2023-12-26 09:23:45,210 - 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+ ------------------------------------------------------------ 2023-12-26 09:23:45,479 - pyskl - INFO - Config: modality = 'k' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xsub/k_1' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_1', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_1', num_classes=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='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['k']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-26 09:23:45,480 - pyskl - INFO - Set random seed to 772766357, deterministic: False 2023-12-26 09:23:49,989 - pyskl - INFO - 40091 videos remain after valid thresholding 2023-12-26 09:23:56,812 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-26 09:23:56,819 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1 2023-12-26 09:23:56,819 - 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 -------------------- 2023-12-26 09:23:56,819 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-26 09:23:56,819 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1 by HardDiskBackend. 2023-12-26 09:24:37,638 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 18:36:22, time: 0.408, data_time: 0.177, memory: 6499, top1_acc: 0.0338, top5_acc: 0.1588, loss_cls: 4.9152, loss: 4.9152 2023-12-26 09:24:59,886 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 8:54:23, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.0600, top5_acc: 0.2369, loss_cls: 4.5153, loss: 4.5153 2023-12-26 09:25:22,144 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 5:40:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.0806, top5_acc: 0.2806, loss_cls: 4.4757, loss: 4.4757 2023-12-26 09:25:44,426 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:03:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.0781, top5_acc: 0.3262, loss_cls: 4.4961, loss: 4.4961 2023-12-26 09:26:06,735 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:05:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.1106, top5_acc: 0.3787, loss_cls: 4.7096, loss: 4.7096 2023-12-26 09:26:29,087 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:27:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1200, top5_acc: 0.4150, loss_cls: 4.4846, loss: 4.4846 2023-12-26 09:26:51,840 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:03:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.1388, top5_acc: 0.4738, loss_cls: 4.2868, loss: 4.2868 2023-12-26 09:27:14,456 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 1:44:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1619, top5_acc: 0.4950, loss_cls: 4.1894, loss: 4.1894 2023-12-26 09:27:37,038 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:29:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1744, top5_acc: 0.5525, loss_cls: 3.9167, loss: 3.9167 2023-12-26 09:27:59,716 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:17:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1837, top5_acc: 0.5681, loss_cls: 3.7636, loss: 3.7636 2023-12-26 09:28:22,354 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:07:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.1994, top5_acc: 0.6031, loss_cls: 3.6184, loss: 3.6184 2023-12-26 09:28:44,885 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 0:59:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.2475, top5_acc: 0.6462, loss_cls: 3.4233, loss: 3.4233 2023-12-26 09:29:07,363 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 0:51:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.2569, top5_acc: 0.6544, loss_cls: 3.3610, loss: 3.3610 2023-12-26 09:29:29,891 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 0:44:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.3000, top5_acc: 0.7131, loss_cls: 3.1375, loss: 3.1375 2023-12-26 09:29:52,456 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:39:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.2675, top5_acc: 0.7194, loss_cls: 3.1879, loss: 3.1879 2023-12-26 09:30:15,039 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:34:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3312, top5_acc: 0.7700, loss_cls: 3.0239, loss: 3.0239 2023-12-26 09:30:37,622 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:30:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3625, top5_acc: 0.7800, loss_cls: 2.9708, loss: 2.9708 2023-12-26 09:31:00,205 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:26:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3812, top5_acc: 0.7944, loss_cls: 2.8692, loss: 2.8692 2023-12-26 09:31:22,727 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:22:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.3650, top5_acc: 0.7856, loss_cls: 2.9093, loss: 2.9093 2023-12-26 09:31:45,230 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:19:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.3688, top5_acc: 0.7975, loss_cls: 2.8754, loss: 2.8754 2023-12-26 09:32:07,854 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:16:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4006, top5_acc: 0.8231, loss_cls: 2.7726, loss: 2.7726 2023-12-26 09:32:30,404 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:13:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4175, top5_acc: 0.8156, loss_cls: 2.7094, loss: 2.7094 2023-12-26 09:32:52,985 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:11:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4006, top5_acc: 0.8213, loss_cls: 2.7618, loss: 2.7618 2023-12-26 09:33:15,516 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:09:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4181, top5_acc: 0.8287, loss_cls: 2.6790, loss: 2.6790 2023-12-26 09:33:38,073 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:06:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4344, top5_acc: 0.8287, loss_cls: 2.6541, loss: 2.6541 2023-12-26 09:33:39,824 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-26 09:34:57,336 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:34:57,406 - pyskl - INFO - top1_acc 0.4312 top5_acc 0.8112 2023-12-26 09:34:57,540 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-26 09:34:57,540 - pyskl - INFO - Best top1_acc is 0.4312 at 1 epoch. 2023-12-26 09:34:57,544 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4312, top5_acc: 0.8112 2023-12-26 09:35:37,251 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 0:42:26, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.4669, top5_acc: 0.8581, loss_cls: 2.5521, loss: 2.5521 2023-12-26 09:35:59,818 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:39:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4781, top5_acc: 0.8712, loss_cls: 2.4827, loss: 2.4827 2023-12-26 09:36:22,353 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:35:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4869, top5_acc: 0.8756, loss_cls: 2.4568, loss: 2.4568 2023-12-26 09:36:44,871 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:32:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5038, top5_acc: 0.8656, loss_cls: 2.4380, loss: 2.4380 2023-12-26 09:37:07,412 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:30:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4988, top5_acc: 0.8731, loss_cls: 2.4619, loss: 2.4619 2023-12-26 09:37:29,959 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:27:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5337, top5_acc: 0.8675, loss_cls: 2.4004, loss: 2.4004 2023-12-26 09:37:52,748 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:25:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5212, top5_acc: 0.8794, loss_cls: 2.3559, loss: 2.3559 2023-12-26 09:38:15,374 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:23:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5194, top5_acc: 0.8819, loss_cls: 2.3462, loss: 2.3462 2023-12-26 09:38:38,022 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:21:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5550, top5_acc: 0.8975, loss_cls: 2.2676, loss: 2.2676 2023-12-26 09:39:00,756 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:19:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5181, top5_acc: 0.8831, loss_cls: 2.3253, loss: 2.3253 2023-12-26 09:39:23,561 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:17:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5631, top5_acc: 0.8944, loss_cls: 2.2571, loss: 2.2571 2023-12-26 09:39:46,134 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:15:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5444, top5_acc: 0.9012, loss_cls: 2.2689, loss: 2.2689 2023-12-26 09:40:09,018 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:14:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5444, top5_acc: 0.8881, loss_cls: 2.2975, loss: 2.2975 2023-12-26 09:40:31,588 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:12:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5744, top5_acc: 0.9025, loss_cls: 2.1846, loss: 2.1846 2023-12-26 09:40:54,115 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:10:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5631, top5_acc: 0.8938, loss_cls: 2.2229, loss: 2.2229 2023-12-26 09:41:16,730 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:09:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5537, top5_acc: 0.8900, loss_cls: 2.2467, loss: 2.2467 2023-12-26 09:41:39,394 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:07:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5938, top5_acc: 0.9062, loss_cls: 2.1394, loss: 2.1394 2023-12-26 09:42:02,206 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:06:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6006, top5_acc: 0.9113, loss_cls: 2.1039, loss: 2.1039 2023-12-26 09:42:24,984 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:05:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5844, top5_acc: 0.9106, loss_cls: 2.1364, loss: 2.1364 2023-12-26 09:42:47,632 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:04:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5800, top5_acc: 0.9031, loss_cls: 2.1807, loss: 2.1807 2023-12-26 09:43:10,428 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:03:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5850, top5_acc: 0.9075, loss_cls: 2.1310, loss: 2.1310 2023-12-26 09:43:33,199 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:01:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5925, top5_acc: 0.9062, loss_cls: 2.1459, loss: 2.1459 2023-12-26 09:43:55,889 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:00:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5975, top5_acc: 0.9062, loss_cls: 2.1276, loss: 2.1276 2023-12-26 09:44:18,640 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 23:59:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5775, top5_acc: 0.9200, loss_cls: 2.1026, loss: 2.1026 2023-12-26 09:44:41,273 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 23:58:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5975, top5_acc: 0.9156, loss_cls: 2.1036, loss: 2.1036 2023-12-26 09:44:43,160 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-26 09:46:00,797 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:46:00,868 - pyskl - INFO - top1_acc 0.6494 top5_acc 0.9278 2023-12-26 09:46:00,872 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_1.pth was removed 2023-12-26 09:46:01,000 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-26 09:46:01,001 - pyskl - INFO - Best top1_acc is 0.6494 at 2 epoch. 2023-12-26 09:46:01,005 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6494, top5_acc: 0.9278 2023-12-26 09:46:40,484 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:16:00, time: 0.395, data_time: 0.168, memory: 6499, top1_acc: 0.6238, top5_acc: 0.9275, loss_cls: 2.0450, loss: 2.0450 2023-12-26 09:47:03,103 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:14:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6094, top5_acc: 0.9163, loss_cls: 2.1043, loss: 2.1043 2023-12-26 09:47:25,689 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:12:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6106, top5_acc: 0.9187, loss_cls: 2.0982, loss: 2.0982 2023-12-26 09:47:48,309 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:11:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9200, loss_cls: 2.0121, loss: 2.0121 2023-12-26 09:48:11,027 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:10:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9275, loss_cls: 1.9898, loss: 1.9898 2023-12-26 09:48:33,632 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:08:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9375, loss_cls: 1.9801, loss: 1.9801 2023-12-26 09:48:56,413 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:07:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6375, top5_acc: 0.9450, loss_cls: 1.9456, loss: 1.9456 2023-12-26 09:49:19,136 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:06:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.9163, loss_cls: 2.0744, loss: 2.0744 2023-12-26 09:49:41,862 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:05:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9269, loss_cls: 1.9728, loss: 1.9728 2023-12-26 09:50:04,637 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:04:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.9144, loss_cls: 1.9869, loss: 1.9869 2023-12-26 09:50:27,271 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:03:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6119, top5_acc: 0.9119, loss_cls: 2.0612, loss: 2.0612 2023-12-26 09:50:49,848 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:01:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6406, top5_acc: 0.9325, loss_cls: 1.9358, loss: 1.9358 2023-12-26 09:51:12,489 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:00:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6325, top5_acc: 0.9313, loss_cls: 2.0029, loss: 2.0029 2023-12-26 09:51:35,056 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 23:59:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9275, loss_cls: 1.9298, loss: 1.9298 2023-12-26 09:51:57,645 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 23:58:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9363, loss_cls: 1.9131, loss: 1.9131 2023-12-26 09:52:20,234 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 23:57:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9306, loss_cls: 1.9381, loss: 1.9381 2023-12-26 09:52:42,774 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 23:56:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9381, loss_cls: 1.8974, loss: 1.8974 2023-12-26 09:53:05,315 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 23:55:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9375, loss_cls: 1.8308, loss: 1.8308 2023-12-26 09:53:27,844 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 23:54:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6469, top5_acc: 0.9344, loss_cls: 1.9417, loss: 1.9417 2023-12-26 09:53:50,386 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 23:52:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6469, top5_acc: 0.9325, loss_cls: 1.9181, loss: 1.9181 2023-12-26 09:54:12,947 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 23:51:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9363, loss_cls: 1.8969, loss: 1.8969 2023-12-26 09:54:35,566 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 23:50:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9344, loss_cls: 1.9154, loss: 1.9154 2023-12-26 09:54:58,238 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 23:50:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9231, loss_cls: 1.9385, loss: 1.9385 2023-12-26 09:55:20,876 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 23:49:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9413, loss_cls: 1.8350, loss: 1.8350 2023-12-26 09:55:43,507 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 23:48:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9350, loss_cls: 1.8979, loss: 1.8979 2023-12-26 09:55:45,285 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-26 09:57:03,368 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:57:03,447 - pyskl - INFO - top1_acc 0.6609 top5_acc 0.9339 2023-12-26 09:57:03,452 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_2.pth was removed 2023-12-26 09:57:03,590 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-26 09:57:03,591 - pyskl - INFO - Best top1_acc is 0.6609 at 3 epoch. 2023-12-26 09:57:03,595 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6609, top5_acc: 0.9339 2023-12-26 09:57:43,016 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 23:59:43, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9450, loss_cls: 1.8222, loss: 1.8222 2023-12-26 09:58:05,638 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 23:58:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9437, loss_cls: 1.8539, loss: 1.8539 2023-12-26 09:58:28,342 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 23:57:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9387, loss_cls: 1.8514, loss: 1.8514 2023-12-26 09:58:50,991 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 23:56:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9369, loss_cls: 1.8711, loss: 1.8711 2023-12-26 09:59:13,573 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 23:55:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9581, loss_cls: 1.7418, loss: 1.7418 2023-12-26 09:59:36,209 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 23:54:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9413, loss_cls: 1.8380, loss: 1.8380 2023-12-26 09:59:58,827 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 23:53:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9387, loss_cls: 1.8522, loss: 1.8522 2023-12-26 10:00:21,454 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 23:52:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9400, loss_cls: 1.8332, loss: 1.8332 2023-12-26 10:00:44,072 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 23:51:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9400, loss_cls: 1.7716, loss: 1.7716 2023-12-26 10:01:06,667 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 23:50:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9450, loss_cls: 1.8032, loss: 1.8032 2023-12-26 10:01:29,274 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 23:49:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9450, loss_cls: 1.8094, loss: 1.8094 2023-12-26 10:01:51,881 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 23:48:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9419, loss_cls: 1.7977, loss: 1.7977 2023-12-26 10:02:14,479 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 23:48:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9444, loss_cls: 1.7922, loss: 1.7922 2023-12-26 10:02:37,013 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 23:47:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9469, loss_cls: 1.7730, loss: 1.7730 2023-12-26 10:02:59,517 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 23:46:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9450, loss_cls: 1.8524, loss: 1.8524 2023-12-26 10:03:22,039 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 23:45:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9444, loss_cls: 1.7677, loss: 1.7677 2023-12-26 10:03:44,577 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 23:44:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9456, loss_cls: 1.7760, loss: 1.7760 2023-12-26 10:04:07,144 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:43:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9544, loss_cls: 1.7358, loss: 1.7358 2023-12-26 10:04:29,693 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:42:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9450, loss_cls: 1.7903, loss: 1.7903 2023-12-26 10:04:52,226 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:41:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9513, loss_cls: 1.7165, loss: 1.7165 2023-12-26 10:05:14,755 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:40:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9556, loss_cls: 1.6696, loss: 1.6696 2023-12-26 10:05:37,284 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:40:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9413, loss_cls: 1.7735, loss: 1.7735 2023-12-26 10:05:59,825 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:39:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9575, loss_cls: 1.7295, loss: 1.7295 2023-12-26 10:06:22,361 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:38:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9369, loss_cls: 1.7792, loss: 1.7792 2023-12-26 10:06:45,032 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:37:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9531, loss_cls: 1.7489, loss: 1.7489 2023-12-26 10:06:46,836 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-26 10:08:04,504 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:08:04,580 - pyskl - INFO - top1_acc 0.6930 top5_acc 0.9483 2023-12-26 10:08:04,585 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_3.pth was removed 2023-12-26 10:08:04,713 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-26 10:08:04,714 - pyskl - INFO - Best top1_acc is 0.6930 at 4 epoch. 2023-12-26 10:08:04,718 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6930, top5_acc: 0.9483 2023-12-26 10:08:44,094 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 23:46:03, time: 0.394, data_time: 0.167, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9475, loss_cls: 1.7392, loss: 1.7392 2023-12-26 10:09:06,674 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 23:45:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9494, loss_cls: 1.7626, loss: 1.7626 2023-12-26 10:09:29,359 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 23:44:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9544, loss_cls: 1.6675, loss: 1.6675 2023-12-26 10:09:52,187 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 23:43:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9500, loss_cls: 1.7027, loss: 1.7027 2023-12-26 10:10:14,831 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:42:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9437, loss_cls: 1.7474, loss: 1.7474 2023-12-26 10:10:37,397 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:42:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9537, loss_cls: 1.6984, loss: 1.6984 2023-12-26 10:10:59,938 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:41:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9537, loss_cls: 1.7128, loss: 1.7128 2023-12-26 10:11:22,471 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:40:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9544, loss_cls: 1.7084, loss: 1.7084 2023-12-26 10:11:45,023 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:39:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9463, loss_cls: 1.7490, loss: 1.7490 2023-12-26 10:12:07,585 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:38:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 1.7159, loss: 1.7159 2023-12-26 10:12:30,171 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:37:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9475, loss_cls: 1.7721, loss: 1.7721 2023-12-26 10:12:52,752 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:37:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 1.7128, loss: 1.7128 2023-12-26 10:13:15,360 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:36:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 1.7139, loss: 1.7139 2023-12-26 10:13:37,931 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:35:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9531, loss_cls: 1.6996, loss: 1.6996 2023-12-26 10:14:00,501 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:34:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9556, loss_cls: 1.7008, loss: 1.7008 2023-12-26 10:14:23,096 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:33:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 1.7220, loss: 1.7220 2023-12-26 10:14:45,707 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:33:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9481, loss_cls: 1.7243, loss: 1.7243 2023-12-26 10:15:08,277 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:32:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9619, loss_cls: 1.6718, loss: 1.6718 2023-12-26 10:15:30,869 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:31:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9519, loss_cls: 1.6882, loss: 1.6882 2023-12-26 10:15:53,427 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:31:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 1.7143, loss: 1.7143 2023-12-26 10:16:16,005 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:30:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9500, loss_cls: 1.6802, loss: 1.6802 2023-12-26 10:16:38,673 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:29:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 1.6907, loss: 1.6907 2023-12-26 10:17:01,368 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:28:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9519, loss_cls: 1.7300, loss: 1.7300 2023-12-26 10:17:24,032 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:28:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.6695, loss: 1.6695 2023-12-26 10:17:46,654 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:27:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9544, loss_cls: 1.6676, loss: 1.6676 2023-12-26 10:17:48,402 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-26 10:19:05,890 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:19:05,963 - pyskl - INFO - top1_acc 0.7157 top5_acc 0.9476 2023-12-26 10:19:05,967 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_4.pth was removed 2023-12-26 10:19:06,102 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-26 10:19:06,103 - pyskl - INFO - Best top1_acc is 0.7157 at 5 epoch. 2023-12-26 10:19:06,107 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7157, top5_acc: 0.9476 2023-12-26 10:19:45,637 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:34:18, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9656, loss_cls: 1.6133, loss: 1.6133 2023-12-26 10:20:08,226 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:33:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9500, loss_cls: 1.7390, loss: 1.7390 2023-12-26 10:20:30,824 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:32:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9644, loss_cls: 1.6270, loss: 1.6270 2023-12-26 10:20:53,369 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:32:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 1.6574, loss: 1.6574 2023-12-26 10:21:15,951 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:31:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 1.7022, loss: 1.7022 2023-12-26 10:21:38,513 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:30:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9525, loss_cls: 1.6851, loss: 1.6851 2023-12-26 10:22:01,073 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:29:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9631, loss_cls: 1.6015, loss: 1.6015 2023-12-26 10:22:23,651 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:29:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9469, loss_cls: 1.7000, loss: 1.7000 2023-12-26 10:22:46,253 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:28:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9650, loss_cls: 1.6137, loss: 1.6137 2023-12-26 10:23:08,838 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:27:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9581, loss_cls: 1.6365, loss: 1.6365 2023-12-26 10:23:31,416 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:26:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9644, loss_cls: 1.5963, loss: 1.5963 2023-12-26 10:23:53,984 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:26:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9500, loss_cls: 1.7362, loss: 1.7362 2023-12-26 10:24:16,543 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:25:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 1.6912, loss: 1.6912 2023-12-26 10:24:39,120 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:24:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9600, loss_cls: 1.6060, loss: 1.6060 2023-12-26 10:25:01,715 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:24:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9563, loss_cls: 1.6574, loss: 1.6574 2023-12-26 10:25:24,315 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:23:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 1.6112, loss: 1.6112 2023-12-26 10:25:46,918 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:22:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9544, loss_cls: 1.7507, loss: 1.7507 2023-12-26 10:26:09,481 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:22:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9600, loss_cls: 1.6323, loss: 1.6323 2023-12-26 10:26:32,109 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:21:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9563, loss_cls: 1.6535, loss: 1.6535 2023-12-26 10:26:54,821 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:20:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 1.7655, loss: 1.7655 2023-12-26 10:27:17,404 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:20:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9519, loss_cls: 1.6815, loss: 1.6815 2023-12-26 10:27:40,012 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:19:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.6709, loss: 1.6709 2023-12-26 10:28:02,641 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:18:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9619, loss_cls: 1.6619, loss: 1.6619 2023-12-26 10:28:25,255 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:18:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9525, loss_cls: 1.6772, loss: 1.6772 2023-12-26 10:28:47,914 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:17:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.6663, loss: 1.6663 2023-12-26 10:28:49,655 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-26 10:30:06,629 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:30:06,702 - pyskl - INFO - top1_acc 0.7113 top5_acc 0.9499 2023-12-26 10:30:06,706 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7113, top5_acc: 0.9499 2023-12-26 10:30:45,739 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:22:55, time: 0.390, data_time: 0.163, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9619, loss_cls: 1.6441, loss: 1.6441 2023-12-26 10:31:08,352 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:22:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9569, loss_cls: 1.6164, loss: 1.6164 2023-12-26 10:31:30,987 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:21:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9613, loss_cls: 1.6701, loss: 1.6701 2023-12-26 10:31:53,654 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:20:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9606, loss_cls: 1.6171, loss: 1.6171 2023-12-26 10:32:16,369 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:20:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9650, loss_cls: 1.5981, loss: 1.5981 2023-12-26 10:32:38,952 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:19:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9637, loss_cls: 1.6095, loss: 1.6095 2023-12-26 10:33:01,520 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:18:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 1.6322, loss: 1.6322 2023-12-26 10:33:24,129 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:18:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9606, loss_cls: 1.6347, loss: 1.6347 2023-12-26 10:33:46,683 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:17:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9587, loss_cls: 1.6941, loss: 1.6941 2023-12-26 10:34:09,513 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:17:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.6496, loss: 1.6496 2023-12-26 10:34:32,168 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:16:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9537, loss_cls: 1.6765, loss: 1.6765 2023-12-26 10:34:54,760 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:15:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9537, loss_cls: 1.6811, loss: 1.6811 2023-12-26 10:35:17,339 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:15:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9606, loss_cls: 1.6171, loss: 1.6171 2023-12-26 10:35:39,997 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:14:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9550, loss_cls: 1.6594, loss: 1.6594 2023-12-26 10:36:02,628 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:13:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 1.6509, loss: 1.6509 2023-12-26 10:36:25,232 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:13:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 1.6590, loss: 1.6590 2023-12-26 10:36:47,787 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:12:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 1.6680, loss: 1.6680 2023-12-26 10:37:10,380 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:12:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9537, loss_cls: 1.7622, loss: 1.7622 2023-12-26 10:37:32,985 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:11:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9569, loss_cls: 1.6462, loss: 1.6462 2023-12-26 10:37:55,601 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:10:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 1.6433, loss: 1.6433 2023-12-26 10:38:18,157 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:10:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 1.5760, loss: 1.5760 2023-12-26 10:38:40,732 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:09:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9594, loss_cls: 1.6202, loss: 1.6202 2023-12-26 10:39:03,326 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:08:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9650, loss_cls: 1.6037, loss: 1.6037 2023-12-26 10:39:25,976 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:08:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9513, loss_cls: 1.7041, loss: 1.7041 2023-12-26 10:39:48,639 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:07:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.6066, loss: 1.6066 2023-12-26 10:39:50,413 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-26 10:41:08,050 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:41:08,125 - pyskl - INFO - top1_acc 0.7523 top5_acc 0.9578 2023-12-26 10:41:08,130 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_5.pth was removed 2023-12-26 10:41:08,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-26 10:41:08,266 - pyskl - INFO - Best top1_acc is 0.7523 at 7 epoch. 2023-12-26 10:41:08,271 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7523, top5_acc: 0.9578 2023-12-26 10:41:47,684 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:12:21, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 1.5487, loss: 1.5487 2023-12-26 10:42:10,249 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:11:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 1.5930, loss: 1.5930 2023-12-26 10:42:32,863 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:11:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.5966, loss: 1.5966 2023-12-26 10:42:55,469 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:10:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9656, loss_cls: 1.5974, loss: 1.5974 2023-12-26 10:43:18,162 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:09:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 1.5789, loss: 1.5789 2023-12-26 10:43:40,731 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:09:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 1.5693, loss: 1.5693 2023-12-26 10:44:03,327 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:08:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 1.6156, loss: 1.6156 2023-12-26 10:44:25,914 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:08:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9681, loss_cls: 1.5788, loss: 1.5788 2023-12-26 10:44:48,488 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:07:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9675, loss_cls: 1.6106, loss: 1.6106 2023-12-26 10:45:11,061 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:06:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9575, loss_cls: 1.6160, loss: 1.6160 2023-12-26 10:45:33,632 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:06:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 1.5951, loss: 1.5951 2023-12-26 10:45:56,217 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:05:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 1.5688, loss: 1.5688 2023-12-26 10:46:18,806 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:04:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 1.5836, loss: 1.5836 2023-12-26 10:46:41,371 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:04:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 1.6109, loss: 1.6109 2023-12-26 10:47:03,930 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:03:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 1.6385, loss: 1.6385 2023-12-26 10:47:26,698 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:03:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9637, loss_cls: 1.6007, loss: 1.6007 2023-12-26 10:47:49,464 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:02:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 1.5729, loss: 1.5729 2023-12-26 10:48:12,270 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:02:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9688, loss_cls: 1.5388, loss: 1.5388 2023-12-26 10:48:35,027 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:01:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 1.6308, loss: 1.6308 2023-12-26 10:48:57,801 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:01:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.6240, loss: 1.6240 2023-12-26 10:49:20,512 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:00:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 1.6160, loss: 1.6160 2023-12-26 10:49:43,211 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 22:59:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 1.5985, loss: 1.5985 2023-12-26 10:50:06,027 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 22:59:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9637, loss_cls: 1.5970, loss: 1.5970 2023-12-26 10:50:28,732 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 22:58:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.5900, loss: 1.5900 2023-12-26 10:50:51,598 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 22:58:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 1.6139, loss: 1.6139 2023-12-26 10:50:53,453 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-26 10:52:10,742 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:52:10,814 - pyskl - INFO - top1_acc 0.7326 top5_acc 0.9513 2023-12-26 10:52:10,817 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7326, top5_acc: 0.9513 2023-12-26 10:52:50,039 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:02:15, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9681, loss_cls: 1.5526, loss: 1.5526 2023-12-26 10:53:12,618 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:01:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.5136, loss: 1.5136 2023-12-26 10:53:35,146 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:01:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 1.5296, loss: 1.5296 2023-12-26 10:53:57,817 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:00:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9613, loss_cls: 1.6365, loss: 1.6365 2023-12-26 10:54:20,575 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 22:59:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9675, loss_cls: 1.5413, loss: 1.5413 2023-12-26 10:54:43,277 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 22:59:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 1.5697, loss: 1.5697 2023-12-26 10:55:05,907 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 22:58:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 1.5476, loss: 1.5476 2023-12-26 10:55:28,547 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 22:58:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.5961, loss: 1.5961 2023-12-26 10:55:51,159 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 22:57:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 1.5781, loss: 1.5781 2023-12-26 10:56:13,785 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 22:57:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.5404, loss: 1.5404 2023-12-26 10:56:36,374 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 22:56:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 1.5102, loss: 1.5102 2023-12-26 10:56:58,960 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 22:55:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9631, loss_cls: 1.5919, loss: 1.5919 2023-12-26 10:57:21,587 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 22:55:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.5728, loss: 1.5728 2023-12-26 10:57:44,186 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 22:54:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 1.6038, loss: 1.6038 2023-12-26 10:58:06,732 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 22:54:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9644, loss_cls: 1.6077, loss: 1.6077 2023-12-26 10:58:29,277 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 22:53:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9694, loss_cls: 1.5505, loss: 1.5505 2023-12-26 10:58:51,838 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 22:52:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.6017, loss: 1.6017 2023-12-26 10:59:14,405 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 22:52:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 1.5809, loss: 1.5809 2023-12-26 10:59:36,997 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 22:51:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.5681, loss: 1.5681 2023-12-26 10:59:59,594 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 22:51:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.5594, loss: 1.5594 2023-12-26 11:00:22,184 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 22:50:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 1.5530, loss: 1.5530 2023-12-26 11:00:44,815 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 22:50:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 1.5696, loss: 1.5696 2023-12-26 11:01:07,394 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 22:49:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 1.5477, loss: 1.5477 2023-12-26 11:01:30,035 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 22:49:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 1.5640, loss: 1.5640 2023-12-26 11:01:52,712 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 22:48:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.5911, loss: 1.5911 2023-12-26 11:01:54,464 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-26 11:03:11,698 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:03:11,770 - pyskl - INFO - top1_acc 0.7232 top5_acc 0.9530 2023-12-26 11:03:11,773 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7232, top5_acc: 0.9530 2023-12-26 11:03:51,118 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 22:51:56, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 1.4781, loss: 1.4781 2023-12-26 11:04:13,860 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 22:51:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.4862, loss: 1.4862 2023-12-26 11:04:36,460 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 22:50:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9681, loss_cls: 1.5745, loss: 1.5745 2023-12-26 11:04:59,075 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 22:50:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.5798, loss: 1.5798 2023-12-26 11:05:21,717 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 22:49:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 1.6162, loss: 1.6162 2023-12-26 11:05:44,360 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 22:49:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9725, loss_cls: 1.5134, loss: 1.5134 2023-12-26 11:06:06,976 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 22:48:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9688, loss_cls: 1.5692, loss: 1.5692 2023-12-26 11:06:29,598 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 22:48:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.5169, loss: 1.5169 2023-12-26 11:06:52,206 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 22:47:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.5398, loss: 1.5398 2023-12-26 11:07:14,847 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 22:46:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 1.5351, loss: 1.5351 2023-12-26 11:07:37,498 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 22:46:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 1.5655, loss: 1.5655 2023-12-26 11:08:00,076 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 22:45:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.5528, loss: 1.5528 2023-12-26 11:08:22,699 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 22:45:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 1.6451, loss: 1.6451 2023-12-26 11:08:45,333 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 22:44:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 1.5556, loss: 1.5556 2023-12-26 11:09:08,007 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 22:44:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9712, loss_cls: 1.4942, loss: 1.4942 2023-12-26 11:09:30,663 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 22:43:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 1.5310, loss: 1.5310 2023-12-26 11:09:53,304 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 22:43:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 1.5634, loss: 1.5634 2023-12-26 11:10:15,960 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 22:42:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9656, loss_cls: 1.5904, loss: 1.5904 2023-12-26 11:10:38,622 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 22:42:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9644, loss_cls: 1.5697, loss: 1.5697 2023-12-26 11:11:01,239 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 22:41:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9631, loss_cls: 1.5714, loss: 1.5714 2023-12-26 11:11:23,888 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:41:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9637, loss_cls: 1.5540, loss: 1.5540 2023-12-26 11:11:46,537 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:40:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 1.5782, loss: 1.5782 2023-12-26 11:12:09,084 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:39:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 1.5627, loss: 1.5627 2023-12-26 11:12:31,642 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:39:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.5290, loss: 1.5290 2023-12-26 11:12:54,251 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:38:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9669, loss_cls: 1.5773, loss: 1.5773 2023-12-26 11:12:56,007 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-26 11:14:13,494 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:14:13,566 - pyskl - INFO - top1_acc 0.7392 top5_acc 0.9562 2023-12-26 11:14:13,569 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7392, top5_acc: 0.9562 2023-12-26 11:14:52,448 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 22:41:44, time: 0.389, data_time: 0.162, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 1.5016, loss: 1.5016 2023-12-26 11:15:15,121 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 22:41:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 1.5506, loss: 1.5506 2023-12-26 11:15:37,887 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:40:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9731, loss_cls: 1.4700, loss: 1.4700 2023-12-26 11:16:00,539 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:40:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.5212, loss: 1.5212 2023-12-26 11:16:23,295 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:39:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9669, loss_cls: 1.5575, loss: 1.5575 2023-12-26 11:16:45,983 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:39:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9781, loss_cls: 1.4907, loss: 1.4907 2023-12-26 11:17:08,714 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:38:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.5269, loss: 1.5269 2023-12-26 11:17:31,378 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:38:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 1.5338, loss: 1.5338 2023-12-26 11:17:54,037 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:37:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 1.4852, loss: 1.4852 2023-12-26 11:18:16,800 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:37:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 1.5506, loss: 1.5506 2023-12-26 11:18:39,511 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:36:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 1.5312, loss: 1.5312 2023-12-26 11:19:02,135 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:36:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.5199, loss: 1.5199 2023-12-26 11:19:24,751 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:35:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.5078, loss: 1.5078 2023-12-26 11:19:47,346 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:34:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.4972, loss: 1.4972 2023-12-26 11:20:09,943 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:34:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9719, loss_cls: 1.5250, loss: 1.5250 2023-12-26 11:20:32,564 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:33:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9663, loss_cls: 1.5230, loss: 1.5230 2023-12-26 11:20:55,132 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:33:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 1.4905, loss: 1.4905 2023-12-26 11:21:17,705 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:32:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9694, loss_cls: 1.5099, loss: 1.5099 2023-12-26 11:21:40,270 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:32:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.5330, loss: 1.5330 2023-12-26 11:22:02,988 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:31:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9656, loss_cls: 1.5769, loss: 1.5769 2023-12-26 11:22:25,708 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:31:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9725, loss_cls: 1.5013, loss: 1.5013 2023-12-26 11:22:48,448 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:30:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9719, loss_cls: 1.5359, loss: 1.5359 2023-12-26 11:23:11,126 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:30:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 1.5468, loss: 1.5468 2023-12-26 11:23:33,781 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:29:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.5216, loss: 1.5216 2023-12-26 11:23:56,467 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:29:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 1.6002, loss: 1.6002 2023-12-26 11:23:58,248 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-26 11:25:15,886 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:25:15,958 - pyskl - INFO - top1_acc 0.7710 top5_acc 0.9601 2023-12-26 11:25:15,962 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_7.pth was removed 2023-12-26 11:25:16,094 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2023-12-26 11:25:16,095 - pyskl - INFO - Best top1_acc is 0.7710 at 11 epoch. 2023-12-26 11:25:16,098 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7710, top5_acc: 0.9601 2023-12-26 11:25:55,413 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:31:55, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.4520, loss: 1.4520 2023-12-26 11:26:17,947 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:31:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 1.5136, loss: 1.5136 2023-12-26 11:26:40,520 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:30:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.4958, loss: 1.4958 2023-12-26 11:27:03,130 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:30:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 1.5225, loss: 1.5225 2023-12-26 11:27:25,740 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:29:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 1.5060, loss: 1.5060 2023-12-26 11:27:48,453 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:29:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 1.5598, loss: 1.5598 2023-12-26 11:28:11,164 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:28:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.5301, loss: 1.5301 2023-12-26 11:28:33,760 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:28:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 1.5301, loss: 1.5301 2023-12-26 11:28:56,405 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:27:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 1.5099, loss: 1.5099 2023-12-26 11:29:19,031 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:27:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 1.5205, loss: 1.5205 2023-12-26 11:29:41,636 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:26:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 1.5195, loss: 1.5195 2023-12-26 11:30:04,266 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:26:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.5309, loss: 1.5309 2023-12-26 11:30:26,906 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:25:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 1.4768, loss: 1.4768 2023-12-26 11:30:49,604 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:25:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9669, loss_cls: 1.5450, loss: 1.5450 2023-12-26 11:31:12,291 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:24:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.4999, loss: 1.4999 2023-12-26 11:31:34,907 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:24:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 1.5536, loss: 1.5536 2023-12-26 11:31:57,476 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:23:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9794, loss_cls: 1.4459, loss: 1.4459 2023-12-26 11:32:20,066 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:23:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 1.5303, loss: 1.5303 2023-12-26 11:32:42,674 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:22:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 1.5757, loss: 1.5757 2023-12-26 11:33:05,260 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:22:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 1.5029, loss: 1.5029 2023-12-26 11:33:27,892 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:21:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.5278, loss: 1.5278 2023-12-26 11:33:50,519 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:21:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 1.5266, loss: 1.5266 2023-12-26 11:34:13,107 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:20:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 1.4733, loss: 1.4733 2023-12-26 11:34:35,801 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:20:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.5061, loss: 1.5061 2023-12-26 11:34:58,508 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:19:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 1.5427, loss: 1.5427 2023-12-26 11:35:00,254 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-26 11:36:17,398 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:36:17,475 - pyskl - INFO - top1_acc 0.7510 top5_acc 0.9560 2023-12-26 11:36:17,478 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7510, top5_acc: 0.9560 2023-12-26 11:36:56,556 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:21:53, time: 0.391, data_time: 0.165, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 1.5180, loss: 1.5180 2023-12-26 11:37:19,191 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:21:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.4724, loss: 1.4724 2023-12-26 11:37:41,847 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:20:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 1.4473, loss: 1.4473 2023-12-26 11:38:04,506 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:20:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 1.5083, loss: 1.5083 2023-12-26 11:38:27,099 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:19:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 1.5651, loss: 1.5651 2023-12-26 11:38:49,667 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:19:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9688, loss_cls: 1.5389, loss: 1.5389 2023-12-26 11:39:12,270 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:18:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 1.5092, loss: 1.5092 2023-12-26 11:39:34,878 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:18:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.5109, loss: 1.5109 2023-12-26 11:39:57,435 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:17:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.4843, loss: 1.4843 2023-12-26 11:40:20,007 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:17:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9663, loss_cls: 1.5498, loss: 1.5498 2023-12-26 11:40:42,582 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:16:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 1.5345, loss: 1.5345 2023-12-26 11:41:05,143 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:16:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.4611, loss: 1.4611 2023-12-26 11:41:27,792 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:15:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.4803, loss: 1.4803 2023-12-26 11:41:50,433 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:15:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 1.4877, loss: 1.4877 2023-12-26 11:42:12,991 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:14:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 1.4454, loss: 1.4454 2023-12-26 11:42:35,537 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:14:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 1.4680, loss: 1.4680 2023-12-26 11:42:58,153 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:13:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.5117, loss: 1.5117 2023-12-26 11:43:20,796 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:13:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 1.4967, loss: 1.4967 2023-12-26 11:43:43,498 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:12:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 1.5142, loss: 1.5142 2023-12-26 11:44:06,206 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:12:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.5371, loss: 1.5371 2023-12-26 11:44:28,936 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:11:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 1.4937, loss: 1.4937 2023-12-26 11:44:51,636 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:11:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 1.5026, loss: 1.5026 2023-12-26 11:45:14,288 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:10:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 1.4996, loss: 1.4996 2023-12-26 11:45:36,843 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:10:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 1.5358, loss: 1.5358 2023-12-26 11:45:59,464 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:09:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9762, loss_cls: 1.4817, loss: 1.4817 2023-12-26 11:46:01,192 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-26 11:47:18,681 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:47:18,754 - pyskl - INFO - top1_acc 0.7154 top5_acc 0.9428 2023-12-26 11:47:18,758 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7154, top5_acc: 0.9428 2023-12-26 11:47:57,517 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:11:49, time: 0.388, data_time: 0.162, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9712, loss_cls: 1.5284, loss: 1.5284 2023-12-26 11:48:20,225 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:11:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 1.4129, loss: 1.4129 2023-12-26 11:48:42,946 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:10:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 1.4759, loss: 1.4759 2023-12-26 11:49:05,632 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:10:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 1.4593, loss: 1.4593 2023-12-26 11:49:28,344 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:09:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9694, loss_cls: 1.4941, loss: 1.4941 2023-12-26 11:49:50,981 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:09:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9688, loss_cls: 1.5420, loss: 1.5420 2023-12-26 11:50:13,602 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:08:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9712, loss_cls: 1.4895, loss: 1.4895 2023-12-26 11:50:36,319 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:08:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 1.5106, loss: 1.5106 2023-12-26 11:50:59,013 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:07:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 1.4161, loss: 1.4161 2023-12-26 11:51:21,698 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:07:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.4720, loss: 1.4720 2023-12-26 11:51:44,311 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:06:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.5606, loss: 1.5606 2023-12-26 11:52:06,924 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:06:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 1.4743, loss: 1.4743 2023-12-26 11:52:29,510 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:05:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9663, loss_cls: 1.5616, loss: 1.5616 2023-12-26 11:52:52,098 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:05:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.4892, loss: 1.4892 2023-12-26 11:53:14,706 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:04:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 1.5360, loss: 1.5360 2023-12-26 11:53:37,323 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:04:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 1.5442, loss: 1.5442 2023-12-26 11:53:59,945 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:03:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 1.4855, loss: 1.4855 2023-12-26 11:54:22,694 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:03:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 1.4808, loss: 1.4808 2023-12-26 11:54:45,412 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:02:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 1.5089, loss: 1.5089 2023-12-26 11:55:08,087 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:02:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.4506, loss: 1.4506 2023-12-26 11:55:30,716 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:02:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.4960, loss: 1.4960 2023-12-26 11:55:53,298 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:01:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 1.5007, loss: 1.5007 2023-12-26 11:56:15,947 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:01:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 1.4959, loss: 1.4959 2023-12-26 11:56:38,723 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:00:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9650, loss_cls: 1.5270, loss: 1.5270 2023-12-26 11:57:01,549 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:00:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.5033, loss: 1.5033 2023-12-26 11:57:03,313 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-26 11:58:21,018 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:58:21,090 - pyskl - INFO - top1_acc 0.7942 top5_acc 0.9694 2023-12-26 11:58:21,094 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_11.pth was removed 2023-12-26 11:58:21,226 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2023-12-26 11:58:21,226 - pyskl - INFO - Best top1_acc is 0.7942 at 14 epoch. 