023-12-24 13:16:05,018 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 2:58:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 2023-12-24 13:16:27,520 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 2:57:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-24 13:16:50,180 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 2:57:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 2023-12-24 13:17:12,735 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 2:56:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 2023-12-24 13:17:35,259 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 2:56:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 2023-12-24 13:17:57,761 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 2:56:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 2023-12-24 13:18:20,387 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 2:55:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 2023-12-24 13:18:42,926 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:55:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 2023-12-24 13:19:05,397 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:54:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-24 13:19:27,995 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:54:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 2023-12-24 13:19:29,860 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-24 13:20:48,437 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:20:48,509 - pyskl - INFO - top1_acc 0.8786 top5_acc 0.9797 2023-12-24 13:20:48,513 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8786, top5_acc: 0.9797 2023-12-24 13:21:30,069 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:54:10, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-24 13:21:52,686 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:53:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 2023-12-24 13:22:15,284 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:53:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 2023-12-24 13:22:37,808 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:53:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-24 13:23:00,338 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:52:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2023-12-24 13:23:22,855 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:52:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-24 13:23:45,383 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:51:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-24 13:24:07,900 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:51:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 2023-12-24 13:24:30,511 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:51:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-24 13:24:53,127 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:50:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-24 13:25:15,736 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:50:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2023-12-24 13:25:38,182 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:49:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2023-12-24 13:26:00,683 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:49:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2023-12-24 13:26:23,168 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:49:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2023-12-24 13:26:45,668 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:48:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-24 13:27:08,198 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:48:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 2023-12-24 13:27:30,823 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:47:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 2023-12-24 13:27:53,222 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:47:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 2023-12-24 13:28:15,674 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:47:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 2023-12-24 13:28:38,162 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:46:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 2023-12-24 13:29:00,702 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:46:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 2023-12-24 13:29:23,201 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:46:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-24 13:29:45,660 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:45:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 2023-12-24 13:30:08,212 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:45:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 2023-12-24 13:30:30,619 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:44:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-24 13:30:32,522 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-24 13:31:50,952 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:31:51,029 - pyskl - INFO - top1_acc 0.8825 top5_acc 0.9793 2023-12-24 13:31:51,033 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_131.pth was removed 2023-12-24 13:31:51,182 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-24 13:31:51,183 - pyskl - INFO - Best top1_acc is 0.8825 at 133 epoch. 2023-12-24 13:31:51,187 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8825, top5_acc: 0.9793 2023-12-24 13:32:32,662 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:44:28, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-24 13:32:55,141 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:44:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-24 13:33:17,565 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:43:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 2023-12-24 13:33:40,090 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:43:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2023-12-24 13:34:02,553 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:42:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2023-12-24 13:34:25,049 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:42:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-24 13:34:47,498 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:42:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 2023-12-24 13:35:10,090 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:41:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-24 13:35:32,567 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:41:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-24 13:35:55,074 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:40:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-24 13:36:17,526 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:40:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 2023-12-24 13:36:40,029 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:40:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 13:37:02,530 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:39:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-24 13:37:25,002 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:39:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 2023-12-24 13:37:47,536 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:39:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-24 13:38:10,131 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:38:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-24 13:38:32,608 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:38:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-24 13:38:55,191 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:37:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 13:39:17,770 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:37:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-24 13:39:40,219 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:37:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-24 13:40:02,714 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:36:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 2023-12-24 13:40:25,240 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:36:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-24 13:40:47,768 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:35:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-24 13:41:10,267 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:35:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-24 13:41:32,677 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:35:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 2023-12-24 13:41:34,533 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-24 13:42:53,218 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:42:53,288 - pyskl - INFO - top1_acc 0.8803 top5_acc 0.9789 2023-12-24 13:42:53,292 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8803, top5_acc: 0.9789 2023-12-24 13:43:34,726 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:34:46, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 2023-12-24 13:43:57,219 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:34:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-24 13:44:19,721 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:33:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 2023-12-24 13:44:42,053 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:33:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 13:45:04,584 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:33:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-24 13:45:27,066 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:32:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-24 13:45:49,519 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:32:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-24 13:46:11,978 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:32:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-24 13:46:34,437 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:31:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-24 13:46:56,978 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:31:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-24 13:47:19,405 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:30:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-24 