2023-12-26 11:58:21,230 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7942, top5_acc: 0.9694 2023-12-26 11:59:00,349 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:02:03, time: 0.391, data_time: 0.165, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.4989, loss: 1.4989 2023-12-26 11:59:22,950 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:01:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9762, loss_cls: 1.4342, loss: 1.4342 2023-12-26 11:59:45,529 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:01:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9769, loss_cls: 1.4768, loss: 1.4768 2023-12-26 12:00:08,201 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:00:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.4600, loss: 1.4600 2023-12-26 12:00:30,985 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:00:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 1.4797, loss: 1.4797 2023-12-26 12:00:53,733 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 21:59:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 1.3935, loss: 1.3935 2023-12-26 12:01:16,448 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 21:59:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 1.4912, loss: 1.4912 2023-12-26 12:01:39,080 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 21:58:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 1.5156, loss: 1.5156 2023-12-26 12:02:01,831 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 21:58:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 1.4780, loss: 1.4780 2023-12-26 12:02:24,624 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 21:57:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.5407, loss: 1.5407 2023-12-26 12:02:47,293 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 21:57:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9706, loss_cls: 1.5072, loss: 1.5072 2023-12-26 12:03:09,943 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 21:56:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 1.4230, loss: 1.4230 2023-12-26 12:03:32,568 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 21:56:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 1.5211, loss: 1.5211 2023-12-26 12:03:55,261 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 21:55:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9719, loss_cls: 1.4763, loss: 1.4763 2023-12-26 12:04:18,019 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 21:55:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 1.4735, loss: 1.4735 2023-12-26 12:04:40,705 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 21:54:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 1.4898, loss: 1.4898 2023-12-26 12:05:03,375 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 21:54:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.5320, loss: 1.5320 2023-12-26 12:05:26,086 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 21:53:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 1.4268, loss: 1.4268 2023-12-26 12:05:48,770 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 21:53:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.5622, loss: 1.5622 2023-12-26 12:06:11,363 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 21:52:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.4691, loss: 1.4691 2023-12-26 12:06:33,994 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 21:52:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 1.4438, loss: 1.4438 2023-12-26 12:06:56,722 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 21:52:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 1.5050, loss: 1.5050 2023-12-26 12:07:19,366 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 21:51:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.4800, loss: 1.4800 2023-12-26 12:07:41,978 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 21:51:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 1.4957, loss: 1.4957 2023-12-26 12:08:04,854 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 21:50:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 1.4958, loss: 1.4958 2023-12-26 12:08:06,643 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-26 12:09:24,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:09:24,071 - pyskl - INFO - top1_acc 0.7691 top5_acc 0.9636 2023-12-26 12:09:24,075 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7691, top5_acc: 0.9636 2023-12-26 12:10:03,572 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 21:52:24, time: 0.395, data_time: 0.168, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.4468, loss: 1.4468 2023-12-26 12:10:26,215 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 21:51:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 1.4090, loss: 1.4090 2023-12-26 12:10:48,909 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 21:51:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.4925, loss: 1.4925 2023-12-26 12:11:11,578 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 21:50:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.4752, loss: 1.4752 2023-12-26 12:11:34,334 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 21:50:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 1.4878, loss: 1.4878 2023-12-26 12:11:57,154 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 21:50:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.4492, loss: 1.4492 2023-12-26 12:12:19,828 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 21:49:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9694, loss_cls: 1.5183, loss: 1.5183 2023-12-26 12:12:42,445 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 21:49:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9725, loss_cls: 1.4917, loss: 1.4917 2023-12-26 12:13:05,071 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 21:48:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9712, loss_cls: 1.4956, loss: 1.4956 2023-12-26 12:13:27,636 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 21:48:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.4656, loss: 1.4656 2023-12-26 12:13:50,213 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 21:47:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 1.4914, loss: 1.4914 2023-12-26 12:14:12,833 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 21:47:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 1.4663, loss: 1.4663 2023-12-26 12:14:35,434 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 21:46:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 1.4655, loss: 1.4655 2023-12-26 12:14:58,034 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 21:46:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.5284, loss: 1.5284 2023-12-26 12:15:20,612 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 21:45:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.4823, loss: 1.4823 2023-12-26 12:15:43,185 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 21:45:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 1.4754, loss: 1.4754 2023-12-26 12:16:05,780 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 21:44:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 1.4729, loss: 1.4729 2023-12-26 12:16:28,417 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 21:44:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 1.4506, loss: 1.4506 2023-12-26 12:16:51,064 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 21:43:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.5183, loss: 1.5183 2023-12-26 12:17:13,640 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 21:43:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 1.4412, loss: 1.4412 2023-12-26 12:17:36,340 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:42:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 1.4370, loss: 1.4370 2023-12-26 12:17:59,039 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:42:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9744, loss_cls: 1.4823, loss: 1.4823 2023-12-26 12:18:21,833 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:41:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 1.4947, loss: 1.4947 2023-12-26 12:18:44,673 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:41:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.5253, loss: 1.5253 2023-12-26 12:19:07,251 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:40:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 1.4881, loss: 1.4881 2023-12-26 12:19:09,011 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-26 12:20:26,322 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:20:26,391 - pyskl - INFO - top1_acc 0.7850 top5_acc 0.9638 2023-12-26 12:20:26,395 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7850, top5_acc: 0.9638 2023-12-26 12:21:05,719 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:42:37, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 1.4357, loss: 1.4357 2023-12-26 12:21:28,303 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:42:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.4557, loss: 1.4557 2023-12-26 12:21:50,843 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:41:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 1.5015, loss: 1.5015 2023-12-26 12:22:13,405 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:41:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9812, loss_cls: 1.3734, loss: 1.3734 2023-12-26 12:22:36,032 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:40:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.4458, loss: 1.4458 2023-12-26 12:22:58,634 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:40:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.4873, loss: 1.4873 2023-12-26 12:23:21,219 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:39:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.4990, loss: 1.4990 2023-12-26 12:23:43,827 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:39:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.4278, loss: 1.4278 2023-12-26 12:24:06,446 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:38:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.4435, loss: 1.4435 2023-12-26 12:24:29,051 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:38:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9781, loss_cls: 1.4362, loss: 1.4362 2023-12-26 12:24:51,821 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:37:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 1.5342, loss: 1.5342 2023-12-26 12:25:14,604 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:37:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.4820, loss: 1.4820 2023-12-26 12:25:37,226 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:36:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 1.4809, loss: 1.4809 2023-12-26 12:25:59,853 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:36:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 1.4065, loss: 1.4065 2023-12-26 12:26:22,458 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:35:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.4818, loss: 1.4818 2023-12-26 12:26:45,013 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:35:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.4387, loss: 1.4387 2023-12-26 12:27:07,610 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:34:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.4670, loss: 1.4670 2023-12-26 12:27:30,211 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:34:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 1.4671, loss: 1.4671 2023-12-26 12:27:52,796 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:34:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 1.4694, loss: 1.4694 2023-12-26 12:28:15,396 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:33:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.4721, loss: 1.4721 2023-12-26 12:28:38,022 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:33:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 1.4466, loss: 1.4466 2023-12-26 12:29:00,615 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:32:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 1.4600, loss: 1.4600 2023-12-26 12:29:23,246 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:32:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 1.4204, loss: 1.4204 2023-12-26 12:29:45,904 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:31:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 1.5117, loss: 1.5117 2023-12-26 12:30:08,576 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:31:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.4461, loss: 1.4461 2023-12-26 12:30:10,344 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-26 12:31:28,043 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:31:28,113 - pyskl - INFO - top1_acc 0.7696 top5_acc 0.9585 2023-12-26 12:31:28,117 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7696, top5_acc: 0.9585 2023-12-26 12:32:07,247 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:32:42, time: 0.391, data_time: 0.164, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 1.4107, loss: 1.4107 2023-12-26 12:32:29,887 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:32:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 1.3476, loss: 1.3476 2023-12-26 12:32:52,593 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:31:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 1.4020, loss: 1.4020 2023-12-26 12:33:15,216 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:31:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.4939, loss: 1.4939 2023-12-26 12:33:37,961 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:30:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9744, loss_cls: 1.4661, loss: 1.4661 2023-12-26 12:34:00,649 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:30:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 1.4918, loss: 1.4918 2023-12-26 12:34:23,283 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:29:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 1.4219, loss: 1.4219 2023-12-26 12:34:45,890 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:29:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 1.5089, loss: 1.5089 2023-12-26 12:35:08,496 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:28:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9794, loss_cls: 1.4392, loss: 1.4392 2023-12-26 12:35:31,112 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:28:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.5124, loss: 1.5124 2023-12-26 12:35:53,688 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:28:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9750, loss_cls: 1.4948, loss: 1.4948 2023-12-26 12:36:16,243 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:27:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 1.4504, loss: 1.4504 2023-12-26 12:36:38,818 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:27:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 1.4284, loss: 1.4284 2023-12-26 12:37:01,463 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:26:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 1.4572, loss: 1.4572 2023-12-26 12:37:24,085 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:26:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 1.4983, loss: 1.4983 2023-12-26 12:37:46,667 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:25:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 1.4897, loss: 1.4897 2023-12-26 12:38:09,433 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:25:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9762, loss_cls: 1.4402, loss: 1.4402 2023-12-26 12:38:32,164 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:24:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 1.4219, loss: 1.4219 2023-12-26 12:38:54,815 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:24:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 1.4657, loss: 1.4657 2023-12-26 12:39:17,522 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:23:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 1.3946, loss: 1.3946 2023-12-26 12:39:40,142 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:23:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 1.4151, loss: 1.4151 2023-12-26 12:40:02,718 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:22:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 1.4397, loss: 1.4397 2023-12-26 12:40:25,277 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:22:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 1.4721, loss: 1.4721 2023-12-26 12:40:47,921 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:21:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 1.4488, loss: 1.4488 2023-12-26 12:41:10,662 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:21:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 1.4761, loss: 1.4761 2023-12-26 12:41:12,405 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-26 12:42:29,620 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:42:29,690 - pyskl - INFO - top1_acc 0.7895 top5_acc 0.9663 2023-12-26 12:42:29,694 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7895, top5_acc: 0.9663 2023-12-26 12:43:09,095 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:22:55, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9744, loss_cls: 1.4438, loss: 1.4438 2023-12-26 12:43:31,625 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:22:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.4956, loss: 1.4956 2023-12-26 12:43:54,144 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:21:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 1.4528, loss: 1.4528 2023-12-26 12:44:16,711 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:21:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9781, loss_cls: 1.4294, loss: 1.4294 2023-12-26 12:44:39,252 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:21:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 1.4215, loss: 1.4215 2023-12-26 12:45:01,787 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:20:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 1.3952, loss: 1.3952 2023-12-26 12:45:24,396 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:20:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 1.4442, loss: 1.4442 2023-12-26 12:45:46,997 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:19:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.4548, loss: 1.4548 2023-12-26 12:46:09,643 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:19:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 1.4679, loss: 1.4679 2023-12-26 12:46:32,293 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:18:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.4281, loss: 1.4281 2023-12-26 12:46:54,894 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:18:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.4224, loss: 1.4224 2023-12-26 12:47:17,451 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:17:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 1.4458, loss: 1.4458 2023-12-26 12:47:40,020 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:17:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 1.4956, loss: 1.4956 2023-12-26 12:48:02,601 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:16:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 1.4560, loss: 1.4560 2023-12-26 12:48:25,174 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:16:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.4744, loss: 1.4744 2023-12-26 12:48:47,781 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:15:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 1.3936, loss: 1.3936 2023-12-26 12:49:10,332 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:15:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.4933, loss: 1.4933 2023-12-26 12:49:32,887 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:14:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 1.4348, loss: 1.4348 2023-12-26 12:49:55,510 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:14:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.4698, loss: 1.4698 2023-12-26 12:50:18,237 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:14:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 1.4674, loss: 1.4674 2023-12-26 12:50:40,902 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:13:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 1.5042, loss: 1.5042 2023-12-26 12:51:03,571 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:13:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 1.4337, loss: 1.4337 2023-12-26 12:51:26,367 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:12:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 1.3980, loss: 1.3980 2023-12-26 12:51:49,038 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:12:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 1.4628, loss: 1.4628 2023-12-26 12:52:11,645 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:11:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 1.4480, loss: 1.4480 2023-12-26 12:52:13,403 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-26 12:53:30,560 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:53:30,629 - pyskl - INFO - top1_acc 0.7845 top5_acc 0.9623 2023-12-26 12:53:30,633 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7845, top5_acc: 0.9623 2023-12-26 12:54:09,443 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:12:58, time: 0.388, data_time: 0.163, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 1.4277, loss: 1.4277 2023-12-26 12:54:32,013 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:12:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9819, loss_cls: 1.3894, loss: 1.3894 2023-12-26 12:54:54,535 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:12:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 1.4096, loss: 1.4096 2023-12-26 12:55:17,096 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:11:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.4267, loss: 1.4267 2023-12-26 12:55:39,636 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:11:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 1.4247, loss: 1.4247 2023-12-26 12:56:02,201 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:10:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 1.4462, loss: 1.4462 2023-12-26 12:56:24,731 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:10:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 1.5210, loss: 1.5210 2023-12-26 12:56:47,364 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:09:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 1.4581, loss: 1.4581 2023-12-26 12:57:09,977 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:09:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.4274, loss: 1.4274 2023-12-26 12:57:32,623 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:08:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.4720, loss: 1.4720 2023-12-26 12:57:55,277 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:08:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.4700, loss: 1.4700 2023-12-26 12:58:17,913 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:07:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 1.4026, loss: 1.4026 2023-12-26 12:58:40,548 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:07:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.4499, loss: 1.4499 2023-12-26 12:59:03,185 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:06:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 1.4720, loss: 1.4720 2023-12-26 12:59:25,835 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:06:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9844, loss_cls: 1.4203, loss: 1.4203 2023-12-26 12:59:48,571 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:06:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.4701, loss: 1.4701 2023-12-26 13:00:11,154 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:05:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.4134, loss: 1.4134 2023-12-26 13:00:33,704 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:05:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 1.4399, loss: 1.4399 2023-12-26 13:00:56,263 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:04:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9788, loss_cls: 1.4267, loss: 1.4267 2023-12-26 13:01:18,808 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:04:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 1.4589, loss: 1.4589 2023-12-26 13:01:41,454 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:03:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 1.4857, loss: 1.4857 2023-12-26 13:02:04,014 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:03:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 1.4322, loss: 1.4322 2023-12-26 13:02:26,564 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:02:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.4330, loss: 1.4330 2023-12-26 13:02:49,176 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:02:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 1.3643, loss: 1.3643 2023-12-26 13:03:11,787 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:01:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.4403, loss: 1.4403 2023-12-26 13:03:13,466 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-26 13:04:30,432 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:04:30,501 - pyskl - INFO - top1_acc 0.7845 top5_acc 0.9661 2023-12-26 13:04:30,505 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7845, top5_acc: 0.9661 2023-12-26 13:05:09,795 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:03:04, time: 0.393, data_time: 0.166, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 1.3821, loss: 1.3821 2023-12-26 13:05:32,483 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:02:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 1.4207, loss: 1.4207 2023-12-26 13:05:55,079 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:02:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.4369, loss: 1.4369 2023-12-26 13:06:17,707 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:01:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 1.4935, loss: 1.4935 2023-12-26 13:06:40,267 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:01:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.4744, loss: 1.4744 2023-12-26 13:07:02,864 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:00:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 1.4209, loss: 1.4209 2023-12-26 13:07:25,587 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:00:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.4282, loss: 1.4282 2023-12-26 13:07:48,200 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 20:59:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9800, loss_cls: 1.4067, loss: 1.4067 2023-12-26 13:08:10,818 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 20:59:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 1.4158, loss: 1.4158 2023-12-26 13:08:33,412 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 20:58:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 1.4338, loss: 1.4338 2023-12-26 13:08:55,999 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 20:58:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 1.3931, loss: 1.3931 2023-12-26 13:09:18,763 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 20:58:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 1.4918, loss: 1.4918 2023-12-26 13:09:41,481 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 20:57:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 1.4201, loss: 1.4201 2023-12-26 13:10:04,102 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 20:57:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 1.4940, loss: 1.4940 2023-12-26 13:10:26,750 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 20:56:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9812, loss_cls: 1.4011, loss: 1.4011 2023-12-26 13:10:49,420 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 20:56:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 1.3921, loss: 1.3921 2023-12-26 13:11:12,134 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 20:55:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 1.4509, loss: 1.4509 2023-12-26 13:11:34,931 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 20:55:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 1.3969, loss: 1.3969 2023-12-26 13:11:57,608 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 20:54:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 1.4476, loss: 1.4476 2023-12-26 13:12:20,303 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 20:54:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 1.3974, loss: 1.3974 2023-12-26 13:12:42,895 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 20:54:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 1.4725, loss: 1.4725 2023-12-26 13:13:05,430 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 20:53:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.4129, loss: 1.4129 2023-12-26 13:13:27,959 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 20:53:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 1.4658, loss: 1.4658 2023-12-26 13:13:50,503 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 20:52:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 1.4516, loss: 1.4516 2023-12-26 13:14:13,036 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 20:52:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 1.5048, loss: 1.5048 2023-12-26 13:14:14,748 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-26 13:15:32,025 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:15:32,094 - pyskl - INFO - top1_acc 0.7450 top5_acc 0.9611 2023-12-26 13:15:32,098 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7450, top5_acc: 0.9611 2023-12-26 13:16:11,123 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 20:53:15, time: 0.390, data_time: 0.163, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 1.4171, loss: 1.4171 2023-12-26 13:16:33,829 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 20:52:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 1.4203, loss: 1.4203 2023-12-26 13:16:56,469 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 20:52:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 1.4273, loss: 1.4273 2023-12-26 13:17:19,110 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 20:51:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9781, loss_cls: 1.4417, loss: 1.4417 2023-12-26 13:17:41,808 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 20:51:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 1.4186, loss: 1.4186 2023-12-26 13:18:04,650 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 20:51:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 1.4895, loss: 1.4895 2023-12-26 13:18:27,431 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 20:50:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 1.4507, loss: 1.4507 2023-12-26 13:18:50,090 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 20:50:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.4179, loss: 1.4179 2023-12-26 13:19:12,786 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 20:49:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 1.4388, loss: 1.4388 2023-12-26 13:19:35,470 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 20:49:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 1.3885, loss: 1.3885 2023-12-26 13:19:58,090 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 20:48:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.4308, loss: 1.4308 2023-12-26 13:20:20,713 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 20:48:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.4599, loss: 1.4599 2023-12-26 13:20:43,362 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 20:47:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.4598, loss: 1.4598 2023-12-26 13:21:06,081 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 20:47:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.4272, loss: 1.4272 2023-12-26 13:21:28,793 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 20:47:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 1.4191, loss: 1.4191 2023-12-26 13:21:51,480 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 20:46:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 1.4341, loss: 1.4341 2023-12-26 13:22:14,153 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 20:46:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 1.3991, loss: 1.3991 2023-12-26 13:22:36,796 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 20:45:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.4141, loss: 1.4141 2023-12-26 13:22:59,394 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 20:45:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 1.4646, loss: 1.4646 2023-12-26 13:23:22,040 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 20:44:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 1.5126, loss: 1.5126 2023-12-26 13:23:44,665 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 20:44:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 1.4064, loss: 1.4064 2023-12-26 13:24:07,266 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 20:43:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.4619, loss: 1.4619 2023-12-26 13:24:29,895 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:43:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 1.4253, loss: 1.4253 2023-12-26 13:24:52,516 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:43:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.3998, loss: 1.3998 2023-12-26 13:25:15,115 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:42:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 1.4504, loss: 1.4504 2023-12-26 13:25:16,822 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-26 13:26:34,132 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:26:34,201 - pyskl - INFO - top1_acc 0.7867 top5_acc 0.9612 2023-12-26 13:26:34,205 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7867, top5_acc: 0.9612 2023-12-26 13:27:13,632 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 20:43:34, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.4235, loss: 1.4235 2023-12-26 13:27:36,223 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:43:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.4260, loss: 1.4260 2023-12-26 13:27:58,820 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:42:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 1.4693, loss: 1.4693 2023-12-26 13:28:21,431 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:42:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.4121, loss: 1.4121 2023-12-26 13:28:44,036 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:41:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 1.4643, loss: 1.4643 2023-12-26 13:29:06,602 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:41:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.4746, loss: 1.4746 2023-12-26 13:29:29,188 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:40:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.4355, loss: 1.4355 2023-12-26 13:29:51,899 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:40:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 1.3836, loss: 1.3836 2023-12-26 13:30:14,717 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:39:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9750, loss_cls: 1.4297, loss: 1.4297 2023-12-26 13:30:37,440 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:39:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.4026, loss: 1.4026 2023-12-26 13:31:00,122 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:39:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 1.3763, loss: 1.3763 2023-12-26 13:31:22,743 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:38:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 1.4442, loss: 1.4442 2023-12-26 13:31:45,368 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:38:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 1.4280, loss: 1.4280 2023-12-26 13:32:07,984 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:37:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 1.4146, loss: 1.4146 2023-12-26 13:32:30,603 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:37:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 1.4280, loss: 1.4280 2023-12-26 13:32:53,164 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:36:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.4054, loss: 1.4054 2023-12-26 13:33:15,702 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:36:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.4833, loss: 1.4833 2023-12-26 13:33:38,279 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:35:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.4673, loss: 1.4673 2023-12-26 13:34:00,856 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:35:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 1.4104, loss: 1.4104 2023-12-26 13:34:23,398 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:35:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 1.3901, loss: 1.3901 2023-12-26 13:34:45,955 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:34:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 1.4559, loss: 1.4559 2023-12-26 13:35:08,518 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:34:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 1.4686, loss: 1.4686 2023-12-26 13:35:31,141 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:33:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 1.4418, loss: 1.4418 2023-12-26 13:35:53,712 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:33:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 1.4365, loss: 1.4365 2023-12-26 13:36:16,286 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:32:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 1.3869, loss: 1.3869 2023-12-26 13:36:17,999 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-26 13:37:35,528 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:37:35,599 - pyskl - INFO - top1_acc 0.8049 top5_acc 0.9685 2023-12-26 13:37:35,602 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_14.pth was removed 2023-12-26 13:37:35,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. 2023-12-26 13:37:35,734 - pyskl - INFO - Best top1_acc is 0.8049 at 23 epoch. 2023-12-26 13:37:35,738 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8049, top5_acc: 0.9685 2023-12-26 13:38:14,920 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:33:44, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 1.3364, loss: 1.3364 2023-12-26 13:38:37,622 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:33:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9838, loss_cls: 1.3336, loss: 1.3336 2023-12-26 13:39:00,243 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:32:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.4675, loss: 1.4675 2023-12-26 13:39:22,792 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:32:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 1.4235, loss: 1.4235 2023-12-26 13:39:45,380 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:31:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 1.4372, loss: 1.4372 2023-12-26 13:40:07,956 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:31:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.4462, loss: 1.4462 2023-12-26 13:40:30,535 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:31:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 1.4682, loss: 1.4682 2023-12-26 13:40:53,128 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:30:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 1.4334, loss: 1.4334 2023-12-26 13:41:15,765 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:30:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.3976, loss: 1.3976 2023-12-26 13:41:38,473 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:29:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.4026, loss: 1.4026 2023-12-26 13:42:01,082 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:29:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 1.4466, loss: 1.4466 2023-12-26 13:42:23,733 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:28:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 1.4179, loss: 1.4179 2023-12-26 13:42:46,439 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:28:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.4263, loss: 1.4263 2023-12-26 13:43:09,118 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:27:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9669, loss_cls: 1.3929, loss: 1.3929 2023-12-26 13:43:31,716 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:27:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 1.4054, loss: 1.4054 2023-12-26 13:43:54,317 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:27:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 1.4011, loss: 1.4011 2023-12-26 13:44:16,981 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:26:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 1.4648, loss: 1.4648 2023-12-26 13:44:39,629 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:26:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 1.4320, loss: 1.4320 2023-12-26 13:45:02,272 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:25:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 1.4222, loss: 1.4222 2023-12-26 13:45:24,852 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:25:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9712, loss_cls: 1.4950, loss: 1.4950 2023-12-26 13:45:47,425 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:24:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 1.3502, loss: 1.3502 2023-12-26 13:46:09,983 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:24:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 1.4212, loss: 1.4212 2023-12-26 13:46:32,524 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:23:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 1.4344, loss: 1.4344 2023-12-26 13:46:55,084 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:23:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 1.4344, loss: 1.4344 2023-12-26 13:47:17,664 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:23:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 1.3919, loss: 1.3919 2023-12-26 13:47:19,400 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-26 13:48:36,965 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:48:37,034 - pyskl - INFO - top1_acc 0.7743 top5_acc 0.9639 2023-12-26 13:48:37,038 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7743, top5_acc: 0.9639 2023-12-26 13:49:16,055 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:23:54, time: 0.390, data_time: 0.165, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 1.4285, loss: 1.4285 2023-12-26 13:49:38,642 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:23:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.3808, loss: 1.3808 2023-12-26 13:50:01,217 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:23:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.4057, loss: 1.4057 2023-12-26 13:50:23,842 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:22:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 1.3718, loss: 1.3718 2023-12-26 13:50:46,426 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:22:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 1.3238, loss: 1.3238 2023-12-26 13:51:09,009 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:21:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9806, loss_cls: 1.3732, loss: 1.3732 2023-12-26 13:51:31,637 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:21:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 1.3880, loss: 1.3880 2023-12-26 13:51:54,186 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:20:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.4750, loss: 1.4750 2023-12-26 13:52:16,875 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:20:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.4372, loss: 1.4372 2023-12-26 13:52:39,478 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:19:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 1.3346, loss: 1.3346 2023-12-26 13:53:02,108 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:19:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.4363, loss: 1.4363 2023-12-26 13:53:24,754 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:19:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.4073, loss: 1.4073 2023-12-26 13:53:47,384 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:18:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.4147, loss: 1.4147 2023-12-26 13:54:09,980 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:18:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 1.4572, loss: 1.4572 2023-12-26 13:54:32,539 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:17:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.4406, loss: 1.4406 2023-12-26 13:54:55,143 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:17:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 1.3700, loss: 1.3700 2023-12-26 13:55:17,678 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:16:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 1.4394, loss: 1.4394 2023-12-26 13:55:40,256 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:16:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.4518, loss: 1.4518 2023-12-26 13:56:03,060 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:15:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9794, loss_cls: 1.3936, loss: 1.3936 2023-12-26 13:56:25,779 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:15:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 1.4019, loss: 1.4019 2023-12-26 13:56:48,575 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:15:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 1.3898, loss: 1.3898 2023-12-26 13:57:11,232 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:14:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 1.4510, loss: 1.4510 2023-12-26 13:57:33,832 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:14:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.4114, loss: 1.4114 2023-12-26 13:57:56,475 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:13:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 1.3858, loss: 1.3858 2023-12-26 13:58:19,108 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:13:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.4553, loss: 1.4553 2023-12-26 13:58:20,823 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-26 13:59:38,110 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:59:38,179 - pyskl - INFO - top1_acc 0.7659 top5_acc 0.9654 2023-12-26 13:59:38,182 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7659, top5_acc: 0.9654 2023-12-26 14:00:16,968 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:14:05, time: 0.388, data_time: 0.162, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 1.3489, loss: 1.3489 2023-12-26 14:00:39,554 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:13:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9781, loss_cls: 1.4076, loss: 1.4076 2023-12-26 14:01:02,178 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:13:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.4655, loss: 1.4655 2023-12-26 14:01:24,741 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:12:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 1.4357, loss: 1.4357 2023-12-26 14:01:47,287 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:12:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 1.4485, loss: 1.4485 2023-12-26 14:02:09,901 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:11:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.4001, loss: 1.4001 2023-12-26 14:02:32,471 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:11:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 1.3840, loss: 1.3840 2023-12-26 14:02:55,037 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:10:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 1.4038, loss: 1.4038 2023-12-26 14:03:17,749 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:10:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 1.4054, loss: 1.4054 2023-12-26 14:03:40,449 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:10:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.3641, loss: 1.3641 2023-12-26 14:04:03,131 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:09:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 1.3838, loss: 1.3838 2023-12-26 14:04:25,839 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:09:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 1.4136, loss: 1.4136 2023-12-26 14:04:48,542 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:08:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 1.4068, loss: 1.4068 2023-12-26 14:05:11,140 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:08:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 1.3704, loss: 1.3704 2023-12-26 14:05:33,798 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:07:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.4314, loss: 1.4314 2023-12-26 14:05:56,428 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:07:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 1.4413, loss: 1.4413 2023-12-26 14:06:19,064 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:07:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 1.3391, loss: 1.3391 2023-12-26 14:06:41,699 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:06:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 1.3950, loss: 1.3950 2023-12-26 14:07:04,346 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:06:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.4168, loss: 1.4168 2023-12-26 14:07:26,946 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:05:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9812, loss_cls: 1.4047, loss: 1.4047 2023-12-26 14:07:49,559 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:05:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9794, loss_cls: 1.4313, loss: 1.4313 2023-12-26 14:08:12,094 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:04:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 1.4095, loss: 1.4095 2023-12-26 14:08:34,663 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:04:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.4425, loss: 1.4425 2023-12-26 14:08:57,230 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:04:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 1.3679, loss: 1.3679 2023-12-26 14:09:19,813 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:03:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.4048, loss: 1.4048 2023-12-26 14:09:21,538 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-26 14:10:38,508 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:10:38,577 - pyskl - INFO - top1_acc 0.7806 top5_acc 0.9636 2023-12-26 14:10:38,580 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7806, top5_acc: 0.9636 2023-12-26 14:11:17,765 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:04:18, time: 0.392, data_time: 0.165, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9812, loss_cls: 1.3813, loss: 1.3813 2023-12-26 14:11:40,422 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:03:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 1.4164, loss: 1.4164 2023-12-26 14:12:03,000 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:03:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.3524, loss: 1.3524 2023-12-26 14:12:25,551 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:02:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 1.3438, loss: 1.3438 2023-12-26 14:12:48,186 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:02:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 1.3838, loss: 1.3838 2023-12-26 14:13:10,779 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:02:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.3907, loss: 1.3907 2023-12-26 14:13:33,365 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:01:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.4150, loss: 1.4150 2023-12-26 14:13:55,985 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:01:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 1.3859, loss: 1.3859 2023-12-26 14:14:18,733 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:00:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 1.4090, loss: 1.4090 2023-12-26 14:14:41,428 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:00:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.3925, loss: 1.3925 2023-12-26 14:15:04,079 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 19:59:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 1.4275, loss: 1.4275 2023-12-26 14:15:26,845 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 19:59:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 1.4043, loss: 1.4043 2023-12-26 14:15:49,558 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 19:59:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 1.4378, loss: 1.4378 2023-12-26 14:16:12,217 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 19:58:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 1.3945, loss: 1.3945 2023-12-26 14:16:34,952 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 19:58:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.4731, loss: 1.4731 2023-12-26 14:16:57,600 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 19:57:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 1.3801, loss: 1.3801 2023-12-26 14:17:20,199 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 19:57:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 1.3759, loss: 1.3759 2023-12-26 14:17:42,824 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 19:56:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 1.4019, loss: 1.4019 2023-12-26 14:18:05,381 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 19:56:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 1.4146, loss: 1.4146 2023-12-26 14:18:27,917 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 19:56:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 1.4203, loss: 1.4203 2023-12-26 14:18:50,510 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 19:55:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 1.3835, loss: 1.3835 2023-12-26 14:19:13,095 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 19:55:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.4259, loss: 1.4259 2023-12-26 14:19:35,656 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 19:54:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.4386, loss: 1.4386 2023-12-26 14:19:58,253 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 19:54:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 1.4415, loss: 1.4415 2023-12-26 14:20:20,811 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 19:53:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 1.4069, loss: 1.4069 2023-12-26 14:20:22,582 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-26 14:21:40,476 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:21:40,547 - pyskl - INFO - top1_acc 0.7650 top5_acc 0.9642 2023-12-26 14:21:40,551 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7650, top5_acc: 0.9642 2023-12-26 14:22:19,819 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 19:54:32, time: 0.393, data_time: 0.166, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 1.3504, loss: 1.3504 2023-12-26 14:22:42,406 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 19:54:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 1.3763, loss: 1.3763 2023-12-26 14:23:05,044 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 19:53:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9781, loss_cls: 1.3976, loss: 1.3976 2023-12-26 14:23:27,670 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 19:53:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 1.3874, loss: 1.3874 2023-12-26 14:23:50,407 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 19:52:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.3549, loss: 1.3549 2023-12-26 14:24:13,165 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 19:52:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 1.3497, loss: 1.3497 2023-12-26 14:24:35,923 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 19:51:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 1.4286, loss: 1.4286 2023-12-26 14:24:58,619 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 19:51:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 1.4182, loss: 1.4182 2023-12-26 14:25:21,398 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 19:51:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 1.4428, loss: 1.4428 2023-12-26 14:25:44,132 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 19:50:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 1.3940, loss: 1.3940 2023-12-26 14:26:06,871 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 19:50:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.3718, loss: 1.3718 2023-12-26 14:26:29,562 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 19:49:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 1.4497, loss: 1.4497 2023-12-26 14:26:52,162 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 19:49:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 1.4023, loss: 1.4023 2023-12-26 14:27:14,719 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 19:48:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.4250, loss: 1.4250 2023-12-26 14:27:37,434 