13:47:41,820 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:30:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-24 13:48:04,279 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:30:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-24 13:48:26,716 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:29:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-24 13:48:49,240 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:29:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-24 13:49:11,825 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:28:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 2023-12-24 13:49:34,353 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:28:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-24 13:49:56,867 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:28:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2023-12-24 13:50:19,370 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:27:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 13:50:41,846 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:27:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2023-12-24 13:51:04,334 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:27:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-24 13:51:26,883 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:26:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-24 13:51:49,467 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:26:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 13:52:11,856 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:25:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-24 13:52:34,275 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:25:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 13:52:36,115 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-24 13:53:54,668 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 13:53:54,741 - pyskl - INFO - top1_acc 0.8884 top5_acc 0.9811 2023-12-24 13:53:54,746 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_133.pth was removed 2023-12-24 13:53:54,888 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-24 13:53:54,889 - pyskl - INFO - Best top1_acc is 0.8884 at 135 epoch. 2023-12-24 13:53:54,892 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8884, top5_acc: 0.9811 2023-12-24 13:54:36,120 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:25:04, time: 0.412, data_time: 0.188, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 13:54:58,640 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:24:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 13:55:21,316 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:24:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-24 13:55:43,885 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:23:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2023-12-24 13:56:06,348 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:23:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 13:56:28,874 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:23:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 13:56:51,320 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:22:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-24 13:57:13,851 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:22:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 2023-12-24 13:57:36,358 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:21:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-24 13:57:58,923 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:21:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-24 13:58:21,429 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:21:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2023-12-24 13:58:44,011 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:20:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 13:59:06,592 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:20:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-24 13:59:29,028 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:20:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-24 13:59:51,595 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:19:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-24 14:00:14,046 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:19:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 2023-12-24 14:00:36,548 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:18:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-24 14:00:59,052 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:18:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-24 14:01:21,654 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:18:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-24 14:01:44,152 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:17:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 2023-12-24 14:02:06,709 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:17:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 14:02:29,284 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:16:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-24 14:02:51,907 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:16:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-24 14:03:14,306 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:16:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-24 14:03:36,879 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:15:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-24 14:03:38,716 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-24 14:04:57,044 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:04:57,117 - pyskl - INFO - top1_acc 0.8832 top5_acc 0.9791 2023-12-24 14:04:57,121 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8832, top5_acc: 0.9791 2023-12-24 14:05:38,886 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:15:22, time: 0.418, data_time: 0.193, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 2023-12-24 14:06:01,352 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:14:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-24 14:06:23,791 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:14:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-24 14:06:46,334 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:14:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-24 14:07:08,810 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:13:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-24 14:07:31,364 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:13:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-24 14:07:53,920 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:13:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 14:08:16,465 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:12:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-24 14:08:38,963 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:12:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 14:09:01,439 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:11:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-24 14:09:23,960 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:11:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-24 14:09:46,443 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:11:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 14:10:08,862 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:10:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2023-12-24 14:10:31,400 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:10:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-24 14:10:53,948 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:09:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 14:11:16,500 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:09:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 14:11:39,063 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:09:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-24 14:12:01,728 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:08:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 14:12:24,268 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:08:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-24 14:12:46,716 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:08:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-24 14:13:09,258 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:07:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 14:13:31,857 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:07:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-24 14:13:54,345 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:06:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 14:14:16,801 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:06:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 14:14:39,333 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:06:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-24 14:14:41,165 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-24 14:15:59,514 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:15:59,587 - pyskl - INFO - top1_acc 0.8860 top5_acc 0.9813 2023-12-24 14:15:59,591 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8860, top5_acc: 0.9813 2023-12-24 14:16:40,948 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:05:40, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 14:17:03,501 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:05:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 14:17:26,007 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:04:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 14:17:48,594 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:04:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 14:18:11,187 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:04:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 14:18:33,685 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:03:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 14:18:56,106 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:03:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-24 14:19:18,627 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:02:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 2023-12-24 14:19:41,134 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:02:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-24 