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 19:48:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 1.4045, loss: 1.4045 2023-12-26 14:28:00,083 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 19:48:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 1.3849, loss: 1.3849 2023-12-26 14:28:22,688 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 19:47:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 1.4319, loss: 1.4319 2023-12-26 14:28:45,307 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 19:47:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 1.3878, loss: 1.3878 2023-12-26 14:29:07,983 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 19:46:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 1.4198, loss: 1.4198 2023-12-26 14:29:30,619 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 19:46:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 1.4108, loss: 1.4108 2023-12-26 14:29:53,257 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 19:45:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 1.3874, loss: 1.3874 2023-12-26 14:30:15,846 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 19:45:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 1.3625, loss: 1.3625 2023-12-26 14:30:38,435 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 19:45:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 1.3985, loss: 1.3985 2023-12-26 14:31:01,021 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:44:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.3757, loss: 1.3757 2023-12-26 14:31:23,611 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:44:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 1.3831, loss: 1.3831 2023-12-26 14:31:25,350 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-26 14:32:42,542 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:32:42,611 - pyskl - INFO - top1_acc 0.8008 top5_acc 0.9662 2023-12-26 14:32:42,615 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8008, top5_acc: 0.9662 2023-12-26 14:33:21,650 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 19:44:49, time: 0.390, data_time: 0.165, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 1.3660, loss: 1.3660 2023-12-26 14:33:44,144 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:44:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 1.3105, loss: 1.3105 2023-12-26 14:34:06,644 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:43:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.3702, loss: 1.3702 2023-12-26 14:34:29,140 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:43:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 1.4134, loss: 1.4134 2023-12-26 14:34:51,652 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:43:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 1.3836, loss: 1.3836 2023-12-26 14:35:14,206 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:42:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9794, loss_cls: 1.4157, loss: 1.4157 2023-12-26 14:35:36,831 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:42:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 1.3761, loss: 1.3761 2023-12-26 14:35:59,466 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:41:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 1.3921, loss: 1.3921 2023-12-26 14:36:22,048 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:41:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 1.3861, loss: 1.3861 2023-12-26 14:36:44,629 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:40:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 1.3810, loss: 1.3810 2023-12-26 14:37:07,206 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:40:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 1.4107, loss: 1.4107 2023-12-26 14:37:29,823 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:40:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 1.4256, loss: 1.4256 2023-12-26 14:37:52,516 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:39:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.4190, loss: 1.4190 2023-12-26 14:38:15,122 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:39:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 1.3798, loss: 1.3798 2023-12-26 14:38:37,696 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:38:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 1.3973, loss: 1.3973 2023-12-26 14:39:00,282 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:38:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 1.4408, loss: 1.4408 2023-12-26 14:39:22,878 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:37:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 1.4244, loss: 1.4244 2023-12-26 14:39:45,401 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:37:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 1.3671, loss: 1.3671 2023-12-26 14:40:07,903 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:36:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.3848, loss: 1.3848 2023-12-26 14:40:30,400 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:36:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 1.4380, loss: 1.4380 2023-12-26 14:40:52,940 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:36:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.3800, loss: 1.3800 2023-12-26 14:41:15,478 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:35:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 1.3780, loss: 1.3780 2023-12-26 14:41:37,994 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:35:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 1.3906, loss: 1.3906 2023-12-26 14:42:00,518 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:34:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 1.3995, loss: 1.3995 2023-12-26 14:42:23,068 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:34:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 1.3808, loss: 1.3808 2023-12-26 14:42:24,781 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-26 14:43:41,939 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:43:42,009 - pyskl - INFO - top1_acc 0.7600 top5_acc 0.9494 2023-12-26 14:43:42,012 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7600, top5_acc: 0.9494 2023-12-26 14:44:21,065 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:34:56, time: 0.390, data_time: 0.165, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.3610, loss: 1.3610 2023-12-26 14:44:43,547 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:34:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 1.3465, loss: 1.3465 2023-12-26 14:45:06,144 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:34:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 1.4017, loss: 1.4017 2023-12-26 14:45:28,735 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:33:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 1.3574, loss: 1.3574 2023-12-26 14:45:51,329 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:33:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 1.3949, loss: 1.3949 2023-12-26 14:46:13,920 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:32:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 1.3493, loss: 1.3493 2023-12-26 14:46:36,516 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:32:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.3630, loss: 1.3630 2023-12-26 14:46:59,104 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:31:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 1.3708, loss: 1.3708 2023-12-26 14:47:21,721 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:31:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 1.3952, loss: 1.3952 2023-12-26 14:47:44,466 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:31:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 1.4237, loss: 1.4237 2023-12-26 14:48:07,114 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:30:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 1.4134, loss: 1.4134 2023-12-26 14:48:29,728 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:30:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 1.3855, loss: 1.3855 2023-12-26 14:48:52,334 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:29:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 1.4046, loss: 1.4046 2023-12-26 14:49:14,885 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:29:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 1.3712, loss: 1.3712 2023-12-26 14:49:37,415 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:28:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 1.3918, loss: 1.3918 2023-12-26 14:49:59,944 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:28:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.3919, loss: 1.3919 2023-12-26 14:50:22,504 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:28:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 1.4109, loss: 1.4109 2023-12-26 14:50:45,067 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:27:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 1.4158, loss: 1.4158 2023-12-26 14:51:07,633 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:27:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.3706, loss: 1.3706 2023-12-26 14:51:30,193 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:26:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 1.3913, loss: 1.3913 2023-12-26 14:51:52,732 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:26:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 1.4063, loss: 1.4063 2023-12-26 14:52:15,300 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:25:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 1.3616, loss: 1.3616 2023-12-26 14:52:37,869 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:25:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 1.3909, loss: 1.3909 2023-12-26 14:53:00,438 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:24:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.4294, loss: 1.4294 2023-12-26 14:53:23,015 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:24:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.3803, loss: 1.3803 2023-12-26 14:53:24,749 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-26 14:54:42,545 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:54:42,614 - pyskl - INFO - top1_acc 0.8099 top5_acc 0.9677 2023-12-26 14:54:42,618 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_23.pth was removed 2023-12-26 14:54:42,749 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2023-12-26 14:54:42,749 - pyskl - INFO - Best top1_acc is 0.8099 at 30 epoch. 2023-12-26 14:54:42,753 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8099, top5_acc: 0.9677 2023-12-26 14:55:22,396 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:25:08, time: 0.396, data_time: 0.169, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 1.4684, loss: 1.4684 2023-12-26 14:55:45,038 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:24:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 1.3760, loss: 1.3760 2023-12-26 14:56:07,607 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:24:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 1.4175, loss: 1.4175 2023-12-26 14:56:30,225 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:23:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 1.4250, loss: 1.4250 2023-12-26 14:56:52,832 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:23:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.3361, loss: 1.3361 2023-12-26 14:57:15,415 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:22:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 1.3808, loss: 1.3808 2023-12-26 14:57:37,996 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:22:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.3959, loss: 1.3959 2023-12-26 14:58:00,560 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:22:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.3642, loss: 1.3642 2023-12-26 14:58:23,199 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:21:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.3426, loss: 1.3426 2023-12-26 14:58:45,867 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:21:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 1.3415, loss: 1.3415 2023-12-26 14:59:08,546 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:20:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 1.4354, loss: 1.4354 2023-12-26 14:59:31,249 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:20:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 1.3887, loss: 1.3887 2023-12-26 14:59:54,003 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:20:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 1.4228, loss: 1.4228 2023-12-26 15:00:16,634 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:19:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9781, loss_cls: 1.4142, loss: 1.4142 2023-12-26 15:00:39,244 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:19:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 1.4612, loss: 1.4612 2023-12-26 15:01:01,798 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:18:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 1.3558, loss: 1.3558 2023-12-26 15:01:24,303 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:18:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 1.3402, loss: 1.3402 2023-12-26 15:01:46,855 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:17:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 1.3380, loss: 1.3380 2023-12-26 15:02:09,427 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:17:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 1.3649, loss: 1.3649 2023-12-26 15:02:31,952 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:16:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 1.3713, loss: 1.3713 2023-12-26 15:02:54,494 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:16:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.4004, loss: 1.4004 2023-12-26 15:03:17,039 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:16:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 1.3732, loss: 1.3732 2023-12-26 15:03:39,646 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:15:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 1.3846, loss: 1.3846 2023-12-26 15:04:02,254 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:15:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 1.3196, loss: 1.3196 2023-12-26 15:04:24,831 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:14:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 1.3795, loss: 1.3795 2023-12-26 15:04:26,552 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-26 15:05:43,564 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:05:43,635 - pyskl - INFO - top1_acc 0.8029 top5_acc 0.9674 2023-12-26 15:05:43,639 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8029, top5_acc: 0.9674 2023-12-26 15:06:22,320 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:15:19, time: 0.387, data_time: 0.162, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 1.3702, loss: 1.3702 2023-12-26 15:06:44,828 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:14:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.3337, loss: 1.3337 2023-12-26 15:07:07,340 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:14:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.3522, loss: 1.3522 2023-12-26 15:07:29,855 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:14:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 1.4350, loss: 1.4350 2023-12-26 15:07:52,365 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:13:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 1.3135, loss: 1.3135 2023-12-26 15:08:14,904 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:13:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 1.3898, loss: 1.3898 2023-12-26 15:08:37,431 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:12:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 1.3802, loss: 1.3802 2023-12-26 15:08:59,943 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:12:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.4005, loss: 1.4005 2023-12-26 15:09:22,543 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:11:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.3848, loss: 1.3848 2023-12-26 15:09:45,162 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:11:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 1.3740, loss: 1.3740 2023-12-26 15:10:07,760 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:11:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 1.3488, loss: 1.3488 2023-12-26 15:10:30,380 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:10:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 1.3228, loss: 1.3228 2023-12-26 15:10:53,102 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:10:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 1.4010, loss: 1.4010 2023-12-26 15:11:15,685 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:09:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 1.4263, loss: 1.4263 2023-12-26 15:11:38,303 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:09:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 1.3897, loss: 1.3897 2023-12-26 15:12:00,977 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:08:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.3891, loss: 1.3891 2023-12-26 15:12:23,598 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:08:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.3833, loss: 1.3833 2023-12-26 15:12:46,254 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:08:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.3643, loss: 1.3643 2023-12-26 15:13:08,873 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:07:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.3969, loss: 1.3969 2023-12-26 15:13:31,436 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:07:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 1.3997, loss: 1.3997 2023-12-26 15:13:53,981 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:06:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 1.4332, loss: 1.4332 2023-12-26 15:14:16,574 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:06:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9794, loss_cls: 1.4070, loss: 1.4070 2023-12-26 15:14:39,179 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:05:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 1.4128, loss: 1.4128 2023-12-26 15:15:01,782 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:05:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 1.4063, loss: 1.4063 2023-12-26 15:15:24,540 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:05:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 1.3813, loss: 1.3813 2023-12-26 15:15:26,341 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-26 15:16:43,910 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:16:43,980 - pyskl - INFO - top1_acc 0.7693 top5_acc 0.9606 2023-12-26 15:16:43,984 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7693, top5_acc: 0.9606 2023-12-26 15:17:22,945 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:05:31, time: 0.390, data_time: 0.164, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 1.3955, loss: 1.3955 2023-12-26 15:17:45,482 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:05:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 1.3209, loss: 1.3209 2023-12-26 15:18:08,018 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:04:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 1.3660, loss: 1.3660 2023-12-26 15:18:30,609 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:04:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 1.3367, loss: 1.3367 2023-12-26 15:18:53,165 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:03:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.3801, loss: 1.3801 2023-12-26 15:19:15,758 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:03:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 1.3226, loss: 1.3226 2023-12-26 15:19:38,355 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:02:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 1.3669, loss: 1.3669 2023-12-26 15:20:00,976 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:02:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.3789, loss: 1.3789 2023-12-26 15:20:23,690 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:02:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 1.4027, loss: 1.4027 2023-12-26 15:20:46,340 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:01:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.3652, loss: 1.3652 2023-12-26 15:21:09,198 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:01:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.3983, loss: 1.3983 2023-12-26 15:21:31,800 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:00:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 1.3843, loss: 1.3843 2023-12-26 15:21:54,387 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:00:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.3611, loss: 1.3611 2023-12-26 15:22:16,957 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 18:59:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 1.3520, loss: 1.3520 2023-12-26 15:22:39,569 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 18:59:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 1.4183, loss: 1.4183 2023-12-26 15:23:02,160 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 18:59:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 1.4346, loss: 1.4346 2023-12-26 15:23:24,760 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 18:58:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 1.3761, loss: 1.3761 2023-12-26 15:23:47,378 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 18:58:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 1.3626, loss: 1.3626 2023-12-26 15:24:10,016 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 18:57:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9819, loss_cls: 1.3747, loss: 1.3747 2023-12-26 15:24:32,655 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 18:57:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 1.3741, loss: 1.3741 2023-12-26 15:24:55,273 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 18:57:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 1.3733, loss: 1.3733 2023-12-26 15:25:17,890 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 18:56:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 1.4042, loss: 1.4042 2023-12-26 15:25:40,504 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 18:56:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 1.3862, loss: 1.3862 2023-12-26 15:26:03,260 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 18:55:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 1.3564, loss: 1.3564 2023-12-26 15:26:25,871 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 18:55:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.3516, loss: 1.3516 2023-12-26 15:26:27,608 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-26 15:27:44,782 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:27:44,850 - pyskl - INFO - top1_acc 0.7885 top5_acc 0.9660 2023-12-26 15:27:44,853 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7885, top5_acc: 0.9660 2023-12-26 15:28:24,016 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 18:55:46, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 1.3911, loss: 1.3911 2023-12-26 15:28:46,533 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 18:55:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 1.3455, loss: 1.3455 2023-12-26 15:29:09,060 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 18:54:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.3789, loss: 1.3789 2023-12-26 15:29:31,592 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 18:54:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 1.3320, loss: 1.3320 2023-12-26 15:29:54,128 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 18:54:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 1.3873, loss: 1.3873 2023-12-26 15:30:16,684 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 18:53:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.4147, loss: 1.4147 2023-12-26 15:30:39,224 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 18:53:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.3359, loss: 1.3359 2023-12-26 15:31:01,782 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 18:52:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 1.3713, loss: 1.3713 2023-12-26 15:31:24,407 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 18:52:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.3642, loss: 1.3642 2023-12-26 15:31:46,985 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 18:51:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 1.4206, loss: 1.4206 2023-12-26 15:32:09,577 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 18:51:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 1.3998, loss: 1.3998 2023-12-26 15:32:32,240 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 18:51:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 1.2920, loss: 1.2920 2023-12-26 15:32:54,900 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 18:50:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 1.3443, loss: 1.3443 2023-12-26 15:33:17,516 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 18:50:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 1.3490, loss: 1.3490 2023-12-26 15:33:40,124 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 18:49:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 1.3316, loss: 1.3316 2023-12-26 15:34:02,783 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 18:49:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 1.3380, loss: 1.3380 2023-12-26 15:34:25,420 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 18:48:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 1.4186, loss: 1.4186 2023-12-26 15:34:48,060 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 18:48:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 1.3942, loss: 1.3942 2023-12-26 15:35:10,747 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 18:48:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 1.3575, loss: 1.3575 2023-12-26 15:35:33,393 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 18:47:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 1.4017, loss: 1.4017 2023-12-26 15:35:56,105 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 18:47:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 1.3860, loss: 1.3860 2023-12-26 15:36:18,728 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 18:46:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 1.3795, loss: 1.3795 2023-12-26 15:36:41,319 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 18:46:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.3734, loss: 1.3734 2023-12-26 15:37:04,093 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 18:46:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 1.3645, loss: 1.3645 2023-12-26 15:37:26,893 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 18:45:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 1.3379, loss: 1.3379 2023-12-26 15:37:28,678 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-26 15:38:45,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:38:45,946 - pyskl - INFO - top1_acc 0.8134 top5_acc 0.9720 2023-12-26 15:38:45,950 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_30.pth was removed 2023-12-26 15:38:46,171 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2023-12-26 15:38:46,172 - pyskl - INFO - Best top1_acc is 0.8134 at 34 epoch. 2023-12-26 15:38:46,175 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8134, top5_acc: 0.9720 2023-12-26 15:39:25,133 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 18:46:00, time: 0.390, data_time: 0.165, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9738, loss_cls: 1.3168, loss: 1.3168 2023-12-26 15:39:47,664 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 18:45:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.3397, loss: 1.3397 2023-12-26 15:40:10,193 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 18:45:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 1.3055, loss: 1.3055 2023-12-26 15:40:32,725 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 18:44:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 1.3424, loss: 1.3424 2023-12-26 15:40:55,266 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:44:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 1.3723, loss: 1.3723 2023-12-26 15:41:17,792 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:43:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 1.3691, loss: 1.3691 2023-12-26 15:41:40,351 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:43:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 1.3310, loss: 1.3310 2023-12-26 15:42:02,942 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:43:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 1.3512, loss: 1.3512 2023-12-26 15:42:25,643 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:42:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 1.4111, loss: 1.4111 2023-12-26 15:42:48,241 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:42:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 1.4584, loss: 1.4584 2023-12-26 15:43:10,854 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:41:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 1.3748, loss: 1.3748 2023-12-26 15:43:33,634 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:41:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.4538, loss: 1.4538 2023-12-26 15:43:56,281 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:40:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 1.4106, loss: 1.4106 2023-12-26 15:44:18,902 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:40:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 1.3612, loss: 1.3612 2023-12-26 15:44:41,533 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:40:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9775, loss_cls: 1.4169, loss: 1.4169 2023-12-26 15:45:04,156 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:39:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 1.3772, loss: 1.3772 2023-12-26 15:45:26,792 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:39:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 1.3367, loss: 1.3367 2023-12-26 15:45:49,413 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:38:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.3847, loss: 1.3847 2023-12-26 15:46:12,048 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:38:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 1.3601, loss: 1.3601 2023-12-26 15:46:34,687 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:37:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.4111, loss: 1.4111 2023-12-26 15:46:57,316 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:37:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 1.4015, loss: 1.4015 2023-12-26 15:47:19,902 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:37:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.3804, loss: 1.3804 2023-12-26 15:47:42,505 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:36:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 1.4063, loss: 1.4063 2023-12-26 15:48:05,146 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:36:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 1.3423, loss: 1.3423 2023-12-26 15:48:27,783 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:35:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9825, loss_cls: 1.3871, loss: 1.3871 2023-12-26 15:48:29,526 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-26 15:49:46,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:49:47,000 - pyskl - INFO - top1_acc 0.7940 top5_acc 0.9683 2023-12-26 15:49:47,003 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7940, top5_acc: 0.9683 2023-12-26 15:50:26,399 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:36:16, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.3481, loss: 1.3481 2023-12-26 15:50:49,075 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:35:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 1.3695, loss: 1.3695 2023-12-26 15:51:11,629 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:35:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 1.3712, loss: 1.3712 2023-12-26 15:51:34,189 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:35:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 1.3901, loss: 1.3901 2023-12-26 15:51:56,778 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:34:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 1.2923, loss: 1.2923 2023-12-26 15:52:19,349 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:34:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.3089, loss: 1.3089 2023-12-26 15:52:41,963 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:33:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 1.3702, loss: 1.3702 2023-12-26 15:53:04,620 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:33:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 1.3593, loss: 1.3593 2023-12-26 15:53:27,326 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:32:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 1.4142, loss: 1.4142 2023-12-26 15:53:50,017 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:32:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9856, loss_cls: 1.3832, loss: 1.3832 2023-12-26 15:54:12,754 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:32:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 1.3745, loss: 1.3745 2023-12-26 15:54:35,426 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:31:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 1.3417, loss: 1.3417 2023-12-26 15:54:57,956 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:31:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 1.3778, loss: 1.3778 2023-12-26 15:55:20,471 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:30:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 1.3552, loss: 1.3552 2023-12-26 15:55:42,991 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:30:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 1.3889, loss: 1.3889 2023-12-26 15:56:05,684 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:29:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 1.3693, loss: 1.3693 2023-12-26 15:56:28,283 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:29:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.4096, loss: 1.4096 2023-12-26 15:56:50,876 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:29:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.3631, loss: 1.3631 2023-12-26 15:57:13,450 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:28:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 1.3415, loss: 1.3415 2023-12-26 15:57:36,056 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:28:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.3864, loss: 1.3864 2023-12-26 15:57:58,661 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:27:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 1.4194, loss: 1.4194 2023-12-26 15:58:21,219 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:27:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9819, loss_cls: 1.3671, loss: 1.3671 2023-12-26 15:58:43,810 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:27:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 1.3683, loss: 1.3683 2023-12-26 15:59:06,380 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:26:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.3890, loss: 1.3890 2023-12-26 15:59:28,942 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:26:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9831, loss_cls: 1.3382, loss: 1.3382 2023-12-26 15:59:30,693 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-26 16:00:48,147 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:00:48,216 - pyskl - INFO - top1_acc 0.8083 top5_acc 0.9701 2023-12-26 16:00:48,219 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8083, top5_acc: 0.9701 2023-12-26 16:01:27,882 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:26:32, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 1.3875, loss: 1.3875 2023-12-26 16:01:50,424 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:26:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 1.3668, loss: 1.3668 2023-12-26 16:02:12,963 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:25:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.3713, loss: 1.3713 2023-12-26 16:02:35,519 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:25:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9812, loss_cls: 1.3910, loss: 1.3910 2023-12-26 16:02:58,058 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:24:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.4112, loss: 1.4112 2023-12-26 16:03:20,654 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:24:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 1.3743, loss: 1.3743 2023-12-26 16:03:43,256 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:23:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 1.3600, loss: 1.3600 2023-12-26 16:04:05,900 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:23:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 1.3437, loss: 1.3437 2023-12-26 16:04:28,673 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:23:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9862, loss_cls: 1.3204, loss: 1.3204 2023-12-26 16:04:51,451 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:22:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.3820, loss: 1.3820 2023-12-26 16:05:14,174 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:22:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 1.4133, loss: 1.4133 2023-12-26 16:05:37,023 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:21:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.3481, loss: 1.3481 2023-12-26 16:05:59,751 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:21:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 1.3576, loss: 1.3576 2023-12-26 16:06:22,338 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:21:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 1.3187, loss: 1.3187 2023-12-26 16:06:44,884 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:20:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 1.3519, loss: 1.3519 2023-12-26 16:07:07,460 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:20:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 1.3622, loss: 1.3622 2023-12-26 16:07:30,144 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:19:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.4398, loss: 1.4398 2023-12-26 16:07:52,793 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:19:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.3482, loss: 1.3482 2023-12-26 16:08:15,411 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:19:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 1.3397, loss: 1.3397 2023-12-26 16:08:38,011 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:18:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 1.3014, loss: 1.3014 2023-12-26 16:09:00,673 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:18:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 1.3073, loss: 1.3073 2023-12-26 16:09:23,310 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:17:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 1.3658, loss: 1.3658 2023-12-26 16:09:45,915 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:17:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.3926, loss: 1.3926 2023-12-26 16:10:08,579 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:16:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 1.3717, loss: 1.3717 2023-12-26 16:10:31,272 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:16:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 1.3696, loss: 1.3696 2023-12-26 16:10:33,027 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-26 16:11:50,447 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:11:50,516 - pyskl - INFO - top1_acc 0.8126 top5_acc 0.9692 2023-12-26 16:11:50,519 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8126, top5_acc: 0.9692 2023-12-26 16:12:30,067 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:16:50, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 1.3241, loss: 1.3241 2023-12-26 16:12:52,711 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:16:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9838, loss_cls: 1.3269, loss: 1.3269 2023-12-26 16:13:15,290 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:16:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 1.3460, loss: 1.3460 2023-12-26 16:13:37,894 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:15:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.3972, loss: 1.3972 2023-12-26 16:14:00,590 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:15:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 1.3898, loss: 1.3898 2023-12-26 16:14:23,306 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:14:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 1.3458, loss: 1.3458 2023-12-26 16:14:46,094 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:14:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 1.3394, loss: 1.3394 2023-12-26 16:15:09,168 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:13:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 1.3506, loss: 1.3506 2023-12-26 16:15:31,932 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:13:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 1.3726, loss: 1.3726 2023-12-26 16:15:54,669 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:13:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 1.3611, loss: 1.3611 2023-12-26 16:16:17,356 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:12:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 1.4293, loss: 1.4293 2023-12-26 16:16:40,117 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:12:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 1.3451, loss: 1.3451 2023-12-26 16:17:02,756 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:11:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 1.3421, loss: 1.3421 2023-12-26 16:17:25,345 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:11:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 1.3901, loss: 1.3901 2023-12-26 16:17:47,915 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:11:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 1.3892, loss: 1.3892 2023-12-26 16:18:10,431 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:10:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 1.3668, loss: 1.3668 2023-12-26 16:18:32,961 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:10:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.3472, loss: 1.3472 2023-12-26 16:18:55,562 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:09:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 1.3525, loss: 1.3525 2023-12-26 16:19:18,173 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:09:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.3845, loss: 1.3845 2023-12-26 16:19:40,785 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:08:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 1.4079, loss: 1.4079 2023-12-26 16:20:03,391 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:08:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 1.3545, loss: 1.3545 2023-12-26 16:20:26,046 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:08:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 1.3778, loss: 1.3778 2023-12-26 16:20:48,739 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:07:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.3953, loss: 1.3953 2023-12-26 16:21:11,293 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:07:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.3493, loss: 1.3493 2023-12-26 16:21:33,857 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:06:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.4189, loss: 1.4189 2023-12-26 16:21:35,654 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-26 16:22:53,279 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:22:53,347 - pyskl - INFO - top1_acc 0.8013 top5_acc 0.9683 2023-12-26 16:22:53,351 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8013, top5_acc: 0.9683 2023-12-26 16:23:33,002 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:07:10, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 1.3372, loss: 1.3372 2023-12-26 16:23:55,598 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:06:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 1.3296, loss: 1.3296 2023-12-26 16:24:18,150 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:06:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 1.3427, loss: 1.3427 2023-12-26 16:24:40,745 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:05:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9806, loss_cls: 1.3725, loss: 1.3725 2023-12-26 16:25:03,309 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:05:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 1.3362, loss: 1.3362 2023-12-26 16:25:25,881 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:05:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 1.3785, loss: 1.3785 2023-12-26 16:25:48,484 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:04:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 1.3514, loss: 1.3514 2023-12-26 16:26:11,032 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:04:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 1.3707, loss: 1.3707 2023-12-26 16:26:33,690 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:03:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.3449, loss: 1.3449 2023-12-26 16:26:56,320 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:03:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.3909, loss: 1.3909 2023-12-26 16:27:18,939 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:02:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 1.3486, loss: 1.3486 2023-12-26 16:27:41,662 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:02:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 1.2907, loss: 1.2907 2023-12-26 16:28:04,337 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:02:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.3076, loss: 1.3076 2023-12-26 16:28:27,130 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:01:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.3514, loss: 1.3514 2023-12-26 16:28:49,918 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:01:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.3839, loss: 1.3839 2023-12-26 16:29:12,624 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:00:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.3265, loss: 1.3265 2023-12-26 16:29:35,318 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:00:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.4048, loss: 1.4048 2023-12-26 16:29:58,087 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:00:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 1.3952, loss: 1.3952 2023-12-26 16:30:20,802 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 17:59:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.3384, loss: 1.3384 2023-12-26 16:30:43,550 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 17:59:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 1.3262, loss: 1.3262 2023-12-26 16:31:06,296 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 17:58:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 1.3768, loss: 1.3768 2023-12-26 16:31:29,081 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 17:58:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 1.3649, loss: 1.3649 2023-12-26 16:31:51,945 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 17:58:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 1.3909, loss: 1.3909 2023-12-26 16:32:14,780 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 17:57:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 1.3505, loss: 1.3505 2023-12-26 16:32:37,701 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 17:57:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 1.3459, loss: 1.3459 2023-12-26 16:32:39,486 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-26 16:33:57,134 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:33:57,204 - pyskl - INFO - top1_acc 0.7938 top5_acc 0.9691 2023-12-26 16:33:57,208 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7938, top5_acc: 0.9691 2023-12-26 16:34:37,242 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 17:57:33, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.3529, loss: 1.3529 2023-12-26 16:34:59,734 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 17:57:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.3341, loss: 1.3341 2023-12-26 16:35:22,260 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 17:56:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 1.3358, loss: 1.3358 2023-12-26 16:35:44,815 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 17:56:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 1.2772, loss: 1.2772 2023-12-26 16:36:07,393 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 17:55:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 1.3690, loss: 1.3690 2023-12-26 16:36:29,920 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 17:55:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 1.2971, loss: 1.2971 2023-12-26 16:36:52,445 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 17:55:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.3540, loss: 1.3540 2023-12-26 16:37:15,012 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 17:54:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 1.3365, loss: 1.3365 2023-12-26 16:37:37,767 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 17:54:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 1.3034, loss: 1.3034 2023-12-26 16:38:00,409 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 17:53:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 1.3171, loss: 1.3171 2023-12-26 16:38:23,045 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 17:53:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 1.3417, loss: 1.3417 2023-12-26 16:38:45,643 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 17:52:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 1.3785, loss: 1.3785 2023-12-26 16:39:08,204 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 17:52:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.3270, loss: 1.3270 2023-12-26 16:39:30,740 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 17:52:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.3934, loss: 1.3934 2023-12-26 16:39:53,270 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 17:51:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 1.3750, loss: 1.3750 2023-12-26 16:40:15,812 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 17:51:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 1.3763, loss: 1.3763 2023-12-26 16:40:38,286 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 17:50:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 1.3722, loss: 1.3722 2023-12-26 16:41:00,818 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 17:50:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 1.3955, loss: 1.3955 2023-12-26 16:41:23,362 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 17:50:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 1.3752, loss: 1.3752 2023-12-26 16:41:45,935 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 17:49:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 1.3013, loss: 1.3013 2023-12-26 16:42:08,564 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 17:49:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 1.3086, loss: 1.3086 2023-12-26 16:42:31,209 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 17:48:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.3503, loss: 1.3503 2023-12-26 16:42:54,042 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 17:48:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 1.4017, loss: 1.4017 2023-12-26 16:43:16,743 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 17:47:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 1.3515, loss: 1.3515 2023-12-26 16:43:39,376 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 17:47:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.2934, loss: 1.2934 2023-12-26 16:43:41,217 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-26 16:44:59,130 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:44:59,198 - pyskl - INFO - top1_acc 0.8096 top5_acc 0.9714 2023-12-26 16:44:59,202 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8096, top5_acc: 0.9714 2023-12-26 16:45:39,112 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 17:47:49, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.2876, loss: 1.2876 2023-12-26 16:46:01,704 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 17:47:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 1.3421, loss: 1.3421 2023-12-26 16:46:24,276 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 17:46:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 1.2861, loss: 1.2861 2023-12-26 16:46:46,899 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 17:46:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9838, loss_cls: 1.3317, loss: 1.3317 2023-12-26 16:47:09,611 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 17:46:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 1.3378, loss: 1.3378 2023-12-26 16:47:32,220 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 17:45:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 1.3084, loss: 1.3084 2023-12-26 16:47:54,856 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 17:45:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 1.3551, loss: 1.3551 2023-12-26 16:48:17,514 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 17:44:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9881, loss_cls: 1.3158, loss: 1.3158 2023-12-26 16:48:40,165 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 17:44:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 1.3187, loss: 1.3187 2023-12-26 16:49:02,806 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 17:44:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.3127, loss: 1.3127 2023-12-26 16:49:25,461 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 17:43:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 1.3696, loss: 1.3696 2023-12-26 16:49:48,195 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 17:43:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.3415, loss: 1.3415 2023-12-26 16:50:10,906 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:42:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9881, loss_cls: 1.3036, loss: 1.3036 2023-12-26 16:50:33,534 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:42:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 1.3196, loss: 1.3196 2023-12-26 16:50:56,143 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:42:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.3194, loss: 1.3194 2023-12-26 16:51:18,735 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:41:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 1.3563, loss: 1.3563 2023-12-26 16:51:41,376 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:41:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 1.3574, loss: 1.3574 2023-12-26 16:52:04,045 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:40:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 1.3390, loss: 1.3390 2023-12-26 16:52:26,704 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:40:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 1.3085, loss: 1.3085 2023-12-26 16:52:49,383 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:39:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 1.4243, loss: 1.4243 2023-12-26 16:53:12,016 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:39:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 1.3642, loss: 1.3642 2023-12-26 16:53:34,672 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:39:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.3737, loss: 1.3737 2023-12-26 16:53:57,563 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:38:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 1.3006, loss: 1.3006 2023-12-26 16:54:20,400 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:38:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 1.3549, loss: 1.3549 2023-12-26 16:54:43,030 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:37:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 1.4217, loss: 1.4217 2023-12-26 16:54:44,894 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-26 16:56:02,783 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:56:02,853 - pyskl - INFO - top1_acc 0.8021 top5_acc 0.9712 2023-12-26 16:56:02,857 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8021, top5_acc: 0.9712 2023-12-26 16:56:42,887 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:38:10, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 1.3064, loss: 1.3064 2023-12-26 16:57:05,425 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:37:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 1.3355, loss: 1.3355 2023-12-26 16:57:27,970 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:37:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.3237, loss: 1.3237 2023-12-26 16:57:50,578 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:36:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 1.3256, loss: 1.3256 2023-12-26 16:58:13,309 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:36:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9881, loss_cls: 1.2772, loss: 1.2772 2023-12-26 16:58:35,997 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:36:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 1.2905, loss: 1.2905 2023-12-26 16:58:58,666 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:35:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 1.3926, loss: 1.3926 2023-12-26 16:59:21,354 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:35:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 1.3283, loss: 1.3283 2023-12-26 16:59:44,052 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:34:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9875, loss_cls: 1.3153, loss: 1.3153 2023-12-26 17:00:06,635 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:34:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 1.3327, loss: 1.3327 2023-12-26 17:00:29,298 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:34:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.3463, loss: 1.3463 2023-12-26 17:00:52,026 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:33:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 1.4048, loss: 1.4048 2023-12-26 17:01:14,726 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:33:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.3400, loss: 1.3400 2023-12-26 17:01:37,417 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:32:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 1.3177, loss: 1.3177 2023-12-26 17:02:00,060 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:32:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 1.3863, loss: 1.3863 2023-12-26 17:02:22,667 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:31:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9856, loss_cls: 1.3455, loss: 1.3455 2023-12-26 17:02:45,255 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:31:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 1.3276, loss: 1.3276 2023-12-26 17:03:07,872 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:31:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.3863, loss: 1.3863 2023-12-26 17:03:30,466 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:30:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 1.3510, loss: 1.3510 2023-12-26 17:03:53,080 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:30:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.3037, loss: 1.3037 2023-12-26 17:04:15,767 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:29:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 1.3472, loss: 1.3472 2023-12-26 17:04:38,514 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:29:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 1.3174, loss: 1.3174 2023-12-26 17:05:01,112 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:29:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9819, loss_cls: 1.3665, loss: 1.3665 2023-12-26 17:05:23,732 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:28:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 1.3520, loss: 1.3520 2023-12-26 17:05:46,341 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:28:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.4129, loss: 1.4129 2023-12-26 17:05:48,106 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-26 17:07:05,804 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:07:05,874 - pyskl - INFO - top1_acc 0.7937 top5_acc 0.9675 2023-12-26 17:07:05,878 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7937, top5_acc: 0.9675 2023-12-26 17:07:45,487 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:28:28, time: 0.396, data_time: 0.170, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 1.2881, loss: 1.2881 2023-12-26 17:08:08,097 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:28:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 1.3415, loss: 1.3415 2023-12-26 17:08:30,712 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:27:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 1.3249, loss: 1.3249 2023-12-26 17:08:53,358 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:27:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9856, loss_cls: 1.3073, loss: 1.3073 2023-12-26 17:09:16,012 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:26:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 1.3230, loss: 1.3230 2023-12-26 17:09:38,700 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:26:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 1.2992, loss: 1.2992 2023-12-26 17:10:01,322 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:25:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 1.3307, loss: 1.3307 2023-12-26 17:10:24,118 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:25:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 1.3703, loss: 1.3703 2023-12-26 17:10:46,787 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:25:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.4027, loss: 1.4027 2023-12-26 17:11:09,413 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:24:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 1.3399, loss: 1.3399 2023-12-26 17:11:31,983 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:24:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 1.3035, loss: 1.3035 2023-12-26 17:11:54,674 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:23:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.2937, loss: 1.2937 2023-12-26 17:12:17,252 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:23:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.3407, loss: 1.3407 2023-12-26 17:12:39,805 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:23:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 1.3467, loss: 1.3467 2023-12-26 17:13:02,388 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:22:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 1.3614, loss: 1.3614 2023-12-26 17:13:25,002 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:22:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 1.3104, loss: 1.3104 2023-12-26 17:13:47,628 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:21:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 1.3535, loss: 1.3535 2023-12-26 17:14:10,270 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:21:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.2862, loss: 1.2862 2023-12-26 17:14:32,884 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:21:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 1.3509, loss: 1.3509 2023-12-26 17:14:55,476 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:20:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 1.3447, loss: 1.3447 2023-12-26 17:15:18,195 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:20:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 1.3601, loss: 1.3601 2023-12-26 17:15:40,844 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:19:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 1.4241, loss: 1.4241 2023-12-26 17:16:03,418 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:19:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 1.3360, loss: 1.3360 2023-12-26 17:16:26,028 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:18:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 1.3633, loss: 1.3633 2023-12-26 17:16:48,728 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:18:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 1.3553, loss: 1.3553 2023-12-26 17:16:50,518 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-26 17:18:08,361 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:18:08,432 - pyskl - INFO - top1_acc 0.8299 top5_acc 0.9722 2023-12-26 17:18:08,436 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_34.pth was removed 2023-12-26 17:18:08,568 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2023-12-26 17:18:08,569 - pyskl - INFO - Best top1_acc is 0.8299 at 43 epoch. 