14:20:03,743 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:02:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-24 14:20:26,217 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:01:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 14:20:48,770 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:01:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-24 14:21:11,191 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:01:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 14:21:33,634 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:00:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-24 14:21:56,119 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:00:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 14:22:18,659 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 1:59:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 14:22:41,328 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 1:59:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-24 14:23:03,866 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 1:59:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-24 14:23:26,383 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 1:58:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 14:23:48,869 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 1:58:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-24 14:24:11,333 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 1:57:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-24 14:24:33,903 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 1:57:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 14:24:56,406 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 1:57:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-24 14:25:19,014 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:56:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 14:25:41,546 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:56:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 14:25:43,321 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-24 14:27:01,573 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:27:01,643 - pyskl - INFO - top1_acc 0.8862 top5_acc 0.9803 2023-12-24 14:27:01,646 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8862, top5_acc: 0.9803 2023-12-24 14:27:42,798 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:55:59, time: 0.411, data_time: 0.187, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-24 14:28:05,350 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:55:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-24 14:28:27,916 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:55:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 14:28:50,353 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:54:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-24 14:29:12,861 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:54:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-24 14:29:35,564 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:54:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 14:29:58,087 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:53:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 14:30:20,578 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:53:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-24 14:30:43,178 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:52:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 14:31:05,736 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:52:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 14:31:28,212 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:52:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-24 14:31:50,684 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:51:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 14:32:13,099 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:51:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 14:32:35,581 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:50:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 14:32:58,036 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:50:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 14:33:20,563 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:50:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 14:33:42,919 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:49:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 14:34:05,327 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:49:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 14:34:27,713 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:49:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 14:34:50,137 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:48:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 14:35:12,604 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:48:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-24 14:35:34,998 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:47:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-24 14:35:57,514 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:47:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 14:36:20,075 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:47:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 14:36:42,572 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:46:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-24 14:36:44,406 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-24 14:38:02,510 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:38:02,585 - pyskl - INFO - top1_acc 0.8860 top5_acc 0.9802 2023-12-24 14:38:02,589 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8860, top5_acc: 0.9802 2023-12-24 14:38:44,038 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:46:17, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 14:39:06,556 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:45:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 14:39:29,097 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:45:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 14:39:51,722 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:45:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 14:40:14,084 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:44:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 14:40:36,636 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:44:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 2023-12-24 14:40:59,286 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:43:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-24 14:41:21,876 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:43:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-24 14:41:44,332 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:43:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 14:42:06,904 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:42:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 14:42:29,486 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:42:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 14:42:51,987 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:42:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 14:43:14,566 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:41:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-24 14:43:37,112 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:41:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-24 14:43:59,678 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:40:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-24 14:44:22,064 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:40:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 14:44:44,530 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:40:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 14:45:07,080 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:39:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 14:45:29,647 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:39:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 14:45:52,195 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:38:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-24 14:46:14,714 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:38:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 14:46:37,203 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:38:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-24 14:46:59,706 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:37:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 14:47:22,260 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:37:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 14:47:44,822 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:36:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 14:47:46,673 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-24 14:49:05,136 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 14:49:05,206 - pyskl - INFO - top1_acc 0.8869 top5_acc 0.9808 2023-12-24 14:49:05,210 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8869, top5_acc: 0.9808 2023-12-24 14:49:46,550 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:36:35, time: 0.413, data_time: 0.189, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 14:50:09,031 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:36:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 14:50:31,445 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:35:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 14:50:53,859 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:35:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 14:51:16,377 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:35:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 14:51:39,002 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:34:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 14:52:01,492 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:34:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 14:52:23,893 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:33:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 14:52:46,509 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:33:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-24 14:53:09,018 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:33:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-24 14:53:31,452 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:32:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-24 14:53:53,954 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:32:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 14:54:16,342 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:31:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 14:54:38,839 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:31:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 14:55:01,273 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:31:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 14:55:23,726 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:30:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 14:55:46,192 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:30:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 14:56:08,724 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:29:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 14:56:31,286 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:29:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-24 14:56:53,756 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:29:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 14:57:16,285 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:28:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 14:57:38,699 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:28:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 14:58:01,209 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:28:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 14:58:23,775 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:27:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-24 14:58:46,261 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:27:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 14:58:48,097 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-24 15:00:06,555 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:00:06,631 - pyskl - INFO - top1_acc 0.8829 top5_acc 0.9810 2023-12-24 15:00:06,635 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8829, top5_acc: 0.9810 2023-12-24 15:00:48,126 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:26:53, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 15:01:10,577 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:26:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 15:01:33,079 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:26:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:01:55,513 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:25:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 15:02:17,968 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:25:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-24 15:02:40,564 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:24:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 15:03:03,117 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:24:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 15:03:25,644 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:24:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 15:03:48,130 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:23:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 15:04:10,637 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:23:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 15:04:33,142 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:23:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 15:04:55,592 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:22:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 15:05:18,143 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:22:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 15:05:40,564 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:21:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 15:06:02,999 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:21:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:06:25,509 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:21:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-24 15:06:47,880 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:20:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-24 15:07:10,334 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:20:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 15:07:32,921 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:19:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 15:07:55,330 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:19:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-24 15:08:17,703 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:19:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-24 15:08:40,182 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:18:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 15:09:02,621 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:18:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 15:09:25,097 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:17:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 15:09:47,704 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:17:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 15:09:49,533 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-24 15:11:07,898 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:11:07,969 - pyskl - INFO - top1_acc 0.8828 top5_acc 0.9793 2023-12-24 15:11:07,973 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8828, top5_acc: 0.9793 2023-12-24 15:11:49,614 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:17:11, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 15:12:12,159 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:16:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 15:12:34,796 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:16:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 15:12:57,239 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:16:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 15:13:19,811 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:15:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 15:13:42,448 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:15:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-24 15:14:05,000 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:14:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 15:14:27,590 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:14:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 15:14:50,229 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:14:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 15:15:12,796 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:13:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-24 15:15:35,403 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:13:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 15:15:57,887 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:12:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 15:16:20,310 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:12:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-24 15:16:42,804 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:12:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:17:05,456 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:11:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 15:17:27,984 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:11:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 15:17:50,424 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:10:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-24 15:18:13,047 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:10:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 15:18:35,587 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:10:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 2023-12-24 15:18:58,113 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:09:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 15:19:20,667 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:09:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-24 15:19:43,262 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:09:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:20:05,913 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:08:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 15:20:28,585 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:08:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 15:20:51,143 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:07:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 15:20:53,039 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-24 15:22:11,496 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:22:11,568 - pyskl - INFO - top1_acc 0.8855 top5_acc 0.9806 2023-12-24 15:22:11,572 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8855, top5_acc: 0.9806 2023-12-24 15:22:53,612 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:07:29, time: 0.420, data_time: 0.195, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 15:23:16,135 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:07:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 15:23:38,627 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:06:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 15:24:01,073 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:06:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 15:24:23,606 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:05:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 15:24:46,192 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:05:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 15:25:08,747 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:05:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 15:25:31,234 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:04:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 15:25:53,776 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:04:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 15:26:16,408 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:04:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-24 15:26:38,992 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:03:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 