2023-12-26 17:18:08,572 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8299, top5_acc: 0.9722 2023-12-26 17:18:48,566 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:18:47, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 1.2235, loss: 1.2235 2023-12-26 17:19:11,148 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:18:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 1.3523, loss: 1.3523 2023-12-26 17:19:33,788 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:17:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 1.2692, loss: 1.2692 2023-12-26 17:19:56,423 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:17:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.2729, loss: 1.2729 2023-12-26 17:20:19,060 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:17:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 1.3578, loss: 1.3578 2023-12-26 17:20:41,671 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:16:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 1.3646, loss: 1.3646 2023-12-26 17:21:04,392 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:16:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 1.3192, loss: 1.3192 2023-12-26 17:21:27,106 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:15:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 1.3411, loss: 1.3411 2023-12-26 17:21:49,798 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:15:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 1.3301, loss: 1.3301 2023-12-26 17:22:12,420 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:15:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9838, loss_cls: 1.3750, loss: 1.3750 2023-12-26 17:22:35,016 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:14:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.3234, loss: 1.3234 2023-12-26 17:22:57,722 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:14:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 1.2993, loss: 1.2993 2023-12-26 17:23:20,347 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:13:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 1.3367, loss: 1.3367 2023-12-26 17:23:42,966 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:13:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9850, loss_cls: 1.3217, loss: 1.3217 2023-12-26 17:24:05,549 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:13:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 1.3331, loss: 1.3331 2023-12-26 17:24:28,119 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:12:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 1.2924, loss: 1.2924 2023-12-26 17:24:50,702 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:12:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.3681, loss: 1.3681 2023-12-26 17:25:13,277 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:11:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9800, loss_cls: 1.3778, loss: 1.3778 2023-12-26 17:25:35,864 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:11:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.3744, loss: 1.3744 2023-12-26 17:25:58,470 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:10:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9769, loss_cls: 1.2845, loss: 1.2845 2023-12-26 17:26:21,180 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:10:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 1.3628, loss: 1.3628 2023-12-26 17:26:43,999 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:10:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 1.3241, loss: 1.3241 2023-12-26 17:27:06,753 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:09:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.3910, loss: 1.3910 2023-12-26 17:27:29,355 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:09:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 1.3910, loss: 1.3910 2023-12-26 17:27:52,072 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:08:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 1.3613, loss: 1.3613 2023-12-26 17:27:53,859 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-26 17:29:11,960 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:29:12,029 - pyskl - INFO - top1_acc 0.8094 top5_acc 0.9720 2023-12-26 17:29:12,032 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8094, top5_acc: 0.9720 2023-12-26 17:29:52,612 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:09:07, time: 0.406, data_time: 0.180, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 1.2945, loss: 1.2945 2023-12-26 17:30:15,228 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:08:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 1.2946, loss: 1.2946 2023-12-26 17:30:37,893 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:08:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 1.2978, loss: 1.2978 2023-12-26 17:31:00,503 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:07:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 1.3135, loss: 1.3135 2023-12-26 17:31:23,125 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:07:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.2879, loss: 1.2879 2023-12-26 17:31:45,752 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:07:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 1.3357, loss: 1.3357 2023-12-26 17:32:08,398 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:06:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.3435, loss: 1.3435 2023-12-26 17:32:31,075 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:06:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.3213, loss: 1.3213 2023-12-26 17:32:53,711 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:05:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 1.2715, loss: 1.2715 2023-12-26 17:33:16,442 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:05:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 1.3433, loss: 1.3433 2023-12-26 17:33:39,123 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:05:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.3555, loss: 1.3555 2023-12-26 17:34:01,752 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:04:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.3301, loss: 1.3301 2023-12-26 17:34:24,343 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:04:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 1.3473, loss: 1.3473 2023-12-26 17:34:46,889 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:03:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 1.3878, loss: 1.3878 2023-12-26 17:35:09,473 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:03:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.3472, loss: 1.3472 2023-12-26 17:35:32,031 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:02:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.2886, loss: 1.2886 2023-12-26 17:35:54,705 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:02:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 1.3500, loss: 1.3500 2023-12-26 17:36:17,312 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:02:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 1.3351, loss: 1.3351 2023-12-26 17:36:39,870 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:01:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 1.3473, loss: 1.3473 2023-12-26 17:37:02,366 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:01:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 1.3327, loss: 1.3327 2023-12-26 17:37:24,936 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:00:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 1.3075, loss: 1.3075 2023-12-26 17:37:47,494 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:00:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 1.3277, loss: 1.3277 2023-12-26 17:38:10,063 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:00:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 1.3201, loss: 1.3201 2023-12-26 17:38:32,672 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 16:59:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 1.3329, loss: 1.3329 2023-12-26 17:38:55,332 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 16:59:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 1.3199, loss: 1.3199 2023-12-26 17:38:57,181 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-26 17:40:15,003 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:40:15,072 - pyskl - INFO - top1_acc 0.8141 top5_acc 0.9726 2023-12-26 17:40:15,076 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8141, top5_acc: 0.9726 2023-12-26 17:40:55,536 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 16:59:25, time: 0.405, data_time: 0.178, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 1.2681, loss: 1.2681 2023-12-26 17:41:18,105 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 16:59:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.2617, loss: 1.2617 2023-12-26 17:41:40,616 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 16:58:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.3484, loss: 1.3484 2023-12-26 17:42:03,134 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 16:58:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.3153, loss: 1.3153 2023-12-26 17:42:25,665 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 16:57:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 1.3271, loss: 1.3271 2023-12-26 17:42:48,270 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 16:57:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 1.2929, loss: 1.2929 2023-12-26 17:43:10,885 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 16:56:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 1.3774, loss: 1.3774 2023-12-26 17:43:33,445 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 16:56:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 1.2631, loss: 1.2631 2023-12-26 17:43:55,973 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 16:56:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 1.3148, loss: 1.3148 2023-12-26 17:44:18,479 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 16:55:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.3060, loss: 1.3060 2023-12-26 17:44:41,056 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 16:55:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 1.2956, loss: 1.2956 2023-12-26 17:45:03,620 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 16:54:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 1.3348, loss: 1.3348 2023-12-26 17:45:26,224 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 16:54:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 1.3733, loss: 1.3733 2023-12-26 17:45:48,751 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 16:54:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 1.3358, loss: 1.3358 2023-12-26 17:46:11,329 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 16:53:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 1.2997, loss: 1.2997 2023-12-26 17:46:33,861 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 16:53:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 1.3162, loss: 1.3162 2023-12-26 17:46:56,387 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 16:52:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 1.3684, loss: 1.3684 2023-12-26 17:47:18,943 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 16:52:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 1.3014, loss: 1.3014 2023-12-26 17:47:41,477 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 16:51:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 1.3493, loss: 1.3493 2023-12-26 17:48:04,106 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 16:51:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 1.3177, loss: 1.3177 2023-12-26 17:48:26,756 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 16:51:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 1.3594, loss: 1.3594 2023-12-26 17:48:49,392 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 16:50:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.3489, loss: 1.3489 2023-12-26 17:49:11,967 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 16:50:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.2909, loss: 1.2909 2023-12-26 17:49:34,644 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 16:49:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 1.3429, loss: 1.3429 2023-12-26 17:49:57,396 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 16:49:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.2935, loss: 1.2935 2023-12-26 17:49:59,227 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-26 17:51:16,953 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:51:17,025 - pyskl - INFO - top1_acc 0.7974 top5_acc 0.9663 2023-12-26 17:51:17,029 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7974, top5_acc: 0.9663 2023-12-26 17:51:57,029 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 16:49:41, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9850, loss_cls: 1.3617, loss: 1.3617 2023-12-26 17:52:19,595 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 16:49:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 1.3130, loss: 1.3130 2023-12-26 17:52:42,085 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 16:48:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 1.2582, loss: 1.2582 2023-12-26 17:53:04,556 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 16:48:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 1.2661, loss: 1.2661 2023-12-26 17:53:27,071 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 16:48:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 1.3531, loss: 1.3531 2023-12-26 17:53:49,746 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 16:47:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 1.3342, loss: 1.3342 2023-12-26 17:54:12,321 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 16:47:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 1.3786, loss: 1.3786 2023-12-26 17:54:34,918 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 16:46:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 1.3259, loss: 1.3259 2023-12-26 17:54:57,485 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 16:46:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 1.3619, loss: 1.3619 2023-12-26 17:55:20,048 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 16:45:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 1.3245, loss: 1.3245 2023-12-26 17:55:42,656 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 16:45:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 1.3327, loss: 1.3327 2023-12-26 17:56:05,294 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 16:45:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.3098, loss: 1.3098 2023-12-26 17:56:27,904 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 16:44:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.3765, loss: 1.3765 2023-12-26 17:56:50,459 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 16:44:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.3082, loss: 1.3082 2023-12-26 17:57:13,018 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:43:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 1.3212, loss: 1.3212 2023-12-26 17:57:35,611 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:43:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.3203, loss: 1.3203 2023-12-26 17:57:58,145 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:43:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.3439, loss: 1.3439 2023-12-26 17:58:20,714 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:42:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 1.3124, loss: 1.3124 2023-12-26 17:58:43,369 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:42:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 1.3005, loss: 1.3005 2023-12-26 17:59:06,006 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:41:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.3271, loss: 1.3271 2023-12-26 17:59:28,626 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:41:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.3138, loss: 1.3138 2023-12-26 17:59:51,192 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:41:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9875, loss_cls: 1.2850, loss: 1.2850 2023-12-26 18:00:13,768 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:40:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 1.3205, loss: 1.3205 2023-12-26 18:00:36,318 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:40:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 1.3192, loss: 1.3192 2023-12-26 18:00:59,026 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:39:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 1.3454, loss: 1.3454 2023-12-26 18:01:00,845 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-26 18:02:18,511 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:02:18,580 - pyskl - INFO - top1_acc 0.8265 top5_acc 0.9721 2023-12-26 18:02:18,583 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8265, top5_acc: 0.9721 2023-12-26 18:02:58,374 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:39:56, time: 0.398, data_time: 0.172, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 1.2662, loss: 1.2662 2023-12-26 18:03:20,983 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:39:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 1.2536, loss: 1.2536 2023-12-26 18:03:43,577 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:39:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.3168, loss: 1.3168 2023-12-26 18:04:06,222 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:38:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 1.3544, loss: 1.3544 2023-12-26 18:04:28,890 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:38:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 1.3044, loss: 1.3044 2023-12-26 18:04:51,620 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:37:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9894, loss_cls: 1.2635, loss: 1.2635 2023-12-26 18:05:14,336 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:37:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 1.2928, loss: 1.2928 2023-12-26 18:05:37,073 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:37:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 1.3410, loss: 1.3410 2023-12-26 18:05:59,758 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:36:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 1.3056, loss: 1.3056 2023-12-26 18:06:22,416 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:36:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 1.3126, loss: 1.3126 2023-12-26 18:06:45,085 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:35:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 1.3379, loss: 1.3379 2023-12-26 18:07:07,804 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:35:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.2980, loss: 1.2980 2023-12-26 18:07:30,512 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:35:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 1.3699, loss: 1.3699 2023-12-26 18:07:53,139 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:34:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 1.2910, loss: 1.2910 2023-12-26 18:08:15,780 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:34:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 1.2869, loss: 1.2869 2023-12-26 18:08:38,391 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:33:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 1.3698, loss: 1.3698 2023-12-26 18:09:01,009 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:33:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 1.2880, loss: 1.2880 2023-12-26 18:09:23,631 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:32:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 1.3230, loss: 1.3230 2023-12-26 18:09:46,180 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:32:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 1.3278, loss: 1.3278 2023-12-26 18:10:08,891 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:32:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 1.3132, loss: 1.3132 2023-12-26 18:10:31,500 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:31:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 1.3006, loss: 1.3006 2023-12-26 18:10:54,120 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:31:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 1.3515, loss: 1.3515 2023-12-26 18:11:16,740 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:30:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 1.3270, loss: 1.3270 2023-12-26 18:11:39,430 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:30:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 1.2702, loss: 1.2702 2023-12-26 18:12:02,055 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:30:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 1.3378, loss: 1.3378 2023-12-26 18:12:03,858 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-26 18:13:21,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:13:21,764 - pyskl - INFO - top1_acc 0.8093 top5_acc 0.9707 2023-12-26 18:13:21,767 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8093, top5_acc: 0.9707 2023-12-26 18:14:01,405 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:30:14, time: 0.396, data_time: 0.170, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 1.2852, loss: 1.2852 2023-12-26 18:14:23,996 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:29:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 1.2697, loss: 1.2697 2023-12-26 18:14:46,588 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:29:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 1.2911, loss: 1.2911 2023-12-26 18:15:09,187 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:29:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 1.2557, loss: 1.2557 2023-12-26 18:15:31,728 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:28:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 1.3059, loss: 1.3059 2023-12-26 18:15:54,259 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:28:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.2768, loss: 1.2768 2023-12-26 18:16:16,853 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:27:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 1.3161, loss: 1.3161 2023-12-26 18:16:39,485 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:27:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 1.2680, loss: 1.2680 2023-12-26 18:17:02,099 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:26:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 1.3429, loss: 1.3429 2023-12-26 18:17:24,695 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:26:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 1.3015, loss: 1.3015 2023-12-26 18:17:47,216 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:26:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 1.2627, loss: 1.2627 2023-12-26 18:18:09,760 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:25:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 1.3267, loss: 1.3267 2023-12-26 18:18:32,315 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:25:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 1.2911, loss: 1.2911 2023-12-26 18:18:54,892 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:24:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 1.3516, loss: 1.3516 2023-12-26 18:19:17,440 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:24:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 1.3320, loss: 1.3320 2023-12-26 18:19:40,012 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:24:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 1.3544, loss: 1.3544 2023-12-26 18:20:02,605 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:23:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 1.3468, loss: 1.3468 2023-12-26 18:20:25,218 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:23:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.2867, loss: 1.2867 2023-12-26 18:20:47,808 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:22:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.3496, loss: 1.3496 2023-12-26 18:21:10,448 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:22:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 1.3735, loss: 1.3735 2023-12-26 18:21:32,985 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:22:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.2714, loss: 1.2714 2023-12-26 18:21:55,542 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:21:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 1.3568, loss: 1.3568 2023-12-26 18:22:18,119 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:21:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 1.2726, loss: 1.2726 2023-12-26 18:22:40,750 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:20:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 1.3601, loss: 1.3601 2023-12-26 18:23:03,360 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:20:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.3745, loss: 1.3745 2023-12-26 18:23:05,160 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-26 18:24:22,845 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:24:22,914 - pyskl - INFO - top1_acc 0.7957 top5_acc 0.9682 2023-12-26 18:24:22,917 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7957, top5_acc: 0.9682 2023-12-26 18:25:02,610 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:20:29, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9831, loss_cls: 1.3437, loss: 1.3437 2023-12-26 18:25:25,161 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:20:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 1.2394, loss: 1.2394 2023-12-26 18:25:47,747 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:19:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 1.2498, loss: 1.2498 2023-12-26 18:26:10,318 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:19:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 1.2914, loss: 1.2914 2023-12-26 18:26:32,821 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:18:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.3115, loss: 1.3115 2023-12-26 18:26:55,325 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:18:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9850, loss_cls: 1.3304, loss: 1.3304 2023-12-26 18:27:17,839 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:18:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 1.2647, loss: 1.2647 2023-12-26 18:27:40,523 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:17:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 1.3332, loss: 1.3332 2023-12-26 18:28:03,265 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:17:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 1.2624, loss: 1.2624 2023-12-26 18:28:25,981 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:16:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 1.3121, loss: 1.3121 2023-12-26 18:28:48,711 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:16:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.3482, loss: 1.3482 2023-12-26 18:29:11,372 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:15:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.3209, loss: 1.3209 2023-12-26 18:29:33,997 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:15:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 1.3331, loss: 1.3331 2023-12-26 18:29:56,672 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:15:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 1.2608, loss: 1.2608 2023-12-26 18:30:19,358 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:14:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 1.2747, loss: 1.2747 2023-12-26 18:30:42,099 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:14:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 1.3247, loss: 1.3247 2023-12-26 18:31:04,787 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:13:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.3800, loss: 1.3800 2023-12-26 18:31:27,517 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:13:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 1.3738, loss: 1.3738 2023-12-26 18:31:50,232 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:13:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 1.3052, loss: 1.3052 2023-12-26 18:32:12,957 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:12:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 1.3155, loss: 1.3155 2023-12-26 18:32:35,686 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:12:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 1.2754, loss: 1.2754 2023-12-26 18:32:58,407 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:11:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 1.3061, loss: 1.3061 2023-12-26 18:33:20,986 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:11:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 1.2943, loss: 1.2943 2023-12-26 18:33:43,641 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:11:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.3438, loss: 1.3438 2023-12-26 18:34:06,294 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:10:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 1.2967, loss: 1.2967 2023-12-26 18:34:08,141 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-26 18:35:25,694 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:35:25,763 - pyskl - INFO - top1_acc 0.7851 top5_acc 0.9648 2023-12-26 18:35:25,767 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7851, top5_acc: 0.9648 2023-12-26 18:36:05,370 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:10:48, time: 0.396, data_time: 0.170, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 1.2974, loss: 1.2974 2023-12-26 18:36:28,009 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:10:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 1.2953, loss: 1.2953 2023-12-26 18:36:50,662 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:09:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 1.2822, loss: 1.2822 2023-12-26 18:37:13,303 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:09:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 1.2628, loss: 1.2628 2023-12-26 18:37:35,918 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:09:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 1.2955, loss: 1.2955 2023-12-26 18:37:58,567 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:08:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 1.2926, loss: 1.2926 2023-12-26 18:38:21,201 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:08:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 1.3536, loss: 1.3536 2023-12-26 18:38:43,851 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:07:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 1.3022, loss: 1.3022 2023-12-26 18:39:06,470 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:07:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 1.3211, loss: 1.3211 2023-12-26 18:39:29,093 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:07:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 1.2618, loss: 1.2618 2023-12-26 18:39:51,699 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:06:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.4313, loss: 1.4313 2023-12-26 18:40:14,324 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:06:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 1.3371, loss: 1.3371 2023-12-26 18:40:36,942 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:05:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 1.3325, loss: 1.3325 2023-12-26 18:40:59,577 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:05:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 1.2944, loss: 1.2944 2023-12-26 18:41:22,209 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:05:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 1.3523, loss: 1.3523 2023-12-26 18:41:44,843 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:04:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 1.3100, loss: 1.3100 2023-12-26 18:42:07,495 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:04:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 1.2706, loss: 1.2706 2023-12-26 18:42:30,119 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:03:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 1.2418, loss: 1.2418 2023-12-26 18:42:52,811 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:03:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 1.3402, loss: 1.3402 2023-12-26 18:43:15,498 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:03:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.2933, loss: 1.2933 2023-12-26 18:43:38,112 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:02:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9856, loss_cls: 1.3130, loss: 1.3130 2023-12-26 18:44:00,814 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:02:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 1.3355, loss: 1.3355 2023-12-26 18:44:23,471 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:01:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9862, loss_cls: 1.2854, loss: 1.2854 2023-12-26 18:44:46,115 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:01:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 1.3265, loss: 1.3265 2023-12-26 18:45:08,778 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:01:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 1.2717, loss: 1.2717 2023-12-26 18:45:10,646 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-26 18:46:28,001 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:46:28,071 - pyskl - INFO - top1_acc 0.8088 top5_acc 0.9694 2023-12-26 18:46:28,074 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8088, top5_acc: 0.9694 2023-12-26 18:47:07,807 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:01:06, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 1.2471, loss: 1.2471 2023-12-26 18:47:30,442 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:00:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 1.2438, loss: 1.2438 2023-12-26 18:47:53,035 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:00:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 1.2824, loss: 1.2824 2023-12-26 18:48:15,620 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 15:59:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 1.2849, loss: 1.2849 2023-12-26 18:48:38,196 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 15:59:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 1.2816, loss: 1.2816 2023-12-26 18:49:00,779 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 15:59:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.2984, loss: 1.2984 2023-12-26 18:49:23,475 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 15:58:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 1.2684, loss: 1.2684 2023-12-26 18:49:46,064 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 15:58:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 1.3238, loss: 1.3238 2023-12-26 18:50:08,633 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 15:57:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 1.3115, loss: 1.3115 2023-12-26 18:50:31,171 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 15:57:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 1.2872, loss: 1.2872 2023-12-26 18:50:53,719 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 15:57:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.3045, loss: 1.3045 2023-12-26 18:51:16,357 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 15:56:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 1.3642, loss: 1.3642 2023-12-26 18:51:38,893 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 15:56:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 1.3172, loss: 1.3172 2023-12-26 18:52:01,502 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 15:55:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9881, loss_cls: 1.2714, loss: 1.2714 2023-12-26 18:52:24,158 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 15:55:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.2643, loss: 1.2643 2023-12-26 18:52:46,807 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 15:54:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 1.2843, loss: 1.2843 2023-12-26 18:53:09,433 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 15:54:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 1.2899, loss: 1.2899 2023-12-26 18:53:32,077 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 15:54:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 1.2406, loss: 1.2406 2023-12-26 18:53:54,801 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 15:53:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 1.2668, loss: 1.2668 2023-12-26 18:54:17,459 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 15:53:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 1.3316, loss: 1.3316 2023-12-26 18:54:40,071 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 15:52:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 1.3242, loss: 1.3242 2023-12-26 18:55:02,690 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 15:52:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 1.2912, loss: 1.2912 2023-12-26 18:55:25,360 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 15:52:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 1.3456, loss: 1.3456 2023-12-26 18:55:48,068 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 15:51:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 1.2804, loss: 1.2804 2023-12-26 18:56:10,794 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 15:51:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 1.2815, loss: 1.2815 2023-12-26 18:56:12,696 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-26 18:57:30,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:57:30,529 - pyskl - INFO - top1_acc 0.8363 top5_acc 0.9740 2023-12-26 18:57:30,535 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_43.pth was removed 2023-12-26 18:57:30,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2023-12-26 18:57:30,675 - pyskl - INFO - Best top1_acc is 0.8363 at 52 epoch. 2023-12-26 18:57:30,679 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8363, top5_acc: 0.9740 2023-12-26 18:58:11,287 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 15:51:25, time: 0.406, data_time: 0.180, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.2676, loss: 1.2676 2023-12-26 18:58:33,828 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 15:51:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 1.2844, loss: 1.2844 2023-12-26 18:58:56,419 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 15:50:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 1.2990, loss: 1.2990 2023-12-26 18:59:19,033 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 15:50:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.2695, loss: 1.2695 2023-12-26 18:59:41,641 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 15:49:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 1.2883, loss: 1.2883 2023-12-26 19:00:04,266 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 15:49:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 1.2892, loss: 1.2892 2023-12-26 19:00:26,870 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 15:48:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.2451, loss: 1.2451 2023-12-26 19:00:49,458 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 15:48:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 1.2973, loss: 1.2973 2023-12-26 19:01:12,055 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 15:48:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 1.2547, loss: 1.2547 2023-12-26 19:01:34,658 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 15:47:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 1.2983, loss: 1.2983 2023-12-26 19:01:57,253 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 15:47:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.3163, loss: 1.3163 2023-12-26 19:02:19,828 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 15:46:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 1.3130, loss: 1.3130 2023-12-26 19:02:42,376 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 15:46:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 1.3401, loss: 1.3401 2023-12-26 19:03:04,949 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 15:46:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 1.3119, loss: 1.3119 2023-12-26 19:03:27,585 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:45:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 1.2897, loss: 1.2897 2023-12-26 19:03:50,185 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:45:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 1.3130, loss: 1.3130 2023-12-26 19:04:12,814 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:44:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 1.3292, loss: 1.3292 2023-12-26 19:04:35,462 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:44:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.2942, loss: 1.2942 2023-12-26 19:04:58,026 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:44:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 1.3189, loss: 1.3189 2023-12-26 19:05:20,701 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:43:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 1.2694, loss: 1.2694 2023-12-26 19:05:43,345 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:43:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.3429, loss: 1.3429 2023-12-26 19:06:05,951 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:42:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 1.3104, loss: 1.3104 2023-12-26 19:06:28,598 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:42:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.3073, loss: 1.3073 2023-12-26 19:06:51,249 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:42:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.3431, loss: 1.3431 2023-12-26 19:07:13,889 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:41:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 1.3247, loss: 1.3247 2023-12-26 19:07:15,721 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-26 19:08:33,316 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:08:33,386 - pyskl - INFO - top1_acc 0.8165 top5_acc 0.9677 2023-12-26 19:08:33,390 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8165, top5_acc: 0.9677 2023-12-26 19:09:13,316 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:41:41, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9881, loss_cls: 1.2753, loss: 1.2753 2023-12-26 19:09:35,887 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:41:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 1.2538, loss: 1.2538 2023-12-26 19:09:58,546 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:40:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 1.3068, loss: 1.3068 2023-12-26 19:10:21,211 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:40:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 1.3166, loss: 1.3166 2023-12-26 19:10:43,863 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:40:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 1.2884, loss: 1.2884 2023-12-26 19:11:06,512 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:39:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 1.2412, loss: 1.2412 2023-12-26 19:11:29,122 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:39:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 1.2971, loss: 1.2971 2023-12-26 19:11:51,760 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:38:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 1.2807, loss: 1.2807 2023-12-26 19:12:14,388 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:38:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 1.2918, loss: 1.2918 2023-12-26 19:12:36,990 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:38:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.2828, loss: 1.2828 2023-12-26 19:12:59,596 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:37:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 1.2832, loss: 1.2832 2023-12-26 19:13:22,211 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:37:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 1.2875, loss: 1.2875 2023-12-26 19:13:44,786 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:36:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 1.3477, loss: 1.3477 2023-12-26 19:14:07,350 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:36:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 1.2453, loss: 1.2453 2023-12-26 19:14:29,850 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:36:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 1.3491, loss: 1.3491 2023-12-26 19:14:52,370 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:35:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 1.3559, loss: 1.3559 2023-12-26 19:15:14,972 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:35:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 1.3070, loss: 1.3070 2023-12-26 19:15:37,523 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:34:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 1.2794, loss: 1.2794 2023-12-26 19:16:00,137 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:34:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 1.2872, loss: 1.2872 2023-12-26 19:16:22,695 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:33:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 1.2621, loss: 1.2621 2023-12-26 19:16:45,308 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:33:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 1.2931, loss: 1.2931 2023-12-26 19:17:07,944 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:33:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 1.2832, loss: 1.2832 2023-12-26 19:17:30,573 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:32:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 1.2753, loss: 1.2753 2023-12-26 19:17:53,212 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:32:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 1.3020, loss: 1.3020 2023-12-26 19:18:15,858 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:31:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 1.2765, loss: 1.2765 2023-12-26 19:18:17,666 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-26 19:19:35,054 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:19:35,123 - pyskl - INFO - top1_acc 0.8296 top5_acc 0.9731 2023-12-26 19:19:35,127 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8296, top5_acc: 0.9731 2023-12-26 19:20:15,011 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:31:58, time: 0.399, data_time: 0.172, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.2194, loss: 1.2194 2023-12-26 19:20:37,625 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:31:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 1.2789, loss: 1.2789 2023-12-26 19:21:00,243 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:31:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 1.2638, loss: 1.2638 2023-12-26 19:21:22,835 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:30:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.2860, loss: 1.2860 2023-12-26 19:21:45,412 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:30:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 1.2752, loss: 1.2752 2023-12-26 19:22:08,009 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:29:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 1.2921, loss: 1.2921 2023-12-26 19:22:30,595 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:29:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 1.2900, loss: 1.2900 2023-12-26 19:22:53,170 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:29:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 1.2808, loss: 1.2808 2023-12-26 19:23:15,741 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:28:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 1.2626, loss: 1.2626 2023-12-26 19:23:38,333 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:28:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 1.2690, loss: 1.2690 2023-12-26 19:24:00,897 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:27:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 1.2862, loss: 1.2862 2023-12-26 19:24:23,448 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:27:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 1.3027, loss: 1.3027 2023-12-26 19:24:45,988 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:27:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9900, loss_cls: 1.2404, loss: 1.2404 2023-12-26 19:25:08,519 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:26:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.3156, loss: 1.3156 2023-12-26 19:25:31,023 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:26:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 1.2822, loss: 1.2822 2023-12-26 19:25:53,537 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:25:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 1.2576, loss: 1.2576 2023-12-26 19:26:16,085 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:25:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.3043, loss: 1.3043 2023-12-26 19:26:38,674 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:25:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 1.3000, loss: 1.3000 2023-12-26 19:27:01,329 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:24:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9781, loss_cls: 1.2480, loss: 1.2480 2023-12-26 19:27:24,035 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:24:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 1.2829, loss: 1.2829 2023-12-26 19:27:46,750 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:23:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 1.2525, loss: 1.2525 2023-12-26 19:28:09,436 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:23:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 1.3572, loss: 1.3572 2023-12-26 19:28:32,115 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:23:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 1.2838, loss: 1.2838 2023-12-26 19:28:54,784 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:22:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 1.2990, loss: 1.2990 2023-12-26 19:29:17,437 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:22:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 1.2436, loss: 1.2436 2023-12-26 19:29:19,182 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-26 19:30:36,801 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:30:36,873 - pyskl - INFO - top1_acc 0.8072 top5_acc 0.9702 2023-12-26 19:30:36,877 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8072, top5_acc: 0.9702 2023-12-26 19:31:16,404 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:22:14, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 1.2715, loss: 1.2715 2023-12-26 19:31:38,965 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:21:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 1.2432, loss: 1.2432 2023-12-26 19:32:01,548 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:21:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 1.2581, loss: 1.2581 2023-12-26 19:32:24,123 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:21:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 1.2816, loss: 1.2816 2023-12-26 19:32:46,682 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:20:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.2926, loss: 1.2926 2023-12-26 19:33:09,263 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:20:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 1.2770, loss: 1.2770 2023-12-26 19:33:31,866 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:19:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 1.2746, loss: 1.2746 2023-12-26 19:33:54,467 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:19:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9875, loss_cls: 1.2619, loss: 1.2619 2023-12-26 19:34:16,984 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:18:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 1.2538, loss: 1.2538 2023-12-26 19:34:39,493 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:18:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 1.2926, loss: 1.2926 2023-12-26 19:35:02,045 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:18:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.3009, loss: 1.3009 2023-12-26 19:35:24,657 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:17:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 1.2822, loss: 1.2822 2023-12-26 19:35:47,223 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:17:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 1.2820, loss: 1.2820 2023-12-26 19:36:09,850 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:16:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 1.2666, loss: 1.2666 2023-12-26 19:36:32,540 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:16:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 1.2749, loss: 1.2749 2023-12-26 19:36:55,195 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:16:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 1.2804, loss: 1.2804 2023-12-26 19:37:17,842 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:15:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 1.2730, loss: 1.2730 2023-12-26 19:37:40,457 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:15:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 1.3095, loss: 1.3095 2023-12-26 19:38:03,186 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:14:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 1.3267, loss: 1.3267 2023-12-26 19:38:25,758 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:14:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 1.2881, loss: 1.2881 2023-12-26 19:38:48,336 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:14:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 1.3049, loss: 1.3049 2023-12-26 19:39:10,927 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:13:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 1.3235, loss: 1.3235 2023-12-26 19:39:33,544 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:13:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 1.2756, loss: 1.2756 2023-12-26 19:39:56,043 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:12:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 1.3060, loss: 1.3060 2023-12-26 19:40:18,636 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:12:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 1.3278, loss: 1.3278 2023-12-26 19:40:20,409 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-26 19:41:37,883 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:41:37,951 - pyskl - INFO - top1_acc 0.8178 top5_acc 0.9736 2023-12-26 19:41:37,955 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8178, top5_acc: 0.9736 2023-12-26 19:42:17,619 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:12:30, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 1.2508, loss: 1.2508 2023-12-26 19:42:40,143 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:12:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 1.2478, loss: 1.2478 2023-12-26 19:43:02,808 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:11:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 1.2785, loss: 1.2785 2023-12-26 19:43:25,442 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:11:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9875, loss_cls: 1.2601, loss: 1.2601 2023-12-26 19:43:48,046 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:10:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 1.2663, loss: 1.2663 2023-12-26 19:44:10,679 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:10:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 1.2703, loss: 1.2703 2023-12-26 19:44:33,275 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:10:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 1.2756, loss: 1.2756 2023-12-26 19:44:55,835 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:09:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9900, loss_cls: 1.2405, loss: 1.2405 2023-12-26 19:45:18,448 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:09:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9850, loss_cls: 1.3035, loss: 1.3035 2023-12-26 19:45:41,069 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:08:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 1.2766, loss: 1.2766 2023-12-26 19:46:03,813 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:08:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 1.2645, loss: 1.2645 2023-12-26 19:46:26,485 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:08:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.2662, loss: 1.2662 2023-12-26 19:46:49,102 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:07:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 1.2837, loss: 1.2837 2023-12-26 19:47:11,739 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:07:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 1.2621, loss: 1.2621 2023-12-26 19:47:34,327 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:06:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 