15:27:01,447 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:03:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 15:27:23,977 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:02:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 15:27:46,522 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:02:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 15:28:09,024 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:02:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 15:28:31,612 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:01:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:28:54,166 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:01:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 15:29:16,737 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:00:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 15:29:39,378 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:00:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 15:30:01,944 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:00:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 15:30:24,568 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 0:59:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:30:47,269 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 0:59:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 15:31:09,987 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 0:58:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 15:31:32,585 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 0:58:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 15:31:55,141 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:58:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 15:31:56,995 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-24 15:33:15,731 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:33:15,801 - pyskl - INFO - top1_acc 0.8872 top5_acc 0.9816 2023-12-24 15:33:15,805 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8872, top5_acc: 0.9816 2023-12-24 15:33:57,403 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:57:47, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 15:34:20,023 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:57:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 15:34:42,545 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:57:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 15:35:04,948 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:56:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-24 15:35:27,335 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:56:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-24 15:35:49,833 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:55:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 15:36:12,309 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:55:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-24 15:36:34,723 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:55:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:36:57,288 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:54:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 15:37:19,762 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:54:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 15:37:42,213 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:53:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 15:38:04,718 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:53:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 15:38:27,317 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:53:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 15:38:49,796 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:52:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 15:39:12,453 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:52:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 15:39:34,989 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:51:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-24 15:39:57,419 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:51:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 15:40:19,925 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:51:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 2023-12-24 15:40:42,512 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:50:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:41:05,050 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:50:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 15:41:27,689 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:50:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 15:41:50,243 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:49:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 15:42:12,761 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:49:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:42:35,287 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:48:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 15:42:57,736 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:48:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 15:42:59,588 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-24 15:44:17,803 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:44:17,877 - pyskl - INFO - top1_acc 0.8843 top5_acc 0.9800 2023-12-24 15:44:17,880 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8843, top5_acc: 0.9800 2023-12-24 15:44:58,532 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:48:06, time: 0.406, data_time: 0.183, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 15:45:20,864 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:47:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 15:45:43,497 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:47:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 15:46:06,005 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:46:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 15:46:28,439 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:46:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 15:46:50,944 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:46:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 2023-12-24 15:47:13,326 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:45:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 15:47:35,858 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:45:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-24 15:47:58,382 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:45:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:48:20,824 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:44:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 2023-12-24 15:48:43,249 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:44:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 15:49:05,662 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:43:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 15:49:28,124 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:43:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 15:49:50,677 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:43:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 15:50:13,051 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:42:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 15:50:35,390 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:42:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 15:50:57,776 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:41:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 15:51:20,153 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:41:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 15:51:42,613 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:41:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 15:52:05,056 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:40:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 15:52:27,410 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:40:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 15:52:49,797 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:39:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 15:53:12,273 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:39:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 15:53:34,790 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:39:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 15:53:57,382 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:38:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 15:53:59,244 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-24 15:55:17,796 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 15:55:17,868 - pyskl - INFO - top1_acc 0.8835 top5_acc 0.9805 2023-12-24 15:55:17,872 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8835, top5_acc: 0.9805 2023-12-24 15:55:59,050 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:38:24, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 15:56:21,417 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:38:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 15:56:43,799 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:37:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 15:57:06,178 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:37:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 15:57:28,777 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:36:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-24 15:57:51,249 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:36:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-24 15:58:13,750 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:36:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-24 15:58:36,194 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:35:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-24 15:58:58,680 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:35:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 15:59:21,166 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:34:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 15:59:43,697 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:34:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 16:00:06,221 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:34:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 16:00:28,710 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:33:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-24 16:00:51,251 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:33:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 16:01:13,792 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:32:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 16:01:36,319 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:32:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:01:58,796 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:32:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 16:02:21,288 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:31:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 2023-12-24 16:02:43,829 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:31:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 16:03:06,359 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 16:03:28,870 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:30:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-24 16:03:51,383 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:30:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:04:13,963 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:29:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-24 16:04:36,477 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:29:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 16:04:59,077 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 16:05:00,931 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-24 16:06:19,532 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:06:19,603 - pyskl - INFO - top1_acc 0.8891 top5_acc 0.9811 2023-12-24 16:06:19,607 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_135.pth was removed 2023-12-24 16:06:19,756 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. 2023-12-24 16:06:19,756 - pyskl - INFO - Best top1_acc is 0.8891 at 147 epoch. 2023-12-24 16:06:19,760 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8891, top5_acc: 0.9811 2023-12-24 16:07:00,911 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:28:42, time: 0.411, data_time: 0.188, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 16:07:23,343 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:28:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:07:45,976 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:27:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 16:08:08,571 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:27:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-24 16:08:31,082 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 16:08:53,603 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:26:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:09:16,106 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:26:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 16:09:38,611 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:25:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 16:10:01,117 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:25:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 16:10:23,615 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-24 16:10:46,031 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:24:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:11:08,544 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:24:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-24 16:11:31,076 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 16:11:53,552 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:23:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:12:16,096 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-24 16:12:38,565 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:22:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 16:13:01,159 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:22:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 16:13:23,824 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 16:13:46,440 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:21:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-24 16:14:08,918 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:14:31,476 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:20:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 16:14:53,923 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:20:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-24 16:15:16,496 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 2023-12-24 16:15:39,020 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:19:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-24 16:16:01,564 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 16:16:03,436 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-24 16:17:22,115 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:17:22,186 - pyskl - INFO - top1_acc 0.8851 top5_acc 0.9806 2023-12-24 16:17:22,190 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8851, top5_acc: 0.9806 2023-12-24 16:18:03,253 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:00, time: 0.411, data_time: 0.186, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-24 16:18:25,648 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:18:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-24 16:18:48,067 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-24 16:19:10,697 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:17:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 2023-12-24 16:19:33,219 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 16:19:55,742 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 16:20:18,258 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:16:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 16:20:40,683 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-24 16:21:03,239 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:15:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:21:25,738 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-24 16:21:48,351 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 16:22:10,857 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:14:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:22:33,332 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 16:22:55,851 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:13:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 16:23:18,308 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 16:23:40,789 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:24:03,187 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:12:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-24 16:24:25,610 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-24 16:24:48,172 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:25:10,642 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-24 16:25:33,190 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:25:55,755 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:10:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 16:26:18,221 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-24 16:26:40,624 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-24 16:27:03,289 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-24 16:27:05,076 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-24 16:28:23,193 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:28:23,262 - pyskl - INFO - top1_acc 0.8851 top5_acc 0.9816 2023-12-24 16:28:23,265 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8851, top5_acc: 0.9816 2023-12-24 16:29:04,733 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:18, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-24 16:29:27,163 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:08:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 16:29:49,658 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-24 16:30:12,171 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-24 16:30:34,767 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-24 16:30:57,327 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:31:19,919 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:06:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-24 16:31:42,426 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:32:04,943 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 16:32:27,425 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 16:32:49,963 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-24 16:33:12,461 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-24 16:33:35,083 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-24 16:33:57,677 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-24 16:34:20,191 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 2023-12-24 16:34:42,658 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 16:35:05,198 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-24 16:35:27,660 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-24 16:35:50,074 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-24 16:36:12,468 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:01:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-24 16:36:34,956 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 16:36:57,419 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-24 16:37:19,855 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-24 16:37:42,264 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-24 16:38:04,731 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-24 16:38:06,601 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-24 16:39:25,068 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 16:39:25,138 - pyskl - INFO - top1_acc 0.8854 top5_acc 0.9807 2023-12-24 16:39:25,141 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8854, top5_acc: 0.9807 2023-12-24 16:39:33,257 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-24 16:49:52,323 - pyskl - INFO - Testing results of the last checkpoint 2023-12-24 16:49:52,323 - pyskl - INFO - top1_acc: 0.8891 2023-12-24 16:49:52,323 - pyskl - INFO - top5_acc: 0.9812 2023-12-24 16:49:52,324 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/jm/best_top1_acc_epoch_147.pth 2023-12-24 17:00:12,638 - pyskl - INFO - Testing results of the best checkpoint 2023-12-24 17:00:12,639 - pyskl - INFO - top1_acc: 0.8931 2023-12-24 17:00:12,639 - pyskl - INFO - top5_acc: 0.9828