1.2939, loss: 1.2939 2023-12-26 19:47:56,868 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:06:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.2523, loss: 1.2523 2023-12-26 19:48:19,564 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:06:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 1.3261, loss: 1.3261 2023-12-26 19:48:42,163 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:05:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 1.2840, loss: 1.2840 2023-12-26 19:49:04,840 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:05:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 1.3018, loss: 1.3018 2023-12-26 19:49:27,566 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:04:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.2812, loss: 1.2812 2023-12-26 19:49:50,122 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:04:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 1.2862, loss: 1.2862 2023-12-26 19:50:12,710 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:04:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.2575, loss: 1.2575 2023-12-26 19:50:35,289 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:03:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 1.3235, loss: 1.3235 2023-12-26 19:50:57,961 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:03:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 1.2604, loss: 1.2604 2023-12-26 19:51:20,666 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:02:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 1.2799, loss: 1.2799 2023-12-26 19:51:22,416 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-26 19:52:39,947 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:52:40,019 - pyskl - INFO - top1_acc 0.8169 top5_acc 0.9676 2023-12-26 19:52:40,023 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8169, top5_acc: 0.9676 2023-12-26 19:53:19,286 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:02:47, time: 0.393, data_time: 0.166, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 1.2027, loss: 1.2027 2023-12-26 19:53:41,959 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:02:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9781, loss_cls: 1.2388, loss: 1.2388 2023-12-26 19:54:04,716 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:01:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 1.2711, loss: 1.2711 2023-12-26 19:54:27,304 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:01:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 1.2770, loss: 1.2770 2023-12-26 19:54:49,861 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:01:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 1.2343, loss: 1.2343 2023-12-26 19:55:12,422 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:00:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.2436, loss: 1.2436 2023-12-26 19:55:35,178 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:00:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 1.2587, loss: 1.2587 2023-12-26 19:55:57,831 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 14:59:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 1.2614, loss: 1.2614 2023-12-26 19:56:20,439 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 14:59:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 1.2608, loss: 1.2608 2023-12-26 19:56:43,049 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 14:59:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 1.3007, loss: 1.3007 2023-12-26 19:57:05,773 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 14:58:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 1.2102, loss: 1.2102 2023-12-26 19:57:28,390 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 14:58:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 1.3005, loss: 1.3005 2023-12-26 19:57:50,996 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 14:57:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 1.2676, loss: 1.2676 2023-12-26 19:58:13,627 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 14:57:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 1.2530, loss: 1.2530 2023-12-26 19:58:36,258 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 14:57:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9856, loss_cls: 1.2927, loss: 1.2927 2023-12-26 19:58:58,932 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 14:56:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 1.2995, loss: 1.2995 2023-12-26 19:59:21,635 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 14:56:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 1.3275, loss: 1.3275 2023-12-26 19:59:44,296 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 14:55:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.2415, loss: 1.2415 2023-12-26 20:00:06,994 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 14:55:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 1.2894, loss: 1.2894 2023-12-26 20:00:29,571 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 14:55:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 1.2976, loss: 1.2976 2023-12-26 20:00:52,192 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 14:54:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 1.2726, loss: 1.2726 2023-12-26 20:01:14,830 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 14:54:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 1.2584, loss: 1.2584 2023-12-26 20:01:37,513 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 14:53:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 1.3402, loss: 1.3402 2023-12-26 20:02:00,217 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 14:53:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 1.2336, loss: 1.2336 2023-12-26 20:02:23,056 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 14:53:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.2901, loss: 1.2901 2023-12-26 20:02:24,837 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-26 20:03:42,342 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:03:42,411 - pyskl - INFO - top1_acc 0.8100 top5_acc 0.9714 2023-12-26 20:03:42,415 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8100, top5_acc: 0.9714 2023-12-26 20:04:21,992 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 14:53:05, time: 0.396, data_time: 0.170, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 1.2182, loss: 1.2182 2023-12-26 20:04:44,592 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 14:52:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 1.2674, loss: 1.2674 2023-12-26 20:05:07,137 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 14:52:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.2037, loss: 1.2037 2023-12-26 20:05:29,682 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 14:51:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 1.2249, loss: 1.2249 2023-12-26 20:05:52,274 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 14:51:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 1.2689, loss: 1.2689 2023-12-26 20:06:14,913 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 14:51:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 1.2192, loss: 1.2192 2023-12-26 20:06:37,543 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 14:50:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.2482, loss: 1.2482 2023-12-26 20:07:00,184 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 14:50:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.2680, loss: 1.2680 2023-12-26 20:07:22,804 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 14:49:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 1.2794, loss: 1.2794 2023-12-26 20:07:45,463 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 14:49:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 1.3296, loss: 1.3296 2023-12-26 20:08:08,134 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 14:49:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 1.2556, loss: 1.2556 2023-12-26 20:08:30,831 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 14:48:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.2917, loss: 1.2917 2023-12-26 20:08:53,478 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 14:48:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 1.2596, loss: 1.2596 2023-12-26 20:09:16,121 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 14:47:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 1.2499, loss: 1.2499 2023-12-26 20:09:38,762 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 14:47:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 1.3100, loss: 1.3100 2023-12-26 20:10:01,395 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 14:47:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 1.2749, loss: 1.2749 2023-12-26 20:10:23,919 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 14:46:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 1.2344, loss: 1.2344 2023-12-26 20:10:46,552 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 14:46:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 1.2493, loss: 1.2493 2023-12-26 20:11:09,145 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:45:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.2759, loss: 1.2759 2023-12-26 20:11:31,722 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:45:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 1.2521, loss: 1.2521 2023-12-26 20:11:54,301 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:45:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 1.2497, loss: 1.2497 2023-12-26 20:12:16,903 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:44:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 1.3164, loss: 1.3164 2023-12-26 20:12:39,502 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:44:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 1.3365, loss: 1.3365 2023-12-26 20:13:02,083 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:43:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 1.2618, loss: 1.2618 2023-12-26 20:13:24,706 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:43:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 1.2344, loss: 1.2344 2023-12-26 20:13:26,479 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-26 20:14:44,051 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:14:44,123 - pyskl - INFO - top1_acc 0.8327 top5_acc 0.9763 2023-12-26 20:14:44,127 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8327, top5_acc: 0.9763 2023-12-26 20:15:23,695 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:43:22, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 1.2399, loss: 1.2399 2023-12-26 20:15:46,308 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:42:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.2581, loss: 1.2581 2023-12-26 20:16:08,871 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:42:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.2430, loss: 1.2430 2023-12-26 20:16:31,444 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:42:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.2278, loss: 1.2278 2023-12-26 20:16:53,974 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:41:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9931, loss_cls: 1.2033, loss: 1.2033 2023-12-26 20:17:16,541 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:41:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 1.2332, loss: 1.2332 2023-12-26 20:17:39,114 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:40:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 1.2689, loss: 1.2689 2023-12-26 20:18:01,791 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:40:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.3166, loss: 1.3166 2023-12-26 20:18:24,448 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:40:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 1.2555, loss: 1.2555 2023-12-26 20:18:47,111 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:39:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.2384, loss: 1.2384 2023-12-26 20:19:09,744 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:39:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 1.2762, loss: 1.2762 2023-12-26 20:19:32,345 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:38:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 1.2877, loss: 1.2877 2023-12-26 20:19:54,922 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:38:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9888, loss_cls: 1.2652, loss: 1.2652 2023-12-26 20:20:17,510 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:38:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.2583, loss: 1.2583 2023-12-26 20:20:40,069 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:37:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9912, loss_cls: 1.2466, loss: 1.2466 2023-12-26 20:21:02,640 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:37:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 1.2971, loss: 1.2971 2023-12-26 20:21:25,222 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:36:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 1.2704, loss: 1.2704 2023-12-26 20:21:47,897 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:36:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 1.2559, loss: 1.2559 2023-12-26 20:22:10,573 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:36:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 1.2616, loss: 1.2616 2023-12-26 20:22:33,226 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:35:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 1.2577, loss: 1.2577 2023-12-26 20:22:55,821 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:35:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 1.2330, loss: 1.2330 2023-12-26 20:23:18,460 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:34:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 1.2614, loss: 1.2614 2023-12-26 20:23:41,140 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:34:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.2753, loss: 1.2753 2023-12-26 20:24:03,735 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:34:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 1.3107, loss: 1.3107 2023-12-26 20:24:26,376 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:33:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 1.2632, loss: 1.2632 2023-12-26 20:24:28,213 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-26 20:25:45,871 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:25:45,940 - pyskl - INFO - top1_acc 0.8359 top5_acc 0.9744 2023-12-26 20:25:45,943 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8359, top5_acc: 0.9744 2023-12-26 20:26:25,268 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:33:38, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 1.2372, loss: 1.2372 2023-12-26 20:26:47,839 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:33:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.2310, loss: 1.2310 2023-12-26 20:27:10,398 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:32:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 1.2560, loss: 1.2560 2023-12-26 20:27:32,984 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:32:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 1.2215, loss: 1.2215 2023-12-26 20:27:55,580 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:32:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 1.2399, loss: 1.2399 2023-12-26 20:28:18,135 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:31:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 1.2369, loss: 1.2369 2023-12-26 20:28:40,638 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:31:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 1.2676, loss: 1.2676 2023-12-26 20:29:03,169 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:30:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.2289, loss: 1.2289 2023-12-26 20:29:25,779 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:30:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 1.2495, loss: 1.2495 2023-12-26 20:29:48,421 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:29:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 1.2326, loss: 1.2326 2023-12-26 20:30:11,062 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:29:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 1.2712, loss: 1.2712 2023-12-26 20:30:33,708 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:29:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 1.2529, loss: 1.2529 2023-12-26 20:30:56,413 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:28:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.2719, loss: 1.2719 2023-12-26 20:31:19,038 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:28:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.2988, loss: 1.2988 2023-12-26 20:31:41,663 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:27:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 1.2612, loss: 1.2612 2023-12-26 20:32:04,368 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:27:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.2621, loss: 1.2621 2023-12-26 20:32:26,981 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:27:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 1.2298, loss: 1.2298 2023-12-26 20:32:49,659 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:26:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 1.3048, loss: 1.3048 2023-12-26 20:33:12,253 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:26:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 1.2202, loss: 1.2202 2023-12-26 20:33:34,873 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:25:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 1.2443, loss: 1.2443 2023-12-26 20:33:57,540 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:25:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.2732, loss: 1.2732 2023-12-26 20:34:20,217 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:25:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 1.2709, loss: 1.2709 2023-12-26 20:34:42,812 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:24:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 1.2551, loss: 1.2551 2023-12-26 20:35:05,381 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:24:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 1.2822, loss: 1.2822 2023-12-26 20:35:28,063 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:23:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.2428, loss: 1.2428 2023-12-26 20:35:29,883 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-26 20:36:47,351 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:36:47,420 - pyskl - INFO - top1_acc 0.8349 top5_acc 0.9720 2023-12-26 20:36:47,424 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8349, top5_acc: 0.9720 2023-12-26 20:37:27,323 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:23:55, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.1786, loss: 1.1786 2023-12-26 20:37:49,803 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:23:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.1762, loss: 1.1762 2023-12-26 20:38:12,296 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:23:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.2250, loss: 1.2250 2023-12-26 20:38:34,888 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:22:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.2173, loss: 1.2173 2023-12-26 20:38:57,495 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:22:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.2413, loss: 1.2413 2023-12-26 20:39:20,169 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:21:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 1.2651, loss: 1.2651 2023-12-26 20:39:42,794 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:21:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 1.2706, loss: 1.2706 2023-12-26 20:40:05,457 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:21:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 1.2417, loss: 1.2417 2023-12-26 20:40:28,004 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:20:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 1.2572, loss: 1.2572 2023-12-26 20:40:50,567 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:20:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.2342, loss: 1.2342 2023-12-26 20:41:13,230 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:19:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 1.2586, loss: 1.2586 2023-12-26 20:41:35,900 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:19:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 1.2000, loss: 1.2000 2023-12-26 20:41:58,514 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:19:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 1.3054, loss: 1.3054 2023-12-26 20:42:21,122 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:18:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 1.3151, loss: 1.3151 2023-12-26 20:42:43,759 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:18:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 1.2533, loss: 1.2533 2023-12-26 20:43:06,445 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:17:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 1.2792, loss: 1.2792 2023-12-26 20:43:29,100 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:17:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.2466, loss: 1.2466 2023-12-26 20:43:51,772 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:17:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 1.2786, loss: 1.2786 2023-12-26 20:44:14,382 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:16:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 1.2816, loss: 1.2816 2023-12-26 20:44:37,018 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:16:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.2673, loss: 1.2673 2023-12-26 20:44:59,642 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:15:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.2890, loss: 1.2890 2023-12-26 20:45:22,435 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:15:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.2435, loss: 1.2435 2023-12-26 20:45:45,009 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:15:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 1.2548, loss: 1.2548 2023-12-26 20:46:07,560 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:14:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 1.2525, loss: 1.2525 2023-12-26 20:46:30,271 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:14:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 1.2342, loss: 1.2342 2023-12-26 20:46:32,061 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-26 20:47:49,834 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:47:49,903 - pyskl - INFO - top1_acc 0.8112 top5_acc 0.9681 2023-12-26 20:47:49,907 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8112, top5_acc: 0.9681 2023-12-26 20:48:28,983 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:14:11, time: 0.391, data_time: 0.164, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 1.1936, loss: 1.1936 2023-12-26 20:48:51,642 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:13:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.2250, loss: 1.2250 2023-12-26 20:49:14,248 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:13:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 1.2449, loss: 1.2449 2023-12-26 20:49:36,878 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:12:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 1.2960, loss: 1.2960 2023-12-26 20:49:59,529 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:12:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 1.2453, loss: 1.2453 2023-12-26 20:50:22,252 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:12:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.2615, loss: 1.2615 2023-12-26 20:50:44,845 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:11:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 1.2021, loss: 1.2021 2023-12-26 20:51:07,593 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:11:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 1.2760, loss: 1.2760 2023-12-26 20:51:30,229 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:10:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.2577, loss: 1.2577 2023-12-26 20:51:52,856 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:10:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 1.2847, loss: 1.2847 2023-12-26 20:52:15,434 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:10:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.2786, loss: 1.2786 2023-12-26 20:52:38,012 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:09:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 1.2502, loss: 1.2502 2023-12-26 20:53:00,558 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:09:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 1.2617, loss: 1.2617 2023-12-26 20:53:23,076 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:08:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 1.3370, loss: 1.3370 2023-12-26 20:53:45,623 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:08:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 1.2716, loss: 1.2716 2023-12-26 20:54:08,284 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:08:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.2442, loss: 1.2442 2023-12-26 20:54:30,963 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:07:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 1.2505, loss: 1.2505 2023-12-26 20:54:53,562 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:07:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 1.2309, loss: 1.2309 2023-12-26 20:55:16,199 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:06:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 1.2115, loss: 1.2115 2023-12-26 20:55:38,793 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:06:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 1.2045, loss: 1.2045 2023-12-26 20:56:01,544 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:06:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 1.2630, loss: 1.2630 2023-12-26 20:56:24,218 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:05:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 1.2661, loss: 1.2661 2023-12-26 20:56:46,866 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:05:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 1.2523, loss: 1.2523 2023-12-26 20:57:09,604 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:04:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 1.2878, loss: 1.2878 2023-12-26 20:57:32,339 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:04:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 1.2910, loss: 1.2910 2023-12-26 20:57:34,108 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-26 20:58:51,718 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:58:51,788 - pyskl - INFO - top1_acc 0.8379 top5_acc 0.9750 2023-12-26 20:58:51,792 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_52.pth was removed 2023-12-26 20:58:51,928 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. 2023-12-26 20:58:51,929 - pyskl - INFO - Best top1_acc is 0.8379 at 63 epoch. 2023-12-26 20:58:51,932 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8379, top5_acc: 0.9750 2023-12-26 20:59:31,253 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:04:29, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.2088, loss: 1.2088 2023-12-26 20:59:53,841 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:04:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 1.2490, loss: 1.2490 2023-12-26 21:00:16,470 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:03:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 1.2213, loss: 1.2213 2023-12-26 21:00:39,051 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:03:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 1.2429, loss: 1.2429 2023-12-26 21:01:01,619 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:02:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.2210, loss: 1.2210 2023-12-26 21:01:24,230 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:02:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 1.2554, loss: 1.2554 2023-12-26 21:01:46,854 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:02:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 1.1869, loss: 1.1869 2023-12-26 21:02:09,469 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:01:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.2608, loss: 1.2608 2023-12-26 21:02:32,051 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:01:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 1.2712, loss: 1.2712 2023-12-26 21:02:54,650 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:00:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 1.2569, loss: 1.2569 2023-12-26 21:03:17,255 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:00:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 1.2565, loss: 1.2565 2023-12-26 21:03:39,894 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:00:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 1.2931, loss: 1.2931 2023-12-26 21:04:02,523 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 13:59:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 1.2107, loss: 1.2107 2023-12-26 21:04:25,222 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 13:59:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 1.2504, loss: 1.2504 2023-12-26 21:04:47,837 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 13:58:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 1.2412, loss: 1.2412 2023-12-26 21:05:10,457 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 13:58:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 1.2391, loss: 1.2391 2023-12-26 21:05:33,219 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 13:58:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 1.2270, loss: 1.2270 2023-12-26 21:05:55,863 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 13:57:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 1.2445, loss: 1.2445 2023-12-26 21:06:18,460 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 13:57:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 1.2443, loss: 1.2443 2023-12-26 21:06:41,086 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 13:56:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 1.2561, loss: 1.2561 2023-12-26 21:07:03,859 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 13:56:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 1.2500, loss: 1.2500 2023-12-26 21:07:26,577 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 13:56:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 1.2198, loss: 1.2198 2023-12-26 21:07:49,258 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 13:55:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 1.2553, loss: 1.2553 2023-12-26 21:08:11,903 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 13:55:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 1.2173, loss: 1.2173 2023-12-26 21:08:34,670 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 13:54:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 1.2988, loss: 1.2988 2023-12-26 21:08:36,469 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-26 21:09:53,881 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:09:53,950 - pyskl - INFO - top1_acc 0.8165 top5_acc 0.9680 2023-12-26 21:09:53,954 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8165, top5_acc: 0.9680 2023-12-26 21:10:33,224 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 13:54:46, time: 0.393, data_time: 0.166, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.2477, loss: 1.2477 2023-12-26 21:10:55,753 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 13:54:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 1.2444, loss: 1.2444 2023-12-26 21:11:18,356 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 13:53:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 1.2421, loss: 1.2421 2023-12-26 21:11:41,009 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 13:53:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 1.2218, loss: 1.2218 2023-12-26 21:12:03,691 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 13:53:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 1.2168, loss: 1.2168 2023-12-26 21:12:26,361 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 13:52:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.2408, loss: 1.2408 2023-12-26 21:12:49,079 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 13:52:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.2550, loss: 1.2550 2023-12-26 21:13:11,767 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 13:51:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.2463, loss: 1.2463 2023-12-26 21:13:34,432 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 13:51:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9906, loss_cls: 1.2322, loss: 1.2322 2023-12-26 21:13:57,121 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 13:51:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 1.2353, loss: 1.2353 2023-12-26 21:14:19,861 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 13:50:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 1.1950, loss: 1.1950 2023-12-26 21:14:42,612 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 13:50:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 1.2387, loss: 1.2387 2023-12-26 21:15:05,209 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 13:49:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 1.2323, loss: 1.2323 2023-12-26 21:15:27,862 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 13:49:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.2305, loss: 1.2305 2023-12-26 21:15:50,470 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 13:49:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 1.2418, loss: 1.2418 2023-12-26 21:16:13,144 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 13:48:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 1.2053, loss: 1.2053 2023-12-26 21:16:35,867 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 13:48:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 1.2358, loss: 1.2358 2023-12-26 21:16:58,526 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 13:47:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 1.2154, loss: 1.2154 2023-12-26 21:17:21,184 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 13:47:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.2683, loss: 1.2683 2023-12-26 21:17:43,821 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 13:47:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 1.2705, loss: 1.2705 2023-12-26 21:18:06,477 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 13:46:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9894, loss_cls: 1.2511, loss: 1.2511 2023-12-26 21:18:29,118 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 13:46:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 1.2840, loss: 1.2840 2023-12-26 21:18:51,850 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 13:45:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.2673, loss: 1.2673 2023-12-26 21:19:14,536 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 13:45:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 1.2449, loss: 1.2449 2023-12-26 21:19:37,174 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 13:45:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 1.2556, loss: 1.2556 2023-12-26 21:19:38,912 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-26 21:20:56,564 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:20:56,637 - pyskl - INFO - top1_acc 0.8202 top5_acc 0.9754 2023-12-26 21:20:56,640 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8202, top5_acc: 0.9754 2023-12-26 21:21:36,069 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 13:45:04, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 1.2175, loss: 1.2175 2023-12-26 21:21:58,743 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 13:44:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 1.2204, loss: 1.2204 2023-12-26 21:22:21,395 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 13:44:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 1.2352, loss: 1.2352 2023-12-26 21:22:44,101 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 13:43:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 1.1946, loss: 1.1946 2023-12-26 21:23:06,741 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 13:43:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 1.1988, loss: 1.1988 2023-12-26 21:23:29,311 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:43:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 1.2467, loss: 1.2467 2023-12-26 21:23:51,923 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:42:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.2129, loss: 1.2129 2023-12-26 21:24:14,519 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:42:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 1.2403, loss: 1.2403 2023-12-26 21:24:37,096 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:41:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 1.2655, loss: 1.2655 2023-12-26 21:24:59,664 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:41:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 1.2393, loss: 1.2393 2023-12-26 21:25:22,263 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:41:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.1861, loss: 1.1861 2023-12-26 21:25:44,864 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:40:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.2095, loss: 1.2095 2023-12-26 21:26:07,490 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:40:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 1.2048, loss: 1.2048 2023-12-26 21:26:30,111 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:39:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 1.2467, loss: 1.2467 2023-12-26 21:26:52,727 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:39:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.2582, loss: 1.2582 2023-12-26 21:27:15,403 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:39:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 1.2711, loss: 1.2711 2023-12-26 21:27:38,045 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:38:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 1.2658, loss: 1.2658 2023-12-26 21:28:00,793 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:38:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 1.2298, loss: 1.2298 2023-12-26 21:28:23,487 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:37:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 1.2397, loss: 1.2397 2023-12-26 21:28:46,139 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:37:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 1.2743, loss: 1.2743 2023-12-26 21:29:08,881 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:37:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 1.2398, loss: 1.2398 2023-12-26 21:29:31,648 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:36:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 1.2099, loss: 1.2099 2023-12-26 21:29:54,401 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:36:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 1.2435, loss: 1.2435 2023-12-26 21:30:17,133 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:35:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 1.2413, loss: 1.2413 2023-12-26 21:30:39,933 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:35:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 1.2385, loss: 1.2385 2023-12-26 21:30:41,763 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-26 21:31:59,443 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:31:59,513 - pyskl - INFO - top1_acc 0.8547 top5_acc 0.9786 2023-12-26 21:31:59,517 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_63.pth was removed 2023-12-26 21:31:59,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. 2023-12-26 21:31:59,649 - pyskl - INFO - Best top1_acc is 0.8547 at 66 epoch. 2023-12-26 21:31:59,653 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8547, top5_acc: 0.9786 2023-12-26 21:32:38,875 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:35:22, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 1.1594, loss: 1.1594 2023-12-26 21:33:01,529 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:34:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 1.2037, loss: 1.2037 2023-12-26 21:33:24,261 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:34:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.2147, loss: 1.2147 2023-12-26 21:33:46,903 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:34:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 1.2279, loss: 1.2279 2023-12-26 21:34:09,673 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:33:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.2076, loss: 1.2076 2023-12-26 21:34:32,268 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:33:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 1.2732, loss: 1.2732 2023-12-26 21:34:54,843 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:32:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.2051, loss: 1.2051 2023-12-26 21:35:17,423 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:32:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 1.2308, loss: 1.2308 2023-12-26 21:35:39,953 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:32:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.2628, loss: 1.2628 2023-12-26 21:36:02,496 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:31:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 1.2378, loss: 1.2378 2023-12-26 21:36:25,058 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:31:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 1.2860, loss: 1.2860 2023-12-26 21:36:47,719 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:30:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 1.2180, loss: 1.2180 2023-12-26 21:37:10,534 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:30:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 1.2385, loss: 1.2385 2023-12-26 21:37:33,212 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:30:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 1.2277, loss: 1.2277 2023-12-26 21:37:55,952 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:29:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 1.2279, loss: 1.2279 2023-12-26 21:38:18,699 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:29:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 1.2596, loss: 1.2596 2023-12-26 21:38:41,373 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:28:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9925, loss_cls: 1.1874, loss: 1.1874 2023-12-26 21:39:04,124 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:28:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 1.2337, loss: 1.2337 2023-12-26 21:39:26,878 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:28:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 1.2225, loss: 1.2225 2023-12-26 21:39:49,572 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:27:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 1.2181, loss: 1.2181 2023-12-26 21:40:12,233 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:27:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 1.2626, loss: 1.2626 2023-12-26 21:40:34,904 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:26:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.2061, loss: 1.2061 2023-12-26 21:40:57,488 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:26:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 1.2236, loss: 1.2236 2023-12-26 21:41:20,129 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:26:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 1.2874, loss: 1.2874 2023-12-26 21:41:42,805 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:25:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 1.2552, loss: 1.2552 2023-12-26 21:41:44,586 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-26 21:43:02,269 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:43:02,342 - pyskl - INFO - top1_acc 0.8306 top5_acc 0.9744 2023-12-26 21:43:02,345 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8306, top5_acc: 0.9744 2023-12-26 21:43:42,023 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:25:41, time: 0.397, data_time: 0.170, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 1.1892, loss: 1.1892 2023-12-26 21:44:04,631 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:25:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 1.2357, loss: 1.2357 2023-12-26 21:44:27,225 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:24:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 1.2060, loss: 1.2060 2023-12-26 21:44:49,944 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:24:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.1872, loss: 1.1872 2023-12-26 21:45:12,603 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:24:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 1.2119, loss: 1.2119 2023-12-26 21:45:35,249 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:23:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 1.2151, loss: 1.2151 2023-12-26 21:45:57,897 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:23:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 1.1646, loss: 1.1646 2023-12-26 21:46:20,587 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:22:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 1.1891, loss: 1.1891 2023-12-26 21:46:43,259 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:22:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 1.2132, loss: 1.2132 2023-12-26 21:47:05,890 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:22:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 1.2200, loss: 1.2200 2023-12-26 21:47:28,577 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:21:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 1.2434, loss: 1.2434 2023-12-26 21:47:51,282 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:21:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 1.2164, loss: 1.2164 2023-12-26 21:48:13,960 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:20:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 1.2810, loss: 1.2810 2023-12-26 21:48:36,603 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:20:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 1.2452, loss: 1.2452 2023-12-26 21:48:59,467 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:20:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 1.2467, loss: 1.2467 2023-12-26 21:49:22,270 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:19:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 1.2740, loss: 1.2740 2023-12-26 21:49:44,915 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:19:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 1.1944, loss: 1.1944 2023-12-26 21:50:07,564 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:18:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 1.2572, loss: 1.2572 2023-12-26 21:50:30,154 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:18:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 1.2118, loss: 1.2118 2023-12-26 21:50:52,764 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:18:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 1.2244, loss: 1.2244 2023-12-26 21:51:15,452 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:17:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.2524, loss: 1.2524 2023-12-26 21:51:38,061 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:17:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 1.2418, loss: 1.2418 2023-12-26 21:52:00,613 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:16:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 1.2491, loss: 1.2491 2023-12-26 21:52:23,211 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:16:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 1.2732, loss: 1.2732 2023-12-26 21:52:45,846 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:16:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9912, loss_cls: 1.2439, loss: 1.2439 2023-12-26 21:52:47,583 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-26 21:54:05,209 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:54:05,279 - pyskl - INFO - top1_acc 0.8277 top5_acc 0.9773 2023-12-26 21:54:05,283 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8277, top5_acc: 0.9773 2023-12-26 21:54:44,756 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:15:59, time: 0.395, data_time: 0.168, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 1.2084, loss: 1.2084 2023-12-26 21:55:07,433 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:15:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 1.2048, loss: 1.2048 2023-12-26 21:55:30,157 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:15:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 1.1537, loss: 1.1537 2023-12-26 21:55:52,822 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:14:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 1.2248, loss: 1.2248 2023-12-26 21:56:15,566 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:14:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 1.2483, loss: 1.2483 2023-12-26 21:56:38,337 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:13:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 1.1979, loss: 1.1979 2023-12-26 21:57:01,064 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:13:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 1.2517, loss: 1.2517 2023-12-26 21:57:23,725 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:13:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 1.1886, loss: 1.1886 2023-12-26 21:57:46,397 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:12:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 1.1910, loss: 1.1910 2023-12-26 21:58:09,036 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:12:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 1.2029, loss: 1.2029 2023-12-26 21:58:31,626 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:11:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 1.1967, loss: 1.1967 2023-12-26 21:58:54,148 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:11:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 1.1988, loss: 1.1988 2023-12-26 21:59:16,707 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:11:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.2521, loss: 1.2521 2023-12-26 21:59:39,417 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:10:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.2214, loss: 1.2214 2023-12-26 22:00:02,200 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:10:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 1.2007, loss: 1.2007 2023-12-26 22:00:24,865 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:09:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 1.2264, loss: 1.2264 2023-12-26 22:00:47,495 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:09:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 1.2669, loss: 1.2669 2023-12-26 22:01:10,131 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:09:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 1.2345, loss: 1.2345 2023-12-26 22:01:32,737 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:08:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 1.2040, loss: 1.2040 2023-12-26 22:01:55,389 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:08:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 1.2253, loss: 1.2253 2023-12-26 22:02:18,010 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:08:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 1.2493, loss: 1.2493 2023-12-26 22:02:40,678 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:07:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 1.2622, loss: 1.2622 2023-12-26 22:03:03,322 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:07:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 1.2298, loss: 1.2298 2023-12-26 22:03:25,982 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:06:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 1.2119, loss: 1.2119 2023-12-26 22:03:48,643 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:06:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 1.2445, loss: 1.2445 2023-12-26 22:03:50,550 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-26 22:05:08,485 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:05:08,554 - pyskl - INFO - top1_acc 0.8449 top5_acc 0.9771 2023-12-26 22:05:08,558 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8449, top5_acc: 0.9771 2023-12-26 22:05:47,557 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:06:16, time: 0.390, data_time: 0.164, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 1.1768, loss: 1.1768 2023-12-26 22:06:10,083 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:05:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.1929, loss: 1.1929 2023-12-26 22:06:32,769 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:05:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 1.1895, loss: 1.1895 2023-12-26 22:06:55,375 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:05:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 1.2052, loss: 1.2052 2023-12-26 22:07:17,945 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:04:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 1.2275, loss: 1.2275 2023-12-26 22:07:40,520 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:04:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 1.2823, loss: 1.2823 2023-12-26 22:08:03,108 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:03:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 1.1917, loss: 1.1917 2023-12-26 22:08:25,809 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:03:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 1.2343, loss: 1.2343 2023-12-26 22:08:48,436 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:03:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 1.1874, loss: 1.1874 2023-12-26 22:09:11,080 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:02:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 1.1787, loss: 1.1787 2023-12-26 22:09:33,727 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:02:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 1.1759, loss: 1.1759 2023-12-26 22:09:56,353 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:01:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 1.2614, loss: 1.2614 2023-12-26 22:10:19,089 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:01:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 1.2066, loss: 1.2066 2023-12-26 22:10:41,682 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:01:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.2092, loss: 1.2092 2023-12-26 22:11:04,442 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:00:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 1.1947, loss: 1.1947 2023-12-26 22:11:27,173 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:00:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 1.2224, loss: 1.2224 2023-12-26 22:11:49,854 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 12:59:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 1.2338, loss: 1.2338 2023-12-26 22:12:12,652 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 12:59:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.2170, loss: 1.2170 2023-12-26 22:12:35,346 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 12:59:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 1.1791, loss: 1.1791 2023-12-26 22:12:58,062 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 12:58:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 1.2284, loss: 1.2284 2023-12-26 22:13:20,723 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 12:58:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 1.2320, loss: 1.2320 2023-12-26 22:13:43,367 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 12:57:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 1.2021, loss: 1.2021 2023-12-26 22:14:06,054 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 12:57:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 1.2356, loss: 1.2356 2023-12-26 22:14:28,752 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 12:57:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.1875, loss: 1.1875 2023-12-26 22:14:51,499 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 12:56:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 1.2747, loss: 1.2747 2023-12-26 22:14:53,242 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-26 22:16:10,841 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:16:10,910 - pyskl - INFO - top1_acc 0.8130 top5_acc 0.9656 2023-12-26 22:16:10,914 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8130, top5_acc: 0.9656 2023-12-26 22:16:50,307 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 12:56:34, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 1.1656, loss: 1.1656 2023-12-26 22:17:12,869 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 12:56:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 1.2055, loss: 1.2055 2023-12-26 22:17:35,564 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 12:55:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 1.1513, loss: 1.1513 2023-12-26 22:17:58,331 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 12:55:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 1.1636, loss: 1.1636 2023-12-26 22:18:21,020 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 12:54:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 1.2561, loss: 1.2561 2023-12-26 22:18:43,687 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 12:54:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 1.2073, loss: 1.2073 2023-12-26 22:19:06,398 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 12:54:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.2367, loss: 1.2367 2023-12-26 22:19:28,989 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 12:53:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 1.2117, loss: 1.2117 2023-12-26 22:19:51,584 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 12:53:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 1.2091, loss: 1.2091 2023-12-26 22:20:14,318 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 12:52:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 1.2256, loss: 1.2256 2023-12-26 22:20:36,988 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 12:52:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 1.2197, loss: 1.2197 2023-12-26 22:20:59,681 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 12:52:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 1.2241, loss: 1.2241 2023-12-26 22:21:22,446 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 12:51:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 1.1853, loss: 1.1853 2023-12-26 22:21:45,177 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 12:51:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 1.2048, loss: 1.2048 2023-12-26 22:22:08,090 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 12:51:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 1.2068, loss: 1.2068 2023-12-26 22:22:30,813 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 12:50:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 1.2103, loss: 1.2103 2023-12-26 22:22:53,430 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 12:50:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.2000, loss: 1.2000 2023-12-26 22:23:16,079 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 12:49:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.1857, loss: 1.1857 2023-12-26 22:23:38,653 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 12:49:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.2089, loss: 1.2089 2023-12-26 22:24:01,272 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 12:49:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 1.2040, loss: 1.2040 2023-12-26 22:24:23,865 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 12:48:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 1.2495, loss: 1.2495 2023-12-26 22:24:46,540 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 12:48:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 1.2070, loss: 1.2070 2023-12-26 22:25:09,219 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 12:47:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 1.2411, loss: 1.2411 2023-12-26 22:25:31,965 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 12:47:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.1970, loss: 1.1970 2023-12-26 22:25:54,708 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 12:47:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 1.2149, loss: 1.2149 2023-12-26 22:25:56,479 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-26 22:27:14,191 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:27:14,262 - pyskl - INFO - top1_acc 0.8328 top5_acc 0.9733 2023-12-26 22:27:14,266 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8328, top5_acc: 0.9733 2023-12-26 22:27:53,903 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 12:46:53, time: 0.396, data_time: 0.168, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.1896, loss: 1.1896 2023-12-26 22:28:16,549 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 12:46:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 1.1781, loss: 1.1781 2023-12-26 22:28:39,258 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 12:46:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 1.1842, loss: 1.1842 2023-12-26 22:29:01,926 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 12:45:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 1.2099, loss: 1.2099 2023-12-26 22:29:24,678 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:45:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 1.2118, loss: 1.2118 2023-12-26 22:29:47,376 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:44:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 1.2326, loss: 1.2326 2023-12-26 22:30:10,198 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:44:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.1863, loss: 1.1863 2023-12-26 22:30:32,874 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:44:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 1.2024, loss: 1.2024 2023-12-26 22:30:55,437 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:43:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 1.1748, loss: 1.1748 2023-12-26 22:31:18,038 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:43:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 1.1950, loss: 1.1950 2023-12-26 22:31:40,676 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:42:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 1.2172, loss: 1.2172 2023-12-26 22:32:03,291 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:42:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 1.1528, loss: 1.1528 2023-12-26 22:32:25,930 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:42:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 1.2122, loss: 1.2122 2023-12-26 22:32:48,579 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:41:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 1.2346, loss: 1.2346 2023-12-26 22:33:11,304 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:41:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 1.2275, loss: 1.2275 2023-12-26 22:33:33,922 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:40:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 1.2231, loss: 1.2231 2023-12-26 22:33:56,590 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:40:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.1948, loss: 1.1948 2023-12-26 22:34:19,188 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:40:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 1.1986, loss: 1.1986 2023-12-26 22:34:41,842 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:39:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 1.1794, loss: 1.1794 2023-12-26 22:35:04,411 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:39:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 1.2138, loss: 1.2138 2023-12-26 22:35:26,962 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:38:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 1.2661, loss: 1.2661 2023-12-26 22:35:49,541 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:38:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 1.2524, loss: 1.2524 2023-12-26 22:36:12,145 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:38:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 1.2771, loss: 1.2771 2023-12-26 22:36:34,844 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:37:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.1948, loss: 1.1948 2023-12-26 22:36:57,480 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:37:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 1.2029, loss: 1.2029 2023-12-26 22:36:59,262 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-26 22:38:17,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:38:17,526 - pyskl - INFO - top1_acc 0.8590 top5_acc 0.9794 2023-12-26 22:38:17,530 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_66.pth was removed 2023-12-26 22:38:17,665 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. 2023-12-26 22:38:17,666 - pyskl - INFO - Best top1_acc is 0.8590 at 72 epoch. 2023-12-26 22:38:17,670 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8590, top5_acc: 0.9794 2023-12-26 22:38:56,803 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:37:10, time: 0.391, data_time: 0.166, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 1.1731, loss: 1.1731 2023-12-26 22:39:19,403 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:36:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.1801, loss: 1.1801 2023-12-26 22:39:42,044 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:36:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 1.1489, loss: 1.1489 2023-12-26 22:40:04,641 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:35:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 1.2010, loss: 1.2010 2023-12-26 22:40:27,294 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:35:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 1.1643, loss: 1.1643 2023-12-26 22:40:49,945 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:35:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 1.1785, loss: 1.1785 2023-12-26 22:41:12,607 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:34:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.1718, loss: 1.1718 2023-12-26 22:41:35,255 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:34:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 1.2177, loss: 1.2177 2023-12-26 22:41:58,052 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:33:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.2619, loss: 1.2619 2023-12-26 22:42:20,685 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:33:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 1.2130, loss: 1.2130 2023-12-26 22:42:43,470 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:33:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.1504, loss: 1.1504 2023-12-26 22:43:06,186 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:32:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.1936, loss: 1.1936 2023-12-26 22:43:28,918 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:32:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 1.2103, loss: 1.2103 2023-12-26 22:43:51,710 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:32:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.2062, loss: 1.2062 2023-12-26 22:44:14,440 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:31:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 1.1479, loss: 1.1479 2023-12-26 22:44:37,070 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:31:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 1.1944, loss: 1.1944 2023-12-26 22:44:59,664 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:30:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 1.1990, loss: 1.1990 2023-12-26 22:45:22,402 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:30:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 1.2479, loss: 1.2479 2023-12-26 22:45:45,009 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:30:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 1.2431, loss: 1.2431 2023-12-26 22:46:07,657 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:29:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 1.1445, loss: 1.1445 2023-12-26 22:46:30,324 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:29:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 1.2111, loss: 1.2111 2023-12-26 22:46:52,959 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:28:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 1.2052, loss: 1.2052 2023-12-26 22:47:15,561 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:28:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.2278, loss: 1.2278 2023-12-26 22:47:38,199 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:28:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 1.2150, loss: 1.2150 2023-12-26 22:48:00,824 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:27:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 1.2003, loss: 1.2003 2023-12-26 22:48:02,594 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-26 22:49:20,640 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:49:20,712 - pyskl - INFO - top1_acc 0.8459 top5_acc 0.9753 2023-12-26 22:49:20,715 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8459, top5_acc: 0.9753 2023-12-26 22:50:00,243 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:27:28, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 1.1689, loss: 1.1689 2023-12-26 22:50:22,934 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:27:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.1035, loss: 1.1035 2023-12-26 22:50:45,543 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:26:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.1560, loss: 1.1560 2023-12-26 22:51:08,165 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:26:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 1.1885, loss: 1.1885 2023-12-26 22:51:30,860 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:25:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 1.1520, loss: 1.1520 2023-12-26 22:51:53,533 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:25:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 1.1769, loss: 1.1769 2023-12-26 22:52:16,220 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:25:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 1.2038, loss: 1.2038 2023-12-26 22:52:38,887 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:24:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 1.1985, loss: 1.1985 2023-12-26 22:53:01,532 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:24:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 1.1813, loss: 1.1813 2023-12-26 22:53:24,201 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:23:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 1.2137, loss: 1.2137 2023-12-26 22:53:46,899 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:23:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 1.2269, loss: 1.2269 2023-12-26 22:54:09,590 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:23:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.1843, loss: 1.1843 2023-12-26 22:54:32,281 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:22:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 1.2429, loss: 1.2429 2023-12-26 22:54:55,068 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:22:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.1725, loss: 1.1725 2023-12-26 22:55:17,781 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:21:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 1.1926, loss: 1.1926 2023-12-26 22:55:40,407 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:21:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.1569, loss: 1.1569 2023-12-26 22:56:03,040 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:21:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 1.2186, loss: 1.2186 2023-12-26 22:56:25,700 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:20:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 1.2275, loss: 1.2275 2023-12-26 22:56:48,359 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:20:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 1.1926, loss: 1.1926 2023-12-26 22:57:11,033 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:19:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 1.1928, loss: 1.1928 2023-12-26 22:57:33,734 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:19:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.2045, loss: 1.2045 2023-12-26 22:57:56,348 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:19:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 1.2413, loss: 1.2413 2023-12-26 22:58:19,012 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:18:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 1.2364, loss: 1.2364 2023-12-26 22:58:41,751 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:18:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9888, loss_cls: 1.2443, loss: 1.2443 2023-12-26 22:59:04,608 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:17:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 1.1900, loss: 1.1900 2023-12-26 22:59:06,380 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-26 23:00:24,357 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:00:24,427 - pyskl - INFO - top1_acc 0.8444 top5_acc 0.9776 2023-12-26 23:00:24,431 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8444, top5_acc: 0.9776 2023-12-26 23:01:04,425 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:17:47, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 1.1037, loss: 1.1037 2023-12-26 23:01:27,055 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:17:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 1.1634, loss: 1.1634 2023-12-26 23:01:49,593 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:16:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 1.1712, loss: 1.1712 2023-12-26 23:02:12,302 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:16:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 1.1831, loss: 1.1831 2023-12-26 23:02:34,998 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:16:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 1.1728, loss: 1.1728 2023-12-26 23:02:57,659 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:15:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.1357, loss: 1.1357 2023-12-26 23:03:20,339 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:15:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 1.1178, loss: 1.1178 2023-12-26 23:03:42,927 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:15:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.1699, loss: 1.1699 2023-12-26 23:04:05,481 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:14:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 1.1512, loss: 1.1512 2023-12-26 23:04:28,072 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:14:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 1.1817, loss: 1.1817 2023-12-26 23:04:50,616 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:13:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.1521, loss: 1.1521 2023-12-26 23:05:13,189 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:13:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 1.1813, loss: 1.1813 2023-12-26 23:05:35,752 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:13:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 1.2103, loss: 1.2103 2023-12-26 23:05:58,332 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:12:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9906, loss_cls: 1.2165, loss: 1.2165 2023-12-26 23:06:20,952 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:12:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 1.2398, loss: 1.2398 2023-12-26 23:06:43,576 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:11:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 1.1471, loss: 1.1471 2023-12-26 23:07:06,266 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:11:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 1.1572, loss: 1.1572 2023-12-26 23:07:28,965 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:11:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 1.1730, loss: 1.1730 2023-12-26 23:07:51,637 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:10:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 1.2023, loss: 1.2023 2023-12-26 23:08:14,316 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:10:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 1.1745, loss: 1.1745 2023-12-26 23:08:37,000 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:09:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.1709, loss: 1.1709 2023-12-26 23:08:59,660 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:09:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 1.2181, loss: 1.2181 2023-12-26 23:09:22,356 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:09:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 1.2185, loss: 1.2185 2023-12-26 23:09:45,067 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:08:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 1.2158, loss: 1.2158 2023-12-26 23:10:07,623 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:08:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 1.2475, loss: 1.2475 2023-12-26 23:10:09,354 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-26 23:11:26,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:11:26,976 - pyskl - INFO - top1_acc 0.8374 top5_acc 0.9756 2023-12-26 23:11:26,979 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8374, top5_acc: 0.9756 2023-12-26 23:12:06,486 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:08:04, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.1455, loss: 1.1455 2023-12-26 23:12:29,157 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:07:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 1.1645, loss: 1.1645 2023-12-26 23:12:51,841 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:07:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 1.1663, loss: 1.1663 2023-12-26 23:13:14,492 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:06:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.1612, loss: 1.1612 2023-12-26 23:13:37,101 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:06:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 1.1217, loss: 1.1217 2023-12-26 23:13:59,697 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:06:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 1.1566, loss: 1.1566 2023-12-26 23:14:22,279 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:05:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 1.1554, loss: 1.1554 2023-12-26 23:14:44,918 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:05:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 1.1518, loss: 1.1518 2023-12-26 23:15:07,597 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:04:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.1791, loss: 1.1791 2023-12-26 23:15:30,329 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:04:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.1644, loss: 1.1644 2023-12-26 23:15:53,111 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:04:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 1.1564, loss: 1.1564 2023-12-26 23:16:15,831 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:03:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 1.1767, loss: 1.1767 2023-12-26 23:16:38,702 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:03:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 1.1816, loss: 1.1816 2023-12-26 23:17:01,491 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:02:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 1.1383, loss: 1.1383 2023-12-26 23:17:24,155 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:02:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.2338, loss: 1.2338 2023-12-26 23:17:46,818 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:02:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 1.1723, loss: 1.1723 2023-12-26 23:18:09,511 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:01:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 1.1914, loss: 1.1914 2023-12-26 23:18:32,150 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:01:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 1.1833, loss: 1.1833 2023-12-26 23:18:54,835 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:00:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 1.2308, loss: 1.2308 2023-12-26 23:19:17,532 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:00:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9800, loss_cls: 1.1878, loss: 1.1878 2023-12-26 23:19:40,142 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:00:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 1.1944, loss: 1.1944 2023-12-26 23:20:02,837 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 11:59:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 1.2239, loss: 1.2239 2023-12-26 23:20:25,623 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 11:59:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 1.1253, loss: 1.1253 2023-12-26 23:20:48,376 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 11:58:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 1.2020, loss: 1.2020 2023-12-26 23:21:11,218 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 11:58:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 1.1975, loss: 1.1975 2023-12-26 23:21:13,016 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-26 23:22:30,957 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:22:31,026 - pyskl - INFO - top1_acc 0.8398 top5_acc 0.9768 2023-12-26 23:22:31,030 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8398, top5_acc: 0.9768 2023-12-26 23:23:10,810 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 11:58:23, time: 0.398, data_time: 0.171, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 1.1413, loss: 1.1413 2023-12-26 23:23:33,443 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 11:57:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.1823, loss: 1.1823 2023-12-26 23:23:56,066 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 11:57:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 1.1818, loss: 1.1818 2023-12-26 23:24:18,678 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 11:57:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 1.1868, loss: 1.1868 2023-12-26 23:24:41,478 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 11:56:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.1451, loss: 1.1451 2023-12-26 23:25:04,199 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 11:56:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 1.1504, loss: 1.1504 2023-12-26 23:25:26,849 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 11:56:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.1333, loss: 1.1333 2023-12-26 23:25:49,610 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 11:55:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 1.1676, loss: 1.1676 2023-12-26 23:26:12,361 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 11:55:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 1.1885, loss: 1.1885 2023-12-26 23:26:35,046 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 11:54:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.1859, loss: 1.1859 2023-12-26 23:26:57,708 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 11:54:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.2071, loss: 1.2071 2023-12-26 23:27:20,410 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 11:54:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 1.1767, loss: 1.1767 2023-12-26 23:27:43,262 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 11:53:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 1.1875, loss: 1.1875 2023-12-26 23:28:06,076 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 11:53:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.1799, loss: 1.1799 2023-12-26 23:28:28,785 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 11:52:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 1.1636, loss: 1.1636 2023-12-26 23:28:51,485 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 11:52:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 1.2001, loss: 1.2001 2023-12-26 23:29:14,225 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 11:52:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 1.1549, loss: 1.1549 2023-12-26 23:29:37,090 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 11:51:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.1317, loss: 1.1317 2023-12-26 23:29:59,671 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 11:51:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9806, loss_cls: 1.1765, loss: 1.1765 2023-12-26 23:30:22,251 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 11:50:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 1.1783, loss: 1.1783 2023-12-26 23:30:44,827 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 11:50:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 1.1702, loss: 1.1702 2023-12-26 23:31:07,416 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 11:50:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 1.1734, loss: 1.1734 2023-12-26 23:31:30,096 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 11:49:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 1.1875, loss: 1.1875 2023-12-26 23:31:52,774 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 11:49:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 1.1659, loss: 1.1659 2023-12-26 23:32:15,409 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 11:48:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 1.2235, loss: 1.2235 2023-12-26 23:32:17,161 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-26 23:33:34,773 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:33:34,843 - pyskl - INFO - top1_acc 0.8337 top5_acc 0.9714 2023-12-26 23:33:34,847 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8337, top5_acc: 0.9714 2023-12-26 23:34:14,201 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 11:48:41, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.1324, loss: 1.1324 2023-12-26 23:34:36,786 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 11:48:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 1.1732, loss: 1.1732 2023-12-26 23:34:59,391 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 11:47:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.1286, loss: 1.1286 2023-12-26 23:35:21,996 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 11:47:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.1369, loss: 1.1369 2023-12-26 23:35:44,606 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:47:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.1341, loss: 1.1341 2023-12-26 23:36:07,247 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:46:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 1.1616, loss: 1.1616 2023-12-26 23:36:29,850 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:46:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 1.1645, loss: 1.1645 2023-12-26 23:36:52,427 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:45:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 1.1793, loss: 1.1793 2023-12-26 23:37:15,003 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:45:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 1.2012, loss: 1.2012 2023-12-26 23:37:37,575 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:45:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 1.1319, loss: 1.1319 2023-12-26 23:38:00,110 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:44:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 1.1863, loss: 1.1863 2023-12-26 23:38:22,750 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:44:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 1.1654, loss: 1.1654 2023-12-26 23:38:45,473 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:43:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.1740, loss: 1.1740 2023-12-26 23:39:08,148 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:43:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 1.1686, loss: 1.1686 2023-12-26 23:39:30,851 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:43:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 1.1453, loss: 1.1453 2023-12-26 23:39:53,579 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:42:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.1839, loss: 1.1839 2023-12-26 23:40:16,363 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:42:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 1.1919, loss: 1.1919 2023-12-26 23:40:39,073 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:41:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 1.1659, loss: 1.1659 2023-12-26 23:41:01,769 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:41:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 1.1575, loss: 1.1575 2023-12-26 23:41:24,351 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:41:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 1.1941, loss: 1.1941 2023-12-26 23:41:47,028 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:40:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 1.2073, loss: 1.2073 2023-12-26 23:42:09,778 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:40:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 1.1709, loss: 1.1709 2023-12-26 23:42:32,478 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:39:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 1.2191, loss: 1.2191 2023-12-26 23:42:55,122 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:39:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 1.1369, loss: 1.1369 2023-12-26 23:43:17,915 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:39:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 1.1673, loss: 1.1673 2023-12-26 23:43:19,740 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-26 23:44:37,315 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:44:37,388 - pyskl - INFO - top1_acc 0.8465 top5_acc 0.9736 2023-12-26 23:44:37,392 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8465, top5_acc: 0.9736 2023-12-26 23:45:16,781 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:38:59, time: 0.394, data_time: 0.167, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9962, loss_cls: 1.1271, loss: 1.1271 2023-12-26 23:45:39,384 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:38:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.1378, loss: 1.1378 2023-12-26 23:46:01,971 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:38:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 1.1278, loss: 1.1278 2023-12-26 23:46:24,617 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:37:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 1.1170, loss: 1.1170 2023-12-26 23:46:47,254 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:37:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 1.1320, loss: 1.1320 2023-12-26 23:47:09,870 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:37:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 1.1658, loss: 1.1658 2023-12-26 23:47:32,434 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:36:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.1690, loss: 1.1690 2023-12-26 23:47:55,061 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:36:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.1727, loss: 1.1727 2023-12-26 23:48:17,694 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:35:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 1.0967, loss: 1.0967 2023-12-26 23:48:40,332 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:35:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 1.2109, loss: 1.2109 2023-12-26 23:49:03,067 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:35:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 1.2138, loss: 1.2138 2023-12-26 23:49:25,766 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:34:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 1.1610, loss: 1.1610 2023-12-26 23:49:48,391 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:34:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.1651, loss: 1.1651 2023-12-26 23:50:11,035 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:33:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.1929, loss: 1.1929 2023-12-26 23:50:33,826 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:33:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 1.1584, loss: 1.1584 2023-12-26 23:50:56,591 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:33:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.1597, loss: 1.1597 2023-12-26 23:51:19,399 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:32:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.1623, loss: 1.1623 2023-12-26 23:51:42,146 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:32:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 1.2073, loss: 1.2073 2023-12-26 23:52:04,731 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:31:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 1.2077, loss: 1.2077 2023-12-26 23:52:27,325 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:31:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.1690, loss: 1.1690 2023-12-26 23:52:49,898 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:31:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.1886, loss: 1.1886 2023-12-26 23:53:12,520 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:30:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 1.1689, loss: 1.1689 2023-12-26 23:53:35,280 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:30:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.1642, loss: 1.1642 2023-12-26 23:53:57,999 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:29:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.1578, loss: 1.1578 2023-12-26 23:54:20,663 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:29:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 1.1684, loss: 1.1684 2023-12-26 23:54:22,419 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-26 23:55:40,377 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:55:40,447 - pyskl - INFO - top1_acc 0.8569 top5_acc 0.9780 2023-12-26 23:55:40,451 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8569, top5_acc: 0.9780 2023-12-26 23:56:19,733 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:29:16, time: 0.393, data_time: 0.166, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 1.1203, loss: 1.1203 2023-12-26 23:56:42,341 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:28:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 1.1142, loss: 1.1142 2023-12-26 23:57:04,997 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:28:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 1.1672, loss: 1.1672 2023-12-26 23:57:27,648 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:28:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 1.1642, loss: 1.1642 2023-12-26 23:57:50,337 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:27:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 1.1689, loss: 1.1689 2023-12-26 23:58:13,028 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:27:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 1.1824, loss: 1.1824 2023-12-26 23:58:35,662 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:26:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.1612, loss: 1.1612 2023-12-26 23:58:58,271 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:26:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 1.1348, loss: 1.1348 2023-12-26 23:59:20,911 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:26:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 1.1893, loss: 1.1893 2023-12-26 23:59:43,595 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:25:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.1728, loss: 1.1728 2023-12-27 00:00:06,319 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:25:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 1.1709, loss: 1.1709 2023-12-27 00:00:29,036 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:24:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 1.1447, loss: 1.1447 2023-12-27 00:00:51,756 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:24:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 1.1782, loss: 1.1782 2023-12-27 00:01:14,322 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:24:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 1.1796, loss: 1.1796 2023-12-27 00:01:36,839 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:23:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 1.1492, loss: 1.1492 2023-12-27 00:01:59,487 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:23:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 1.1583, loss: 1.1583 2023-12-27 00:02:22,198 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:22:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 1.1901, loss: 1.1901 2023-12-27 00:02:44,810 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:22:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 1.1655, loss: 1.1655 2023-12-27 00:03:07,417 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:22:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 1.1801, loss: 1.1801 2023-12-27 00:03:29,999 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:21:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 1.1542, loss: 1.1542 2023-12-27 00:03:52,565 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:21:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 1.1210, loss: 1.1210 2023-12-27 00:04:15,155 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:20:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 1.1701, loss: 1.1701 2023-12-27 00:04:37,814 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:20:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 1.1614, loss: 1.1614 2023-12-27 00:05:00,455 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:20:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.1300, loss: 1.1300 2023-12-27 00:05:23,081 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:19:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 1.2032, loss: 1.2032 2023-12-27 00:05:24,812 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-27 00:06:42,467 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:06:42,537 - pyskl - INFO - top1_acc 0.8326 top5_acc 0.9759 2023-12-27 00:06:42,540 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8326, top5_acc: 0.9759 2023-12-27 00:07:21,549 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:19:33, time: 0.390, data_time: 0.164, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 1.1541, loss: 1.1541 2023-12-27 00:07:44,206 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:19:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 1.1384, loss: 1.1384 2023-12-27 00:08:06,777 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:18:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 1.1410, loss: 1.1410 2023-12-27 00:08:29,401 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:18:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 1.1457, loss: 1.1457 2023-12-27 00:08:52,014 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:17:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 1.1431, loss: 1.1431 2023-12-27 00:09:14,564 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:17:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 1.1088, loss: 1.1088 2023-12-27 00:09:37,128 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:17:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 1.1677, loss: 1.1677 2023-12-27 00:09:59,682 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:16:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.1734, loss: 1.1734 2023-12-27 00:10:22,259 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:16:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 1.1591, loss: 1.1591 2023-12-27 00:10:44,852 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:15:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 1.1007, loss: 1.1007 2023-12-27 00:11:07,425 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:15:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9925, loss_cls: 1.1857, loss: 1.1857 2023-12-27 00:11:30,032 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:15:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 1.1621, loss: 1.1621 2023-12-27 00:11:52,595 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:14:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 1.1506, loss: 1.1506 2023-12-27 00:12:15,136 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:14:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.1559, loss: 1.1559 2023-12-27 00:12:37,715 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:13:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.1766, loss: 1.1766 2023-12-27 00:13:00,377 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:13:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 1.1239, loss: 1.1239 2023-12-27 00:13:22,987 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:13:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 1.1663, loss: 1.1663 2023-12-27 00:13:45,635 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:12:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 1.1193, loss: 1.1193 2023-12-27 00:14:08,263 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:12:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 1.1988, loss: 1.1988 2023-12-27 00:14:30,910 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:12:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.1481, loss: 1.1481 2023-12-27 00:14:53,550 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:11:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 1.1311, loss: 1.1311 2023-12-27 00:15:16,135 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:11:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 1.1690, loss: 1.1690 2023-12-27 00:15:38,783 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:10:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 1.1557, loss: 1.1557 2023-12-27 00:16:01,455 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:10:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 1.1651, loss: 1.1651 2023-12-27 00:16:24,120 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:10:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.1730, loss: 1.1730 2023-12-27 00:16:25,859 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-27 00:17:43,620 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:17:43,690 - pyskl - INFO - top1_acc 0.8589 top5_acc 0.9786 2023-12-27 00:17:43,694 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8589, top5_acc: 0.9786 2023-12-27 00:18:22,976 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:09:49, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 1.1425, loss: 1.1425 2023-12-27 00:18:45,558 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:09:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.1388, loss: 1.1388 2023-12-27 00:19:08,197 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:09:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.1522, loss: 1.1522 2023-12-27 00:19:30,908 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:08:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 1.1450, loss: 1.1450 2023-12-27 00:19:53,608 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:08:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 1.1170, loss: 1.1170 2023-12-27 00:20:16,232 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:07:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.1503, loss: 1.1503 2023-12-27 00:20:38,894 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:07:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 1.1368, loss: 1.1368 2023-12-27 00:21:01,499 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:07:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 1.1302, loss: 1.1302 2023-12-27 00:21:24,101 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:06:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 1.1180, loss: 1.1180 2023-12-27 00:21:46,773 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:06:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 1.1727, loss: 1.1727 2023-12-27 00:22:09,383 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:05:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 1.1453, loss: 1.1453 2023-12-27 00:22:32,060 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:05:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 1.1350, loss: 1.1350 2023-12-27 00:22:54,701 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:05:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 1.1450, loss: 1.1450 2023-12-27 00:23:17,375 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:04:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.1551, loss: 1.1551 2023-12-27 00:23:40,205 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:04:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.1265, loss: 1.1265 2023-12-27 00:24:02,982 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:03:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.1495, loss: 1.1495 2023-12-27 00:24:25,592 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:03:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.1586, loss: 1.1586 2023-12-27 00:24:48,319 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:03:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 1.1773, loss: 1.1773 2023-12-27 00:25:10,975 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:02:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.1487, loss: 1.1487 2023-12-27 00:25:33,577 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:02:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 1.1438, loss: 1.1438 2023-12-27 00:25:56,276 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:01:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 1.1972, loss: 1.1972 2023-12-27 00:26:18,932 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:01:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.1539, loss: 1.1539 2023-12-27 00:26:41,595 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:01:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 1.1530, loss: 1.1530 2023-12-27 00:27:04,257 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:00:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.1491, loss: 1.1491 2023-12-27 00:27:26,812 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:00:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 1.0853, loss: 1.0853 2023-12-27 00:27:28,575 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-27 00:28:46,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:28:46,539 - pyskl - INFO - top1_acc 0.8613 top5_acc 0.9779 2023-12-27 00:28:46,544 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_72.pth was removed 2023-12-27 00:28:46,685 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. 2023-12-27 00:28:46,686 - pyskl - INFO - Best top1_acc is 0.8613 at 82 epoch. 2023-12-27 00:28:46,690 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8613, top5_acc: 0.9779 2023-12-27 00:29:26,448 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:00:07, time: 0.398, data_time: 0.170, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.1170, loss: 1.1170 2023-12-27 00:29:49,088 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 10:59:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 1.1297, loss: 1.1297 2023-12-27 00:30:11,761 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 10:59:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 1.1182, loss: 1.1182 2023-12-27 00:30:34,417 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 10:58:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 1.1276, loss: 1.1276 2023-12-27 00:30:57,077 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 10:58:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 1.1536, loss: 1.1536 2023-12-27 00:31:19,670 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 10:58:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 1.1139, loss: 1.1139 2023-12-27 00:31:42,348 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 10:57:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 1.1452, loss: 1.1452 2023-12-27 00:32:05,107 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 10:57:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 1.1395, loss: 1.1395 2023-12-27 00:32:27,750 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 10:56:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 1.1112, loss: 1.1112 2023-12-27 00:32:50,428 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 10:56:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.1378, loss: 1.1378 2023-12-27 00:33:13,113 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 10:56:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.1565, loss: 1.1565 2023-12-27 00:33:35,944 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 10:55:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.0961, loss: 1.0961 2023-12-27 00:33:58,660 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 10:55:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 1.1606, loss: 1.1606 2023-12-27 00:34:21,263 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 10:54:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 1.1923, loss: 1.1923 2023-12-27 00:34:43,854 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 10:54:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 1.1464, loss: 1.1464 2023-12-27 00:35:06,563 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 10:54:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.1236, loss: 1.1236 2023-12-27 00:35:29,232 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 10:53:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 1.1282, loss: 1.1282 2023-12-27 00:35:51,796 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 10:53:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 1.1782, loss: 1.1782 2023-12-27 00:36:14,352 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 10:53:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.1832, loss: 1.1832 2023-12-27 00:36:36,893 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 10:52:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 1.1296, loss: 1.1296 2023-12-27 00:36:59,486 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 10:52:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 1.1435, loss: 1.1435 2023-12-27 00:37:22,239 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 10:51:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.1204, loss: 1.1204 2023-12-27 00:37:44,957 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 10:51:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 1.1695, loss: 1.1695 2023-12-27 00:38:07,593 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 10:51:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 1.1746, loss: 1.1746 2023-12-27 00:38:30,395 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 10:50:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.1404, loss: 1.1404 2023-12-27 00:38:32,195 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-27 00:39:49,870 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:39:49,941 - pyskl - INFO - top1_acc 0.8584 top5_acc 0.9798 2023-12-27 00:39:49,944 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8584, top5_acc: 0.9798 2023-12-27 00:40:29,409 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 10:50:25, time: 0.395, data_time: 0.168, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.1121, loss: 1.1121 2023-12-27 00:40:52,040 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 10:50:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.0826, loss: 1.0826 2023-12-27 00:41:14,629 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 10:49:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 1.1053, loss: 1.1053 2023-12-27 00:41:37,270 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 10:49:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 1.1406, loss: 1.1406 2023-12-27 00:41:59,964 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 10:48:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 1.0947, loss: 1.0947 2023-12-27 00:42:22,642 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 10:48:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.1213, loss: 1.1213 2023-12-27 00:42:45,228 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 10:48:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.1635, loss: 1.1635 2023-12-27 00:43:07,780 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:47:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 1.1319, loss: 1.1319 2023-12-27 00:43:30,348 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:47:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 1.1324, loss: 1.1324 2023-12-27 00:43:52,988 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:46:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.1529, loss: 1.1529 2023-12-27 00:44:15,642 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:46:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 1.1307, loss: 1.1307 2023-12-27 00:44:38,118 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:46:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.1181, loss: 1.1181 2023-12-27 00:45:00,655 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:45:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 1.1297, loss: 1.1297 2023-12-27 00:45:23,228 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:45:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 1.1211, loss: 1.1211 2023-12-27 00:45:45,881 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:44:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 1.1945, loss: 1.1945 2023-12-27 00:46:08,563 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:44:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 1.1865, loss: 1.1865 2023-12-27 00:46:31,159 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:44:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9856, loss_cls: 1.1105, loss: 1.1105 2023-12-27 00:46:53,743 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:43:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 1.1467, loss: 1.1467 2023-12-27 00:47:16,329 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:43:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 1.1107, loss: 1.1107 2023-12-27 00:47:38,948 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:42:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 1.1469, loss: 1.1469 2023-12-27 00:48:01,533 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:42:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.1016, loss: 1.1016 2023-12-27 00:48:24,145 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:42:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.1268, loss: 1.1268 2023-12-27 00:48:46,776 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:41:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.1631, loss: 1.1631 2023-12-27 00:49:09,406 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:41:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 1.1158, loss: 1.1158 2023-12-27 00:49:32,039 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:40:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 1.1705, loss: 1.1705 2023-12-27 00:49:33,787 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-27 00:50:51,429 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:50:51,498 - pyskl - INFO - top1_acc 0.8426 top5_acc 0.9776 2023-12-27 00:50:51,501 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8426, top5_acc: 0.9776 2023-12-27 00:51:31,063 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:40:42, time: 0.396, data_time: 0.170, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.1531, loss: 1.1531 2023-12-27 00:51:53,557 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:40:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 1.1359, loss: 1.1359 2023-12-27 00:52:16,035 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:39:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.1168, loss: 1.1168 2023-12-27 00:52:38,530 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:39:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 1.1080, loss: 1.1080 2023-12-27 00:53:01,054 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:39:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 1.0967, loss: 1.0967 2023-12-27 00:53:23,599 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:38:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 1.1232, loss: 1.1232 2023-12-27 00:53:46,253 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:38:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 1.1325, loss: 1.1325 2023-12-27 00:54:08,896 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:37:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 1.1818, loss: 1.1818 2023-12-27 00:54:31,479 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:37:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9950, loss_cls: 1.1124, loss: 1.1124 2023-12-27 00:54:54,122 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:37:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 1.1087, loss: 1.1087 2023-12-27 00:55:16,900 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:36:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9881, loss_cls: 1.0838, loss: 1.0838 2023-12-27 00:55:39,730 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:36:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 1.1025, loss: 1.1025 2023-12-27 00:56:02,577 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:35:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 1.1215, loss: 1.1215 2023-12-27 00:56:25,216 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:35:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.1516, loss: 1.1516 2023-12-27 00:56:47,900 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:35:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 1.1488, loss: 1.1488 2023-12-27 00:57:10,630 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:34:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.1455, loss: 1.1455 2023-12-27 00:57:33,288 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:34:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.1217, loss: 1.1217 2023-12-27 00:57:55,873 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:33:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 1.1408, loss: 1.1408 2023-12-27 00:58:18,450 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:33:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 1.1288, loss: 1.1288 2023-12-27 00:58:41,178 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:33:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.1092, loss: 1.1092 2023-12-27 00:59:03,787 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:32:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 1.1666, loss: 1.1666 2023-12-27 00:59:26,530 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:32:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 1.1360, loss: 1.1360 2023-12-27 00:59:49,216 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:32:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 1.1323, loss: 1.1323 2023-12-27 01:00:12,008 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:31:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 1.1682, loss: 1.1682 2023-12-27 01:00:34,809 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:31:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 1.1222, loss: 1.1222 2023-12-27 01:00:36,617 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-27 01:01:54,542 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:01:54,617 - pyskl - INFO - top1_acc 0.8552 top5_acc 0.9784 2023-12-27 01:01:54,621 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8552, top5_acc: 0.9784 2023-12-27 01:02:35,354 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:31:00, time: 0.407, data_time: 0.179, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 1.1216, loss: 1.1216 2023-12-27 01:02:58,033 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:30:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.0918, loss: 1.0918 2023-12-27 01:03:20,861 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:30:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 1.1215, loss: 1.1215 2023-12-27 01:03:43,490 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:29:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 1.1400, loss: 1.1400 2023-12-27 01:04:06,086 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:29:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 1.0873, loss: 1.0873 2023-12-27 01:04:28,686 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:29:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 1.0775, loss: 1.0775 2023-12-27 01:04:51,291 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:28:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 1.0813, loss: 1.0813 2023-12-27 01:05:13,936 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:28:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 1.1171, loss: 1.1171 2023-12-27 01:05:36,591 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:27:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.1388, loss: 1.1388 2023-12-27 01:05:59,323 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:27:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.1032, loss: 1.1032 2023-12-27 01:06:22,024 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:27:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 1.1491, loss: 1.1491 2023-12-27 01:06:44,741 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:26:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.1156, loss: 1.1156 2023-12-27 01:07:07,454 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:26:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 1.1052, loss: 1.1052 2023-12-27 01:07:30,106 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:25:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.1353, loss: 1.1353 2023-12-27 01:07:52,864 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:25:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 1.1170, loss: 1.1170 2023-12-27 01:08:15,534 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:25:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 1.1387, loss: 1.1387 2023-12-27 01:08:38,205 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:24:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.0865, loss: 1.0865 2023-12-27 01:09:00,865 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:24:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 1.1541, loss: 1.1541 2023-12-27 01:09:23,450 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:23:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 1.1155, loss: 1.1155 2023-12-27 01:09:46,045 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:23:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 1.1298, loss: 1.1298 2023-12-27 01:10:08,675 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:23:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 1.0838, loss: 1.0838 2023-12-27 01:10:31,320 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:22:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 1.1115, loss: 1.1115 2023-12-27 01:10:53,959 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:22:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 1.1208, loss: 1.1208 2023-12-27 01:11:16,624 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:21:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 1.1758, loss: 1.1758 2023-12-27 01:11:39,315 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:21:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 1.1712, loss: 1.1712 2023-12-27 01:11:41,095 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-27 01:12:59,146 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:12:59,221 - pyskl - INFO - top1_acc 0.8619 top5_acc 0.9796 2023-12-27 01:12:59,225 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_82.pth was removed 2023-12-27 01:12:59,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2023-12-27 01:12:59,365 - pyskl - INFO - Best top1_acc is 0.8619 at 86 epoch. 2023-12-27 01:12:59,369 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8619, top5_acc: 0.9796 2023-12-27 01:13:39,582 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:21:18, time: 0.402, data_time: 0.176, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 1.1206, loss: 1.1206 2023-12-27 01:14:02,224 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:20:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.0930, loss: 1.0930 2023-12-27 01:14:24,856 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:20:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9981, loss_cls: 1.0734, loss: 1.0734 2023-12-27 01:14:47,474 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:20:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.0790, loss: 1.0790 2023-12-27 01:15:10,075 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:19:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 1.0933, loss: 1.0933 2023-12-27 01:15:32,670 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:19:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 1.0977, loss: 1.0977 2023-12-27 01:15:55,279 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:18:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 1.1104, loss: 1.1104 2023-12-27 01:16:17,967 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:18:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 1.1347, loss: 1.1347 2023-12-27 01:16:40,565 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:18:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.0972, loss: 1.0972 2023-12-27 01:17:03,252 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:17:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 1.1214, loss: 1.1214 2023-12-27 01:17:25,897 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:17:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 1.1129, loss: 1.1129 2023-12-27 01:17:48,654 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:16:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 1.1351, loss: 1.1351 2023-12-27 01:18:11,358 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:16:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 1.1359, loss: 1.1359 2023-12-27 01:18:34,112 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:16:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9850, loss_cls: 1.1360, loss: 1.1360 2023-12-27 01:18:56,838 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:15:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9931, loss_cls: 1.1538, loss: 1.1538 2023-12-27 01:19:19,566 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:15:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 1.1403, loss: 1.1403 2023-12-27 01:19:42,195 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:14:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 1.1454, loss: 1.1454 2023-12-27 01:20:04,881 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:14:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 1.1246, loss: 1.1246 2023-12-27 01:20:27,555 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:14:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.0902, loss: 1.0902 2023-12-27 01:20:50,234 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:13:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.1127, loss: 1.1127 2023-12-27 01:21:12,862 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:13:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.0757, loss: 1.0757 2023-12-27 01:21:35,553 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:13:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.1447, loss: 1.1447 2023-12-27 01:21:58,175 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:12:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 1.1269, loss: 1.1269 2023-12-27 01:22:20,743 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:12:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 1.1045, loss: 1.1045 2023-12-27 01:22:43,518 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:11:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.1215, loss: 1.1215 2023-12-27 01:22:45,307 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-27 01:24:02,888 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:24:02,958 - pyskl - INFO - top1_acc 0.8587 top5_acc 0.9794 2023-12-27 01:24:02,961 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8587, top5_acc: 0.9794 2023-12-27 01:24:43,168 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:11:36, time: 0.402, data_time: 0.174, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.0707, loss: 1.0707 2023-12-27 01:25:05,671 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:11:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.1075, loss: 1.1075 2023-12-27 01:25:28,196 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:10:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.1118, loss: 1.1118 2023-12-27 01:25:50,763 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:10:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 1.1467, loss: 1.1467 2023-12-27 01:26:13,378 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:10:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.1359, loss: 1.1359 2023-12-27 01:26:36,032 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:09:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 1.1002, loss: 1.1002 2023-12-27 01:26:58,726 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:09:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.1021, loss: 1.1021 2023-12-27 01:27:21,397 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:08:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 1.0928, loss: 1.0928 2023-12-27 01:27:43,972 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:08:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 1.1026, loss: 1.1026 2023-12-27 01:28:06,647 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:08:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 1.1388, loss: 1.1388 2023-12-27 01:28:29,267 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:07:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 1.1263, loss: 1.1263 2023-12-27 01:28:51,912 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:07:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 1.1319, loss: 1.1319 2023-12-27 01:29:14,570 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:06:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.1198, loss: 1.1198 2023-12-27 01:29:37,276 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:06:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.0500, loss: 1.0500 2023-12-27 01:30:00,062 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:06:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 1.1048, loss: 1.1048 2023-12-27 01:30:22,690 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:05:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 1.1117, loss: 1.1117 2023-12-27 01:30:45,313 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:05:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 1.1291, loss: 1.1291 2023-12-27 01:31:08,013 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:04:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.1224, loss: 1.1224 2023-12-27 01:31:30,572 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:04:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 1.1482, loss: 1.1482 2023-12-27 01:31:53,261 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:04:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.1065, loss: 1.1065 2023-12-27 01:32:16,001 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:03:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 1.1072, loss: 1.1072 2023-12-27 01:32:38,798 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:03:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 1.1431, loss: 1.1431 2023-12-27 01:33:01,567 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:02:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 1.1149, loss: 1.1149 2023-12-27 01:33:24,245 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:02:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 1.1262, loss: 1.1262 2023-12-27 01:33:46,957 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:02:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.1304, loss: 1.1304 2023-12-27 01:33:48,747 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-27 01:35:06,202 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:35:06,272 - pyskl - INFO - top1_acc 0.8502 top5_acc 0.9793 2023-12-27 01:35:06,276 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8502, top5_acc: 0.9793 2023-12-27 01:35:46,083 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:01:54, time: 0.398, data_time: 0.171, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 1.1126, loss: 1.1126 2023-12-27 01:36:08,720 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:01:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 1.0906, loss: 1.0906 2023-12-27 01:36:31,349 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:01:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.0958, loss: 1.0958 2023-12-27 01:36:53,933 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:00:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.0476, loss: 1.0476 2023-12-27 01:37:16,605 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:00:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 1.0937, loss: 1.0937 2023-12-27 01:37:39,280 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 9:59:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 1.1031, loss: 1.1031 2023-12-27 01:38:02,103 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 9:59:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 1.1328, loss: 1.1328 2023-12-27 01:38:24,720 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 9:59:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 1.0979, loss: 1.0979 2023-12-27 01:38:47,374 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 9:58:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.0774, loss: 1.0774 2023-12-27 01:39:10,044 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 9:58:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 1.1076, loss: 1.1076 2023-12-27 01:39:32,690 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 9:57:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 1.1141, loss: 1.1141 2023-12-27 01:39:55,441 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 9:57:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.0794, loss: 1.0794 2023-12-27 01:40:18,066 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 9:57:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.1168, loss: 1.1168 2023-12-27 01:40:40,796 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 9:56:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.1514, loss: 1.1514 2023-12-27 01:41:03,459 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 9:56:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 1.1134, loss: 1.1134 2023-12-27 01:41:26,055 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 9:55:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 1.1241, loss: 1.1241 2023-12-27 01:41:48,616 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 9:55:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.1086, loss: 1.1086 2023-12-27 01:42:11,220 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 9:55:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 1.0937, loss: 1.0937 2023-12-27 01:42:33,832 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 9:54:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 1.1165, loss: 1.1165 2023-12-27 01:42:56,462 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 9:54:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 1.0952, loss: 1.0952 2023-12-27 01:43:19,163 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 9:54:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.1183, loss: 1.1183 2023-12-27 01:43:41,818 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 9:53:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 1.1134, loss: 1.1134 2023-12-27 01:44:04,482 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 9:53:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.1269, loss: 1.1269 2023-12-27 01:44:27,129 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 9:52:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.1350, loss: 1.1350 2023-12-27 01:44:49,860 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 9:52:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.1269, loss: 1.1269 2023-12-27 01:44:51,680 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-27 01:46:09,313 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:46:09,384 - pyskl - INFO - top1_acc 0.8414 top5_acc 0.9754 2023-12-27 01:46:09,387 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8414, top5_acc: 0.9754 2023-12-27 01:46:49,265 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 9:52:12, time: 0.399, data_time: 0.172, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.0929, loss: 1.0929 2023-12-27 01:47:11,821 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 9:51:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.0888, loss: 1.0888 2023-12-27 01:47:34,357 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 9:51:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 1.1014, loss: 1.1014 2023-12-27 01:47:56,964 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 9:51:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.0575, loss: 1.0575 2023-12-27 01:48:19,497 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 9:50:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.0826, loss: 1.0826 2023-12-27 01:48:42,032 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 9:50:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.0946, loss: 1.0946 2023-12-27 01:49:04,538 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 9:49:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.0551, loss: 1.0551 2023-12-27 01:49:27,085 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 9:49:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 1.0826, loss: 1.0826 2023-12-27 01:49:49,652 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 9:49:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.0892, loss: 1.0892 2023-12-27 01:50:12,235 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:48:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 1.0875, loss: 1.0875 2023-12-27 01:50:34,951 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:48:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.1043, loss: 1.1043 2023-12-27 01:50:57,667 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:47:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 1.0966, loss: 1.0966 2023-12-27 01:51:20,315 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:47:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 1.0966, loss: 1.0966 2023-12-27 01:51:42,909 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:47:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 1.1161, loss: 1.1161 2023-12-27 01:52:05,508 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:46:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 1.1155, loss: 1.1155 2023-12-27 01:52:28,158 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:46:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 1.1063, loss: 1.1063 2023-12-27 01:52:50,783 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:45:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.0995, loss: 1.0995 2023-12-27 01:53:13,314 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:45:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 1.1245, loss: 1.1245 2023-12-27 01:53:35,869 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:45:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.0711, loss: 1.0711 2023-12-27 01:53:58,386 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:44:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 1.1133, loss: 1.1133 2023-12-27 01:54:21,008 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:44:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 1.0958, loss: 1.0958 2023-12-27 01:54:43,756 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:43:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 1.0985, loss: 1.0985 2023-12-27 01:55:06,499 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:43:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 1.1006, loss: 1.1006 2023-12-27 01:55:29,093 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:43:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 1.1331, loss: 1.1331 2023-12-27 01:55:51,788 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:42:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9888, loss_cls: 1.0601, loss: 1.0601 2023-12-27 01:55:53,560 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-27 01:57:11,074 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:57:11,143 - pyskl - INFO - top1_acc 0.8706 top5_acc 0.9795 2023-12-27 01:57:11,147 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_86.pth was removed 2023-12-27 01:57:11,277 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. 2023-12-27 01:57:11,277 - pyskl - INFO - Best top1_acc is 0.8706 at 90 epoch. 2023-12-27 01:57:11,281 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8706, top5_acc: 0.9795 2023-12-27 01:57:50,940 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:42:28, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.0665, loss: 1.0665 2023-12-27 01:58:13,480 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:42:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 1.0801, loss: 1.0801 2023-12-27 01:58:36,062 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:41:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.0640, loss: 1.0640 2023-12-27 01:58:58,606 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:41:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.0755, loss: 1.0755 2023-12-27 01:59:21,196 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:40:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 1.0890, loss: 1.0890 2023-12-27 01:59:43,776 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:40:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.0927, loss: 1.0927 2023-12-27 02:00:06,427 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:40:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 1.0935, loss: 1.0935 2023-12-27 02:00:28,987 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:39:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 1.0979, loss: 1.0979 2023-12-27 02:00:51,687 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:39:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.0657, loss: 1.0657 2023-12-27 02:01:14,312 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:38:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.0744, loss: 1.0744 2023-12-27 02:01:37,013 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:38:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 1.1109, loss: 1.1109 2023-12-27 02:01:59,666 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:38:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 1.0701, loss: 1.0701 2023-12-27 02:02:22,330 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:37:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 1.1129, loss: 1.1129 2023-12-27 02:02:45,042 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:37:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 1.0930, loss: 1.0930 2023-12-27 02:03:07,671 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:36:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.0532, loss: 1.0532 2023-12-27 02:03:30,310 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:36:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 1.1058, loss: 1.1058 2023-12-27 02:03:53,016 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:36:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.1082, loss: 1.1082 2023-12-27 02:04:15,666 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:35:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.0997, loss: 1.0997 2023-12-27 02:04:38,269 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:35:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.0793, loss: 1.0793 2023-12-27 02:05:00,899 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:34:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.0909, loss: 1.0909 2023-12-27 02:05:23,483 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:34:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.1094, loss: 1.1094 2023-12-27 02:05:46,131 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:34:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.1150, loss: 1.1150 2023-12-27 02:06:08,723 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:33:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 1.0968, loss: 1.0968 2023-12-27 02:06:31,304 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:33:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.1145, loss: 1.1145 2023-12-27 02:06:54,011 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:33:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 1.0733, loss: 1.0733 2023-12-27 02:06:55,790 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-27 02:08:13,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:08:13,429 - pyskl - INFO - top1_acc 0.8633 top5_acc 0.9799 2023-12-27 02:08:13,432 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8633, top5_acc: 0.9799 2023-12-27 02:08:52,780 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:32:45, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.0708, loss: 1.0708 2023-12-27 02:09:15,415 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:32:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.0606, loss: 1.0606 2023-12-27 02:09:38,075 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:31:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.0559, loss: 1.0559 2023-12-27 02:10:00,716 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:31:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.0534, loss: 1.0534 2023-12-27 02:10:23,319 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:31:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.0769, loss: 1.0769 2023-12-27 02:10:46,044 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:30:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.0794, loss: 1.0794 2023-12-27 02:11:08,730 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:30:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.1098, loss: 1.1098 2023-12-27 02:11:31,362 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:30:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 1.0873, loss: 1.0873 2023-12-27 02:11:54,049 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:29:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 1.1194, loss: 1.1194 2023-12-27 02:12:16,705 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:29:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 1.0683, loss: 1.0683 2023-12-27 02:12:39,386 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:28:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 1.0840, loss: 1.0840 2023-12-27 02:13:02,099 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:28:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 1.0811, loss: 1.0811 2023-12-27 02:13:24,833 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:28:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 1.1068, loss: 1.1068 2023-12-27 02:13:47,423 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:27:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.0902, loss: 1.0902 2023-12-27 02:14:10,010 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:27:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 1.1383, loss: 1.1383 2023-12-27 02:14:32,730 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:26:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 1.0892, loss: 1.0892 2023-12-27 02:14:55,382 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:26:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.0694, loss: 1.0694 2023-12-27 02:15:17,983 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:26:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 1.1307, loss: 1.1307 2023-12-27 02:15:40,601 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:25:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 1.1351, loss: 1.1351 2023-12-27 02:16:03,291 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:25:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 1.0805, loss: 1.0805 2023-12-27 02:16:25,946 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:24:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.0696, loss: 1.0696 2023-12-27 02:16:48,547 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:24:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 1.0800, loss: 1.0800 2023-12-27 02:17:11,321 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:24:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 1.0872, loss: 1.0872 2023-12-27 02:17:33,961 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:23:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.0780, loss: 1.0780 2023-12-27 02:17:56,588 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:23:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.1056, loss: 1.1056 2023-12-27 02:17:58,347 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-27 02:19:15,834 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:19:15,904 - pyskl - INFO - top1_acc 0.8649 top5_acc 0.9797 2023-12-27 02:19:15,908 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8649, top5_acc: 0.9797 2023-12-27 02:19:55,321 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:23:02, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.0705, loss: 1.0705 2023-12-27 02:20:17,887 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:22:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.0871, loss: 1.0871 2023-12-27 02:20:40,457 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:22:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.0536, loss: 1.0536 2023-12-27 02:21:03,060 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:21:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.0417, loss: 1.0417 2023-12-27 02:21:25,637 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:21:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.0599, loss: 1.0599 2023-12-27 02:21:48,306 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:21:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 1.0833, loss: 1.0833 2023-12-27 02:22:10,999 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:20:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 1.0893, loss: 1.0893 2023-12-27 02:22:33,721 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:20:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 1.1015, loss: 1.1015 2023-12-27 02:22:56,295 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:19:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 1.0612, loss: 1.0612 2023-12-27 02:23:18,810 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:19:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.0474, loss: 1.0474 2023-12-27 02:23:41,510 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:19:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 1.0758, loss: 1.0758 2023-12-27 02:24:04,169 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:18:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.0893, loss: 1.0893 2023-12-27 02:24:26,871 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:18:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.0826, loss: 1.0826 2023-12-27 02:24:49,557 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:17:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.0397, loss: 1.0397 2023-12-27 02:25:12,282 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:17:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.0715, loss: 1.0715 2023-12-27 02:25:35,112 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:17:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.0963, loss: 1.0963 2023-12-27 02:25:57,780 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:16:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.0744, loss: 1.0744 2023-12-27 02:26:20,505 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:16:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.0741, loss: 1.0741 2023-12-27 02:26:43,151 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:15:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 1.1204, loss: 1.1204 2023-12-27 02:27:05,776 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:15:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 1.0993, loss: 1.0993 2023-12-27 02:27:28,470 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:15:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.0791, loss: 1.0791 2023-12-27 02:27:51,090 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:14:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.0702, loss: 1.0702 2023-12-27 02:28:13,647 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:14:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.1439, loss: 1.1439 2023-12-27 02:28:36,331 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:13:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.0675, loss: 1.0675 2023-12-27 02:28:59,071 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:13:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 1.1012, loss: 1.1012 2023-12-27 02:29:00,837 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-27 02:30:18,253 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:30:18,323 - pyskl - INFO - top1_acc 0.8629 top5_acc 0.9809 2023-12-27 02:30:18,326 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8629, top5_acc: 0.9809 2023-12-27 02:30:57,835 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:13:20, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 1.0583, loss: 1.0583 2023-12-27 02:31:20,410 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:12:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.0320, loss: 1.0320 2023-12-27 02:31:42,922 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:12:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.0128, loss: 1.0128 2023-12-27 02:32:05,474 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:12:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.0516, loss: 1.0516 2023-12-27 02:32:28,050 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:11:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.0672, loss: 1.0672 2023-12-27 02:32:50,661 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:11:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.0334, loss: 1.0334 2023-12-27 02:33:13,188 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:10:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.0570, loss: 1.0570 2023-12-27 02:33:35,735 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:10:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 1.0828, loss: 1.0828 2023-12-27 02:33:58,437 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:10:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 1.0985, loss: 1.0985 2023-12-27 02:34:21,163 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:09:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.0436, loss: 1.0436 2023-12-27 02:34:43,871 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:09:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 1.0824, loss: 1.0824 2023-12-27 02:35:06,542 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:09:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 1.1002, loss: 1.1002 2023-12-27 02:35:29,192 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:08:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 1.0972, loss: 1.0972 2023-12-27 02:35:51,839 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:08:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 1.0951, loss: 1.0951 2023-12-27 02:36:14,518 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:07:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.1129, loss: 1.1129 2023-12-27 02:36:37,201 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:07:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.0810, loss: 1.0810 2023-12-27 02:36:59,801 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:07:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.0955, loss: 1.0955 2023-12-27 02:37:22,444 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:06:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 1.0852, loss: 1.0852 2023-12-27 02:37:44,999 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:06:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 1.1006, loss: 1.1006 2023-12-27 02:38:07,710 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:05:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.0642, loss: 1.0642 2023-12-27 02:38:30,402 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:05:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.0723, loss: 1.0723 2023-12-27 02:38:53,128 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:05:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 1.0893, loss: 1.0893 2023-12-27 02:39:15,750 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:04:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 1.0890, loss: 1.0890 2023-12-27 02:39:38,414 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:04:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.0888, loss: 1.0888 2023-12-27 02:40:01,051 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:03:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.0705, loss: 1.0705 2023-12-27 02:40:02,781 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-27 02:41:20,487 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:41:20,557 - pyskl - INFO - top1_acc 0.8786 top5_acc 0.9825 2023-12-27 02:41:20,561 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_90.pth was removed 2023-12-27 02:41:20,694 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. 2023-12-27 02:41:20,695 - pyskl - INFO - Best top1_acc is 0.8786 at 94 epoch. 2023-12-27 02:41:20,699 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8786, top5_acc: 0.9825 2023-12-27 02:41:59,942 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:03:37, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.0591, loss: 1.0591 2023-12-27 02:42:22,495 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:03:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 1.0778, loss: 1.0778 2023-12-27 02:42:45,107 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:02:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.0266, loss: 1.0266 2023-12-27 02:43:07,710 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:02:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.0394, loss: 1.0394 2023-12-27 02:43:30,386 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:02:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.0506, loss: 1.0506 2023-12-27 02:43:53,108 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:01:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.0265, loss: 1.0265 2023-12-27 02:44:15,695 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:01:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.0541, loss: 1.0541 2023-12-27 02:44:38,332 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:00:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.0280, loss: 1.0280 2023-12-27 02:45:00,931 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:00:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.0357, loss: 1.0357 2023-12-27 02:45:23,534 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:00:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 1.0665, loss: 1.0665 2023-12-27 02:45:46,126 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 8:59:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 1.1022, loss: 1.1022 2023-12-27 02:46:08,694 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 8:59:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 1.0769, loss: 1.0769 2023-12-27 02:46:31,354 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 8:58:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.0507, loss: 1.0507 2023-12-27 02:46:54,035 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 8:58:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.0921, loss: 1.0921 2023-12-27 02:47:16,692 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 8:58:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.0802, loss: 1.0802 2023-12-27 02:47:39,287 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 8:57:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.0371, loss: 1.0371 2023-12-27 02:48:01,881 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 8:57:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.0751, loss: 1.0751 2023-12-27 02:48:24,490 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 8:56:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 1.0414, loss: 1.0414 2023-12-27 02:48:47,153 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 8:56:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 1.0989, loss: 1.0989 2023-12-27 02:49:09,780 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 8:56:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 1.0680, loss: 1.0680 2023-12-27 02:49:32,497 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 8:55:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 1.0802, loss: 1.0802 2023-12-27 02:49:55,164 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 8:55:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 1.0849, loss: 1.0849 2023-12-27 02:50:17,869 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 8:54:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.0786, loss: 1.0786 2023-12-27 02:50:40,536 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 8:54:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 1.0716, loss: 1.0716 2023-12-27 02:51:03,147 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 8:54:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.0883, loss: 1.0883 2023-12-27 02:51:04,862 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-27 02:52:22,348 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:52:22,419 - pyskl - INFO - top1_acc 0.8600 top5_acc 0.9799 2023-12-27 02:52:22,423 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8600, top5_acc: 0.9799 2023-12-27 02:53:01,872 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 8:53:54, time: 0.394, data_time: 0.167, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 1.0750, loss: 1.0750 2023-12-27 02:53:24,464 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 8:53:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.0386, loss: 1.0386 2023-12-27 02:53:47,038 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 8:53:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.0318, loss: 1.0318 2023-12-27 02:54:09,588 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 8:52:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.0269, loss: 1.0269 2023-12-27 02:54:32,139 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 8:52:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.0313, loss: 1.0313 2023-12-27 02:54:54,686 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 8:51:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.0274, loss: 1.0274 2023-12-27 02:55:17,237 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 8:51:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.0445, loss: 1.0445 2023-12-27 02:55:39,898 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 8:51:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 1.0585, loss: 1.0585 2023-12-27 02:56:02,460 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 8:50:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.0407, loss: 1.0407 2023-12-27 02:56:25,024 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 8:50:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 1.0700, loss: 1.0700 2023-12-27 02:56:47,580 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 8:49:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 1.0343, loss: 1.0343 2023-12-27 02:57:10,191 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 8:49:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.0574, loss: 1.0574 2023-12-27 02:57:32,908 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 8:49:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.0627, loss: 1.0627 2023-12-27 02:57:55,537 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 8:48:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.0609, loss: 1.0609 2023-12-27 02:58:18,167 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 8:48:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.0818, loss: 1.0818 2023-12-27 02:58:40,780 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:47:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 1.0496, loss: 1.0496 2023-12-27 02:59:03,397 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:47:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 1.0710, loss: 1.0710 2023-12-27 02:59:26,008 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:47:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.0622, loss: 1.0622 2023-12-27 02:59:48,674 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:46:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 1.0644, loss: 1.0644 2023-12-27 03:00:11,325 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:46:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.0671, loss: 1.0671 2023-12-27 03:00:34,017 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:46:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 1.0887, loss: 1.0887 2023-12-27 03:00:56,682 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:45:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.0533, loss: 1.0533 2023-12-27 03:01:19,372 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:45:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.0611, loss: 1.0611 2023-12-27 03:01:42,152 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:44:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 1.0597, loss: 1.0597 2023-12-27 03:02:04,771 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:44:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.0545, loss: 1.0545 2023-12-27 03:02:06,521 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-27 03:03:24,009 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:03:24,078 - pyskl - INFO - top1_acc 0.8726 top5_acc 0.9809 2023-12-27 03:03:24,082 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8726, top5_acc: 0.9809 2023-12-27 03:04:04,244 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:44:11, time: 0.402, data_time: 0.177, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.0149, loss: 1.0149 2023-12-27 03:04:26,720 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:43:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.0430, loss: 1.0430 2023-12-27 03:04:49,430 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:43:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.0520, loss: 1.0520 2023-12-27 03:05:12,050 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:43:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.0278, loss: 1.0278 2023-12-27 03:05:34,680 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:42:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.0489, loss: 1.0489 2023-12-27 03:05:57,285 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:42:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.0694, loss: 1.0694 2023-12-27 03:06:19,905 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:41:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.0414, loss: 1.0414 2023-12-27 03:06:42,647 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:41:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 1.0539, loss: 1.0539 2023-12-27 03:07:05,305 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:41:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 1.0572, loss: 1.0572 2023-12-27 03:07:27,999 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:40:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.0413, loss: 1.0413 2023-12-27 03:07:50,628 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:40:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.0778, loss: 1.0778 2023-12-27 03:08:13,354 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:39:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.0344, loss: 1.0344 2023-12-27 03:08:36,089 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:39:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.0422, loss: 1.0422 2023-12-27 03:08:58,761 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:39:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.0600, loss: 1.0600 2023-12-27 03:09:21,347 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:38:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.0354, loss: 1.0354 2023-12-27 03:09:43,917 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:38:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.0707, loss: 1.0707 2023-12-27 03:10:06,490 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:37:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.0699, loss: 1.0699 2023-12-27 03:10:29,074 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:37:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 1.0625, loss: 1.0625 2023-12-27 03:10:51,671 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:37:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 1.0509, loss: 1.0509 2023-12-27 03:11:14,392 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:36:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.0342, loss: 1.0342 2023-12-27 03:11:36,984 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:36:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 1.0298, loss: 1.0298 2023-12-27 03:11:59,539 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:35:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.0435, loss: 1.0435 2023-12-27 03:12:22,145 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:35:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 1.0745, loss: 1.0745 2023-12-27 03:12:44,731 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:35:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.0419, loss: 1.0419 2023-12-27 03:13:07,325 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:34:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 1.0645, loss: 1.0645 2023-12-27 03:13:09,078 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-27 03:14:26,520 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:14:26,590 - pyskl - INFO - top1_acc 0.8707 top5_acc 0.9827 2023-12-27 03:14:26,594 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8707, top5_acc: 0.9827 2023-12-27 03:15:05,692 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:34:28, time: 0.391, data_time: 0.165, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.0043, loss: 1.0043 2023-12-27 03:15:28,297 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:34:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.0093, loss: 1.0093 2023-12-27 03:15:50,944 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:33:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.0094, loss: 1.0094 2023-12-27 03:16:13,658 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:33:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.0515, loss: 1.0515 2023-12-27 03:16:36,335 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:32:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.0021, loss: 1.0021 2023-12-27 03:16:58,972 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:32:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.9916, loss: 0.9916 2023-12-27 03:17:21,581 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:32:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.0005, loss: 1.0005 2023-12-27 03:17:44,196 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:31:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.0488, loss: 1.0488 2023-12-27 03:18:06,804 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:31:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.0856, loss: 1.0856 2023-12-27 03:18:29,391 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:30:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.0298, loss: 1.0298 2023-12-27 03:18:52,064 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:30:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.0258, loss: 1.0258 2023-12-27 03:19:14,709 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:30:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 1.0478, loss: 1.0478 2023-12-27 03:19:37,332 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:29:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.0435, loss: 1.0435 2023-12-27 03:19:59,884 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:29:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.0700, loss: 1.0700 2023-12-27 03:20:22,479 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:28:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.0459, loss: 1.0459 2023-12-27 03:20:45,061 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:28:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.0686, loss: 1.0686 2023-12-27 03:21:07,676 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:28:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 1.0613, loss: 1.0613 2023-12-27 03:21:30,380 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:27:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 1.0851, loss: 1.0851 2023-12-27 03:21:52,965 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:27:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 1.0380, loss: 1.0380 2023-12-27 03:22:15,677 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:26:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.0412, loss: 1.0412 2023-12-27 03:22:38,366 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:26:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.0592, loss: 1.0592 2023-12-27 03:23:01,045 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:26:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 1.0986, loss: 1.0986 2023-12-27 03:23:23,719 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:25:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.0579, loss: 1.0579 2023-12-27 03:23:46,461 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:25:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 1.0796, loss: 1.0796 2023-12-27 03:24:09,141 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:25:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 1.0551, loss: 1.0551 2023-12-27 03:24:10,896 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-27 03:25:28,645 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:25:28,715 - pyskl - INFO - top1_acc 0.8652 top5_acc 0.9800 2023-12-27 03:25:28,718 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8652, top5_acc: 0.9800 2023-12-27 03:26:07,829 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:24:45, time: 0.391, data_time: 0.165, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.0267, loss: 1.0267 2023-12-27 03:26:30,407 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:24:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.0437, loss: 1.0437 2023-12-27 03:26:52,994 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:23:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.9786, loss: 0.9786 2023-12-27 03:27:15,518 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:23:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.0087, loss: 1.0087 2023-12-27 03:27:38,047 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:23:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.0239, loss: 1.0239 2023-12-27 03:28:00,593 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:22:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.9942, loss: 0.9942 2023-12-27 03:28:23,119 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:22:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.0183, loss: 1.0183 2023-12-27 03:28:45,701 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:21:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.0348, loss: 1.0348 2023-12-27 03:29:08,258 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:21:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.0131, loss: 1.0131 2023-12-27 03:29:30,897 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:21:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.0425, loss: 1.0425 2023-12-27 03:29:53,546 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:20:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 1.0358, loss: 1.0358 2023-12-27 03:30:16,136 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:20:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.0392, loss: 1.0392 2023-12-27 03:30:38,701 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:20:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.0296, loss: 1.0296 2023-12-27 03:31:01,278 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:19:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 1.0797, loss: 1.0797 2023-12-27 03:31:23,847 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:19:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.0485, loss: 1.0485 2023-12-27 03:31:46,418 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:18:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 1.0218, loss: 1.0218 2023-12-27 03:32:09,020 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:18:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.0364, loss: 1.0364 2023-12-27 03:32:31,592 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:18:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.0563, loss: 1.0563 2023-12-27 03:32:54,145 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:17:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.0533, loss: 1.0533 2023-12-27 03:33:16,884 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:17:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.0455, loss: 1.0455 2023-12-27 03:33:39,705 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:16:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.0351, loss: 1.0351 2023-12-27 03:34:02,486 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:16:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.0829, loss: 1.0829 2023-12-27 03:34:25,205 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:16:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 1.0761, loss: 1.0761 2023-12-27 03:34:47,880 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:15:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.0490, loss: 1.0490 2023-12-27 03:35:10,544 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:15:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 1.0481, loss: 1.0481 2023-12-27 03:35:12,292 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-27 03:36:29,722 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:36:29,792 - pyskl - INFO - top1_acc 0.8670 top5_acc 0.9802 2023-12-27 03:36:29,795 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8670, top5_acc: 0.9802 2023-12-27 03:37:09,148 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:15:01, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 1.0256, loss: 1.0256 2023-12-27 03:37:31,644 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:14:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.9763, loss: 0.9763 2023-12-27 03:37:54,169 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:14:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9925, loss_cls: 0.9924, loss: 0.9924 2023-12-27 03:38:16,764 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:13:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.0058, loss: 1.0058 2023-12-27 03:38:39,380 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:13:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.0291, loss: 1.0291 2023-12-27 03:39:01,970 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:13:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.9999, loss: 0.9999 2023-12-27 03:39:24,552 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:12:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 1.0570, loss: 1.0570 2023-12-27 03:39:47,191 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:12:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.0498, loss: 1.0498 2023-12-27 03:40:09,816 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:11:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 1.0256, loss: 1.0256 2023-12-27 03:40:32,367 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:11:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.0197, loss: 1.0197 2023-12-27 03:40:54,932 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:11:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.0336, loss: 1.0336 2023-12-27 03:41:17,487 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:10:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.0210, loss: 1.0210 2023-12-27 03:41:40,081 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:10:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.0383, loss: 1.0383 2023-12-27 03:42:02,759 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:09:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.0559, loss: 1.0559 2023-12-27 03:42:25,337 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:09:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 1.0334, loss: 1.0334 2023-12-27 03:42:47,925 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:09:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.0610, loss: 1.0610 2023-12-27 03:43:10,562 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:08:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.0488, loss: 1.0488 2023-12-27 03:43:33,217 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:08:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.0250, loss: 1.0250 2023-12-27 03:43:55,838 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:07:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 1.0440, loss: 1.0440 2023-12-27 03:44:18,438 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:07:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.0252, loss: 1.0252 2023-12-27 03:44:41,050 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:07:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.0320, loss: 1.0320 2023-12-27 03:45:03,639 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:06:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.0524, loss: 1.0524 2023-12-27 03:45:26,229 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:06:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.0641, loss: 1.0641 2023-12-27 03:45:48,814 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:05:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.0362, loss: 1.0362 2023-12-27 03:46:11,356 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:05:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.0367, loss: 1.0367 2023-12-27 03:46:13,180 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-27 03:47:30,267 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:47:30,336 - pyskl - INFO - top1_acc 0.8704 top5_acc 0.9819 2023-12-27 03:47:30,340 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8704, top5_acc: 0.9819 2023-12-27 03:48:09,435 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:05:18, time: 0.391, data_time: 0.166, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.9971, loss: 0.9971 2023-12-27 03:48:32,081 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:04:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.0207, loss: 1.0207 2023-12-27 03:48:54,656 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:04:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.0092, loss: 1.0092 2023-12-27 03:49:17,198 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:04:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.0301, loss: 1.0301 2023-12-27 03:49:39,750 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:03:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.0149, loss: 1.0149 2023-12-27 03:50:02,372 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:03:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.0077, loss: 1.0077 2023-12-27 03:50:25,098 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:02:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.0379, loss: 1.0379 2023-12-27 03:50:47,752 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:02:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 1.0461, loss: 1.0461 2023-12-27 03:51:10,478 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:02:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.0189, loss: 1.0189 2023-12-27 03:51:33,192 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:01:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.0439, loss: 1.0439 2023-12-27 03:51:55,823 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:01:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.0238, loss: 1.0238 2023-12-27 03:52:18,415 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:00:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.0241, loss: 1.0241 2023-12-27 03:52:41,056 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:00:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 1.0483, loss: 1.0483 2023-12-27 03:53:03,632 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:00:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9912, loss_cls: 0.9976, loss: 0.9976 2023-12-27 03:53:26,189 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 7:59:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.0070, loss: 1.0070 2023-12-27 03:53:48,764 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 7:59:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.9866, loss: 0.9866 2023-12-27 03:54:11,272 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 7:59:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.0466, loss: 1.0466 2023-12-27 03:54:33,807 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 7:58:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 1.0387, loss: 1.0387 2023-12-27 03:54:56,373 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 7:58:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 1.0670, loss: 1.0670 2023-12-27 03:55:18,987 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 7:57:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.0307, loss: 1.0307 2023-12-27 03:55:41,750 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 7:57:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 0.9908, loss: 0.9908 2023-12-27 03:56:04,543 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 7:57:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.0488, loss: 1.0488 2023-12-27 03:56:27,264 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 7:56:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.0190, loss: 1.0190 2023-12-27 03:56:50,053 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 7:56:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 1.0545, loss: 1.0545 2023-12-27 03:57:12,757 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 7:55:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.0455, loss: 1.0455 2023-12-27 03:57:14,485 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-27 03:58:31,993 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:58:32,064 - pyskl - INFO - top1_acc 0.8758 top5_acc 0.9839 2023-12-27 03:58:32,068 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8758, top5_acc: 0.9839 2023-12-27 03:59:11,240 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 7:55:35, time: 0.392, data_time: 0.165, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.9942, loss: 0.9942 2023-12-27 03:59:33,825 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 7:55:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.0034, loss: 1.0034 2023-12-27 03:59:56,439 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 7:54:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.9948, loss: 0.9948 2023-12-27 04:00:19,084 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 7:54:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.9593, loss: 0.9593 2023-12-27 04:00:41,695 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 7:54:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.9981, loss: 0.9981 2023-12-27 04:01:04,319 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 7:53:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.9751, loss: 0.9751 2023-12-27 04:01:26,948 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 7:53:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.0010, loss: 1.0010 2023-12-27 04:01:49,707 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 7:52:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.0026, loss: 1.0026 2023-12-27 04:02:12,369 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 7:52:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.0067, loss: 1.0067 2023-12-27 04:02:35,017 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 7:52:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.0336, loss: 1.0336 2023-12-27 04:02:57,714 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 7:51:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.0151, loss: 1.0151 2023-12-27 04:03:20,483 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 7:51:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.0443, loss: 1.0443 2023-12-27 04:03:43,171 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 7:50:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.9979, loss: 0.9979 2023-12-27 04:04:05,771 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 7:50:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.0432, loss: 1.0432 2023-12-27 04:04:28,347 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 7:50:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 1.0243, loss: 1.0243 2023-12-27 04:04:50,966 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 7:49:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.0330, loss: 1.0330 2023-12-27 04:05:13,619 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:49:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.0193, loss: 1.0193 2023-12-27 04:05:36,269 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:48:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.0069, loss: 1.0069 2023-12-27 04:05:58,958 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:48:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.0184, loss: 1.0184 2023-12-27 04:06:21,676 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:48:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 1.0470, loss: 1.0470 2023-12-27 04:06:44,401 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:47:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 1.0317, loss: 1.0317 2023-12-27 04:07:07,069 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:47:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.0680, loss: 1.0680 2023-12-27 04:07:29,744 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:46:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 1.0017, loss: 1.0017 2023-12-27 04:07:52,418 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:46:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.0470, loss: 1.0470 2023-12-27 04:08:15,009 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:46:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.0375, loss: 1.0375 2023-12-27 04:08:16,776 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-27 04:09:34,779 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:09:34,849 - pyskl - INFO - top1_acc 0.8704 top5_acc 0.9805 2023-12-27 04:09:34,853 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8704, top5_acc: 0.9805 2023-12-27 04:10:14,482 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:45:52, time: 0.396, data_time: 0.169, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.9974, loss: 0.9974 2023-12-27 04:10:37,111 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:45:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 1.0000, loss_cls: 0.9981, loss: 0.9981 2023-12-27 04:10:59,682 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:45:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.0123, loss: 1.0123 2023-12-27 04:11:22,283 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:44:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.0025, loss: 1.0025 2023-12-27 04:11:45,015 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:44:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.9984, loss: 0.9984 2023-12-27 04:12:07,820 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:43:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.9927, loss: 0.9927 2023-12-27 04:12:30,537 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:43:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.9978, loss: 0.9978 2023-12-27 04:12:53,454 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:43:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.0051, loss: 1.0051 2023-12-27 04:13:16,159 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:42:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.9766, loss: 0.9766 2023-12-27 04:13:38,747 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:42:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.0008, loss: 1.0008 2023-12-27 04:14:01,412 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:41:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.0461, loss: 1.0461 2023-12-27 04:14:24,008 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:41:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 1.0384, loss: 1.0384 2023-12-27 04:14:46,594 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:41:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.9920, loss: 0.9920 2023-12-27 04:15:09,175 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:40:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.0335, loss: 1.0335 2023-12-27 04:15:31,960 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:40:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.0146, loss: 1.0146 2023-12-27 04:15:54,744 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:39:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.0120, loss: 1.0120 2023-12-27 04:16:17,509 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:39:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 1.0399, loss: 1.0399 2023-12-27 04:16:40,137 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:39:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.0215, loss: 1.0215 2023-12-27 04:17:02,742 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:38:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.0050, loss: 1.0050 2023-12-27 04:17:25,323 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:38:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.0275, loss: 1.0275 2023-12-27 04:17:47,964 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:38:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.0509, loss: 1.0509 2023-12-27 04:18:10,584 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:37:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.0137, loss: 1.0137 2023-12-27 04:18:33,243 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:37:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.0187, loss: 1.0187 2023-12-27 04:18:55,838 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:36:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.0075, loss: 1.0075 2023-12-27 04:19:18,500 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:36:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.0347, loss: 1.0347 2023-12-27 04:19:20,258 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-27 04:20:37,963 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:20:38,033 - pyskl - INFO - top1_acc 0.8757 top5_acc 0.9816 2023-12-27 04:20:38,037 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8757, top5_acc: 0.9816 2023-12-27 04:21:17,566 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:36:10, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9925, loss_cls: 0.9934, loss: 0.9934 2023-12-27 04:21:40,160 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:35:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.9648, loss: 0.9648 2023-12-27 04:22:02,776 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:35:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.0025, loss: 1.0025 2023-12-27 04:22:25,416 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:34:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.0002, loss: 1.0002 2023-12-27 04:22:48,079 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:34:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.9991, loss: 0.9991 2023-12-27 04:23:10,772 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:34:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.0160, loss: 1.0160 2023-12-27 04:23:33,431 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:33:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.9984, loss: 0.9984 2023-12-27 04:23:56,037 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:33:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.0019, loss: 1.0019 2023-12-27 04:24:18,683 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:33:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.9907, loss: 0.9907 2023-12-27 04:24:41,335 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:32:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.0032, loss: 1.0032 2023-12-27 04:25:04,055 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:32:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.0126, loss: 1.0126 2023-12-27 04:25:26,600 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:31:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 0.9987, loss: 0.9987 2023-12-27 04:25:49,336 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:31:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.0283, loss: 1.0283 2023-12-27 04:26:12,055 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:31:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.0134, loss: 1.0134 2023-12-27 04:26:34,720 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:30:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.0089, loss: 1.0089 2023-12-27 04:26:57,513 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:30:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.0033, loss: 1.0033 2023-12-27 04:27:20,253 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:29:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.9785, loss: 0.9785 2023-12-27 04:27:43,055 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:29:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.9918, loss: 0.9918 2023-12-27 04:28:05,659 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:29:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.0180, loss: 1.0180 2023-12-27 04:28:28,358 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:28:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.0174, loss: 1.0174 2023-12-27 04:28:51,115 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:28:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.0363, loss: 1.0363 2023-12-27 04:29:13,756 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:27:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.0389, loss: 1.0389 2023-12-27 04:29:36,417 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:27:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.0103, loss: 1.0103 2023-12-27 04:29:59,069 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:27:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.0251, loss: 1.0251 2023-12-27 04:30:21,735 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:26:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.0251, loss: 1.0251 2023-12-27 04:30:23,521 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-27 04:31:41,106 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:31:41,176 - pyskl - INFO - top1_acc 0.8740 top5_acc 0.9816 2023-12-27 04:31:41,180 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8740, top5_acc: 0.9816 2023-12-27 04:32:20,535 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:26:27, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.9814, loss: 0.9814 2023-12-27 04:32:43,186 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:26:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.9787, loss: 0.9787 2023-12-27 04:33:05,746 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:25:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.9586, loss: 0.9586 2023-12-27 04:33:28,289 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:25:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.9790, loss: 0.9790 2023-12-27 04:33:50,842 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:24:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.9586, loss: 0.9586 2023-12-27 04:34:13,412 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:24:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.9634, loss: 0.9634 2023-12-27 04:34:36,007 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:24:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.9752, loss: 0.9752 2023-12-27 04:34:58,692 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:23:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.9853, loss: 0.9853 2023-12-27 04:35:21,250 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:23:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.9936, loss: 0.9936 2023-12-27 04:35:43,864 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:22:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.9933, loss: 0.9933 2023-12-27 04:36:06,504 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:22:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.9960, loss: 0.9960 2023-12-27 04:36:29,208 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:22:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.9886, loss: 0.9886 2023-12-27 04:36:51,837 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:21:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.9954, loss: 0.9954 2023-12-27 04:37:14,460 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:21:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.9996, loss: 0.9996 2023-12-27 04:37:37,143 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:20:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.9610, loss: 0.9610 2023-12-27 04:37:59,766 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:20:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.9528, loss: 0.9528 2023-12-27 04:38:22,328 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:20:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.9947, loss: 0.9947 2023-12-27 04:38:44,861 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:19:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.0284, loss: 1.0284 2023-12-27 04:39:07,367 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:19:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.9898, loss: 0.9898 2023-12-27 04:39:29,926 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:19:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.0097, loss: 1.0097 2023-12-27 04:39:52,480 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:18:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.0164, loss: 1.0164 2023-12-27 04:40:15,052 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:18:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.0254, loss: 1.0254 2023-12-27 04:40:37,642 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:17:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.9930, loss: 0.9930 2023-12-27 04:41:00,292 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:17:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.9776, loss: 0.9776 2023-12-27 04:41:22,844 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:17:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 1.0113, loss: 1.0113 2023-12-27 04:41:24,696 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-27 04:42:42,059 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:42:42,127 - pyskl - INFO - top1_acc 0.8698 top5_acc 0.9801 2023-12-27 04:42:42,131 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8698, top5_acc: 0.9801 2023-12-27 04:43:21,546 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:16:44, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.9687, loss: 0.9687 2023-12-27 04:43:44,025 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:16:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.9753, loss: 0.9753 2023-12-27 04:44:06,549 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:15:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.9726, loss: 0.9726 2023-12-27 04:44:29,094 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:15:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.9652, loss: 0.9652 2023-12-27 04:44:51,776 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:15:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.9560, loss: 0.9560 2023-12-27 04:45:14,487 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:14:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.9825, loss: 0.9825 2023-12-27 04:45:37,150 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:14:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.9618, loss: 0.9618 2023-12-27 04:45:59,998 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:13:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.0006, loss: 1.0006 2023-12-27 04:46:22,642 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:13:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.9733, loss: 0.9733 2023-12-27 04:46:45,408 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:13:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.9916, loss: 0.9916 2023-12-27 04:47:08,100 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:12:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.9884, loss: 0.9884 2023-12-27 04:47:30,781 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:12:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.9686, loss: 0.9686 2023-12-27 04:47:53,488 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:12:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.0081, loss: 1.0081 2023-12-27 04:48:16,158 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:11:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.9926, loss: 0.9926 2023-12-27 04:48:38,758 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:11:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 1.0000, loss: 1.0000 2023-12-27 04:49:01,349 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:10:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.9735, loss: 0.9735 2023-12-27 04:49:24,076 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:10:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.9834, loss: 0.9834 2023-12-27 04:49:46,722 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:10:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9690, loss: 0.9690 2023-12-27 04:50:09,308 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:09:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.0004, loss: 1.0004 2023-12-27 04:50:31,834 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:09:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.9907, loss: 0.9907 2023-12-27 04:50:54,388 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:08:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.9852, loss: 0.9852 2023-12-27 04:51:16,921 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:08:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.9797, loss: 0.9797 2023-12-27 04:51:39,462 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:08:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.0021, loss: 1.0021 2023-12-27 04:52:02,054 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:07:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.9987, loss: 0.9987 2023-12-27 04:52:24,623 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:07:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.0040, loss: 1.0040 2023-12-27 04:52:26,354 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-27 04:53:44,008 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:53:44,079 - pyskl - INFO - top1_acc 0.8800 top5_acc 0.9822 2023-12-27 04:53:44,083 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_94.pth was removed 2023-12-27 04:53:44,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2023-12-27 04:53:44,213 - pyskl - INFO - Best top1_acc is 0.8800 at 106 epoch. 2023-12-27 04:53:44,216 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8800, top5_acc: 0.9822 2023-12-27 04:54:23,395 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:07:01, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.9794, loss: 0.9794 2023-12-27 04:54:45,963 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:06:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.9512, loss: 0.9512 2023-12-27 04:55:08,574 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:06:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.9573, loss: 0.9573 2023-12-27 04:55:31,230 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:05:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.9775, loss: 0.9775 2023-12-27 04:55:53,865 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:05:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.9538, loss: 0.9538 2023-12-27 04:56:16,589 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:05:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.9849, loss: 0.9849 2023-12-27 04:56:39,288 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:04:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.9642, loss: 0.9642 2023-12-27 04:57:01,955 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:04:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.9548, loss: 0.9548 2023-12-27 04:57:24,628 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:03:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.9812, loss: 0.9812 2023-12-27 04:57:47,300 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:03:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.9710, loss: 0.9710 2023-12-27 04:58:10,005 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:03:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.9755, loss: 0.9755 2023-12-27 04:58:32,603 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:02:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.9765, loss: 0.9765 2023-12-27 04:58:55,196 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:02:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.9791, loss: 0.9791 2023-12-27 04:59:17,793 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:01:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.9893, loss: 0.9893 2023-12-27 04:59:40,437 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:01:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.9719, loss: 0.9719 2023-12-27 05:00:03,150 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:01:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.9901, loss: 0.9901 2023-12-27 05:00:25,778 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:00:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.0070, loss: 1.0070 2023-12-27 05:00:48,408 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:00:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.9745, loss: 0.9745 2023-12-27 05:01:11,050 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 6:59:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.9770, loss: 0.9770 2023-12-27 05:01:33,700 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 6:59:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.9852, loss: 0.9852 2023-12-27 05:01:56,324 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 6:59:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.0020, loss: 1.0020 2023-12-27 05:02:18,941 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 6:58:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.9990, loss: 0.9990 2023-12-27 05:02:41,551 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 6:58:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 0.9957, loss: 0.9957 2023-12-27 05:03:04,169 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 6:58:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.9816, loss: 0.9816 2023-12-27 05:03:26,823 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 6:57:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.9876, loss: 0.9876 2023-12-27 05:03:28,557 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-27 05:04:46,098 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:04:46,169 - pyskl - INFO - top1_acc 0.8891 top5_acc 0.9837 2023-12-27 05:04:46,174 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_106.pth was removed 2023-12-27 05:04:46,310 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. 2023-12-27 05:04:46,310 - pyskl - INFO - Best top1_acc is 0.8891 at 107 epoch. 2023-12-27 05:04:46,314 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8891, top5_acc: 0.9837 2023-12-27 05:05:25,895 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 6:57:18, time: 0.396, data_time: 0.170, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.9660, loss: 0.9660 2023-12-27 05:05:48,395 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 6:56:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.9298, loss: 0.9298 2023-12-27 05:06:10,902 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 6:56:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9403, loss: 0.9403 2023-12-27 05:06:33,471 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 6:56:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.9504, loss: 0.9504 2023-12-27 05:06:56,227 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 6:55:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.9578, loss: 0.9578 2023-12-27 05:07:18,755 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 6:55:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.9614, loss: 0.9614 2023-12-27 05:07:41,322 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 6:54:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.9635, loss: 0.9635 2023-12-27 05:08:03,899 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 6:54:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.9678, loss: 0.9678 2023-12-27 05:08:26,762 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 6:54:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.9555, loss: 0.9555 2023-12-27 05:08:49,399 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 6:53:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.9639, loss: 0.9639 2023-12-27 05:09:12,002 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 6:53:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.9609, loss: 0.9609 2023-12-27 05:09:34,631 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 6:52:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.9598, loss: 0.9598 2023-12-27 05:09:57,282 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 6:52:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 0.9873, loss: 0.9873 2023-12-27 05:10:20,006 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 6:52:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.9638, loss: 0.9638 2023-12-27 05:10:42,642 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 6:51:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.9826, loss: 0.9826 2023-12-27 05:11:05,246 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 6:51:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.9777, loss: 0.9777 2023-12-27 05:11:27,837 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 6:51:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.9726, loss: 0.9726 2023-12-27 05:11:50,413 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:50:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.9583, loss: 0.9583 2023-12-27 05:12:12,992 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:50:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.9880, loss: 0.9880 2023-12-27 05:12:35,601 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:49:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.9739, loss: 0.9739 2023-12-27 05:12:58,234 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:49:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.9680, loss: 0.9680 2023-12-27 05:13:20,870 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:49:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.9691, loss: 0.9691 2023-12-27 05:13:43,467 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:48:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.9881, loss: 0.9881 2023-12-27 05:14:06,079 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:48:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.9943, loss: 0.9943 2023-12-27 05:14:28,689 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:47:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.0052, loss: 1.0052 2023-12-27 05:14:30,459 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-27 05:15:47,952 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:15:48,022 - pyskl - INFO - top1_acc 0.8757 top5_acc 0.9821 2023-12-27 05:15:48,026 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8757, top5_acc: 0.9821 2023-12-27 05:16:28,078 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:47:35, time: 0.400, data_time: 0.175, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.9387, loss: 0.9387 2023-12-27 05:16:50,669 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:47:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.9498, loss: 0.9498 2023-12-27 05:17:13,298 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:46:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.9364, loss: 0.9364 2023-12-27 05:17:35,847 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:46:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.9369, loss: 0.9369 2023-12-27 05:17:58,430 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:46:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.9561, loss: 0.9561 2023-12-27 05:18:21,064 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:45:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.9552, loss: 0.9552 2023-12-27 05:18:43,752 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:45:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.9508, loss: 0.9508 2023-12-27 05:19:06,315 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:44:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.9607, loss: 0.9607 2023-12-27 05:19:28,879 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:44:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.9883, loss: 0.9883 2023-12-27 05:19:51,543 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:44:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.9545, loss: 0.9545 2023-12-27 05:20:14,263 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:43:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.9684, loss: 0.9684 2023-12-27 05:20:36,928 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:43:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.9439, loss: 0.9439 2023-12-27 05:20:59,581 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:42:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.9555, loss: 0.9555 2023-12-27 05:21:22,201 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:42:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.9504, loss: 0.9504 2023-12-27 05:21:44,837 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:42:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.9676, loss: 0.9676 2023-12-27 05:22:07,477 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:41:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.9651, loss: 0.9651 2023-12-27 05:22:30,088 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:41:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.9606, loss: 0.9606 2023-12-27 05:22:52,698 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:40:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.9765, loss: 0.9765 2023-12-27 05:23:15,299 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:40:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.9634, loss: 0.9634 2023-12-27 05:23:37,899 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:40:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.9737, loss: 0.9737 2023-12-27 05:24:00,477 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:39:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.9825, loss: 0.9825 2023-12-27 05:24:23,077 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:39:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.9892, loss: 0.9892 2023-12-27 05:24:45,624 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:38:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.9935, loss: 0.9935 2023-12-27 05:25:08,171 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:38:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.0015, loss: 1.0015 2023-12-27 05:25:30,747 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:38:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.9596, loss: 0.9596 2023-12-27 05:25:32,539 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-27 05:26:50,185 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:26:50,255 - pyskl - INFO - top1_acc 0.8799 top5_acc 0.9830 2023-12-27 05:26:50,259 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8799, top5_acc: 0.9830 2023-12-27 05:27:29,855 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:37:52, time: 0.396, data_time: 0.169, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.9577, loss: 0.9577 2023-12-27 05:27:52,453 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:37:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.9540, loss: 0.9540 2023-12-27 05:28:15,034 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:37:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.9436, loss: 0.9436 2023-12-27 05:28:37,566 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:36:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9228, loss: 0.9228 2023-12-27 05:29:00,195 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:36:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.9411, loss: 0.9411 2023-12-27 05:29:22,870 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:35:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.9496, loss: 0.9496 2023-12-27 05:29:45,579 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:35:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.9401, loss: 0.9401 2023-12-27 05:30:08,141 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:35:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.9414, loss: 0.9414 2023-12-27 05:30:30,767 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:34:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.9577, loss: 0.9577 2023-12-27 05:30:53,562 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:34:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9544, loss: 0.9544 2023-12-27 05:31:16,279 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:33:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.9209, loss: 0.9209 2023-12-27 05:31:38,867 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:33:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9364, loss: 0.9364 2023-12-27 05:32:01,425 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:33:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.9469, loss: 0.9469 2023-12-27 05:32:24,117 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:32:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.9570, loss: 0.9570 2023-12-27 05:32:46,717 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:32:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.9551, loss: 0.9551 2023-12-27 05:33:09,292 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:32:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.9632, loss: 0.9632 2023-12-27 05:33:31,866 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:31:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.9896, loss: 0.9896 2023-12-27 05:33:54,444 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:31:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.9777, loss: 0.9777 2023-12-27 05:34:16,978 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:30:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 0.9446, loss: 0.9446 2023-12-27 05:34:39,532 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:30:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.9513, loss: 0.9513 2023-12-27 05:35:02,105 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:30:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.9683, loss: 0.9683 2023-12-27 05:35:24,903 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:29:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.9650, loss: 0.9650 2023-12-27 05:35:47,612 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:29:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.9579, loss: 0.9579 2023-12-27 05:36:10,237 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:28:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 0.9592, loss: 0.9592 2023-12-27 05:36:32,919 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:28:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.9464, loss: 0.9464 2023-12-27 05:36:34,678 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-27 05:37:52,046 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:37:52,115 - pyskl - INFO - top1_acc 0.8844 top5_acc 0.9840 2023-12-27 05:37:52,118 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8844, top5_acc: 0.9840 2023-12-27 05:38:31,160 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:28:09, time: 0.390, data_time: 0.164, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.9402, loss: 0.9402 2023-12-27 05:38:53,695 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:27:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.9410, loss: 0.9410 2023-12-27 05:39:16,233 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:27:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.9366, loss: 0.9366 2023-12-27 05:39:38,829 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:26:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.9302, loss: 0.9302 2023-12-27 05:40:01,465 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:26:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.9373, loss: 0.9373 2023-12-27 05:40:24,070 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:26:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.9329, loss: 0.9329 2023-12-27 05:40:46,754 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:25:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.9544, loss: 0.9544 2023-12-27 05:41:09,348 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:25:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.9407, loss: 0.9407 2023-12-27 05:41:31,910 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:25:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 0.9440, loss: 0.9440 2023-12-27 05:41:54,545 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:24:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.9252, loss: 0.9252 2023-12-27 05:42:17,189 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:24:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.9397, loss: 0.9397 2023-12-27 05:42:39,789 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:23:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.9389, loss: 0.9389 2023-12-27 05:43:02,500 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:23:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.9389, loss: 0.9389 2023-12-27 05:43:25,153 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:23:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 0.9764, loss: 0.9764 2023-12-27 05:43:47,874 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:22:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.9393, loss: 0.9393 2023-12-27 05:44:10,541 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:22:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.9589, loss: 0.9589 2023-12-27 05:44:33,205 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:21:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 0.9451, loss: 0.9451 2023-12-27 05:44:55,936 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:21:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.9418, loss: 0.9418 2023-12-27 05:45:18,602 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:21:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.9503, loss: 0.9503 2023-12-27 05:45:41,243 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:20:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.9547, loss: 0.9547 2023-12-27 05:46:03,860 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:20:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.9720, loss: 0.9720 2023-12-27 05:46:26,465 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:19:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.9437, loss: 0.9437 2023-12-27 05:46:49,161 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:19:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.9659, loss: 0.9659 2023-12-27 05:47:11,902 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:19:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.9416, loss: 0.9416 2023-12-27 05:47:34,580 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:18:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.9554, loss: 0.9554 2023-12-27 05:47:36,341 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-27 05:48:53,730 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:48:53,799 - pyskl - INFO - top1_acc 0.8826 top5_acc 0.9835 2023-12-27 05:48:53,803 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8826, top5_acc: 0.9835 2023-12-27 05:49:33,624 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:18:26, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.9310, loss: 0.9310 2023-12-27 05:49:56,210 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:18:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.9253, loss: 0.9253 2023-12-27 05:50:18,712 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:17:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.9172, loss: 0.9172 2023-12-27 05:50:41,292 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:17:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9298, loss: 0.9298 2023-12-27 05:51:03,909 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:16:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.9377, loss: 0.9377 2023-12-27 05:51:26,622 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:16:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.9270, loss: 0.9270 2023-12-27 05:51:49,299 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:16:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.9454, loss: 0.9454 2023-12-27 05:52:11,997 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:15:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.9253, loss: 0.9253 2023-12-27 05:52:34,750 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:15:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.9216, loss: 0.9216 2023-12-27 05:52:57,438 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:14:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.9388, loss: 0.9388 2023-12-27 05:53:20,118 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:14:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.9464, loss: 0.9464 2023-12-27 05:53:42,748 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:14:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.9450, loss: 0.9450 2023-12-27 05:54:05,322 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:13:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.9564, loss: 0.9564 2023-12-27 05:54:27,878 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:13:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.9510, loss: 0.9510 2023-12-27 05:54:50,486 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:12:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.9434, loss: 0.9434 2023-12-27 05:55:13,034 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:12:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.9405, loss: 0.9405 2023-12-27 05:55:35,570 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:12:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.9402, loss: 0.9402 2023-12-27 05:55:58,153 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:11:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 0.9448, loss: 0.9448 2023-12-27 05:56:20,704 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:11:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.9336, loss: 0.9336 2023-12-27 05:56:43,281 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:11:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9476, loss: 0.9476 2023-12-27 05:57:05,831 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:10:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.9485, loss: 0.9485 2023-12-27 05:57:28,376 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:10:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.9572, loss: 0.9572 2023-12-27 05:57:50,939 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:09:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.9612, loss: 0.9612 2023-12-27 05:58:13,552 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:09:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 0.9689, loss: 0.9689 2023-12-27 05:58:36,134 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:09:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.9693, loss: 0.9693 2023-12-27 05:58:37,925 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-27 05:59:55,662 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:59:55,732 - pyskl - INFO - top1_acc 0.8803 top5_acc 0.9819 2023-12-27 05:59:55,736 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8803, top5_acc: 0.9819 2023-12-27 06:00:35,209 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:08:43, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.9323, loss: 0.9323 2023-12-27 06:00:57,812 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:08:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.9194, loss: 0.9194 2023-12-27 06:01:20,351 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:07:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.9413, loss: 0.9413 2023-12-27 06:01:42,930 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:07:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9143, loss: 0.9143 2023-12-27 06:02:05,506 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:07:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.9506, loss: 0.9506 2023-12-27 06:02:28,065 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:06:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9179, loss: 0.9179 2023-12-27 06:02:50,830 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:06:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.9357, loss: 0.9357 2023-12-27 06:03:13,527 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:05:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.9213, loss: 0.9213 2023-12-27 06:03:36,246 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:05:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.9130, loss: 0.9130 2023-12-27 06:03:58,912 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:05:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9335, loss: 0.9335 2023-12-27 06:04:21,465 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:04:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.9425, loss: 0.9425 2023-12-27 06:04:44,049 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:04:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9185, loss: 0.9185 2023-12-27 06:05:06,613 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:04:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.9518, loss: 0.9518 2023-12-27 06:05:29,175 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:03:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.9369, loss: 0.9369 2023-12-27 06:05:51,733 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:03:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.9395, loss: 0.9395 2023-12-27 06:06:14,284 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:02:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.9455, loss: 0.9455 2023-12-27 06:06:36,876 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:02:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.9432, loss: 0.9432 2023-12-27 06:06:59,532 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:02:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.9227, loss: 0.9227 2023-12-27 06:07:22,200 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:01:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9305, loss: 0.9305 2023-12-27 06:07:44,955 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:01:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.9205, loss: 0.9205 2023-12-27 06:08:07,555 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:00:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.9344, loss: 0.9344 2023-12-27 06:08:30,076 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:00:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.9404, loss: 0.9404 2023-12-27 06:08:52,614 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:00:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.9561, loss: 0.9561 2023-12-27 06:09:15,172 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 5:59:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.9377, loss: 0.9377 2023-12-27 06:09:37,701 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 5:59:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.9515, loss: 0.9515 2023-12-27 06:09:39,495 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-27 06:10:56,992 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:10:57,063 - pyskl - INFO - top1_acc 0.8825 top5_acc 0.9827 2023-12-27 06:10:57,067 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8825, top5_acc: 0.9827 2023-12-27 06:11:36,151 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 5:59:00, time: 0.391, data_time: 0.165, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.9206, loss: 0.9206 2023-12-27 06:11:58,770 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 5:58:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.9182, loss: 0.9182 2023-12-27 06:12:21,399 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 5:58:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9178, loss: 0.9178 2023-12-27 06:12:43,991 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 5:57:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.9285, loss: 0.9285 2023-12-27 06:13:06,623 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 5:57:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.9208, loss: 0.9208 2023-12-27 06:13:29,223 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 5:57:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.9376, loss: 0.9376 2023-12-27 06:13:51,853 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 5:56:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.9109, loss: 0.9109 2023-12-27 06:14:14,478 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 5:56:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.9188, loss: 0.9188 2023-12-27 06:14:37,072 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 5:55:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.9146, loss: 0.9146 2023-12-27 06:14:59,764 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 5:55:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.9339, loss: 0.9339 2023-12-27 06:15:22,309 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 5:55:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.9126, loss: 0.9126 2023-12-27 06:15:44,826 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 5:54:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.9282, loss: 0.9282 2023-12-27 06:16:07,479 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 5:54:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 0.9309, loss: 0.9309 2023-12-27 06:16:30,125 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 5:53:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.9161, loss: 0.9161 2023-12-27 06:16:52,794 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 5:53:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.9196, loss: 0.9196 2023-12-27 06:17:15,386 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 5:53:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.9309, loss: 0.9309 2023-12-27 06:17:37,948 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 5:52:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.9284, loss: 0.9284 2023-12-27 06:18:00,557 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 5:52:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.9257, loss: 0.9257 2023-12-27 06:18:23,261 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 5:51:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.9292, loss: 0.9292 2023-12-27 06:18:45,853 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:51:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.9375, loss: 0.9375 2023-12-27 06:19:08,428 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:51:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.9631, loss: 0.9631 2023-12-27 06:19:31,038 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:50:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.9441, loss: 0.9441 2023-12-27 06:19:53,714 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:50:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.9423, loss: 0.9423 2023-12-27 06:20:16,291 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:50:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9365, loss: 0.9365 2023-12-27 06:20:38,870 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:49:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.9407, loss: 0.9407 2023-12-27 06:20:40,610 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-27 06:21:58,054 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:21:58,123 - pyskl - INFO - top1_acc 0.8851 top5_acc 0.9842 2023-12-27 06:21:58,128 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8851, top5_acc: 0.9842 2023-12-27 06:22:37,888 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:49:17, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8937, loss: 0.8937 2023-12-27 06:23:00,379 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:48:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9238, loss: 0.9238 2023-12-27 06:23:22,896 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:48:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.9063, loss: 0.9063 2023-12-27 06:23:45,449 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:48:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.8968, loss: 0.8968 2023-12-27 06:24:08,028 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:47:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8938, loss: 0.8938 2023-12-27 06:24:30,687 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:47:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.9187, loss: 0.9187 2023-12-27 06:24:53,437 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:46:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 0.9152, loss: 0.9152 2023-12-27 06:25:16,143 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:46:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.9019, loss: 0.9019 2023-12-27 06:25:38,745 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:46:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.9205, loss: 0.9205 2023-12-27 06:26:01,416 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:45:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.9186, loss: 0.9186 2023-12-27 06:26:24,035 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:45:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9165, loss: 0.9165 2023-12-27 06:26:46,645 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:44:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9101, loss: 0.9101 2023-12-27 06:27:09,224 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:44:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.9105, loss: 0.9105 2023-12-27 06:27:31,775 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:44:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.9101, loss: 0.9101 2023-12-27 06:27:54,351 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:43:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.8931, loss: 0.8931 2023-12-27 06:28:16,999 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:43:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.9296, loss: 0.9296 2023-12-27 06:28:39,700 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:43:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.9185, loss: 0.9185 2023-12-27 06:29:02,420 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:42:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.9389, loss: 0.9389 2023-12-27 06:29:25,157 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:42:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.9614, loss: 0.9614 2023-12-27 06:29:47,830 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:41:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9187, loss: 0.9187 2023-12-27 06:30:10,450 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:41:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.9233, loss: 0.9233 2023-12-27 06:30:33,130 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:41:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 0.9587, loss: 0.9587 2023-12-27 06:30:55,808 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:40:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.9396, loss: 0.9396 2023-12-27 06:31:18,392 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:40:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.9475, loss: 0.9475 2023-12-27 06:31:41,103 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:39:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.9284, loss: 0.9284 2023-12-27 06:31:42,849 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-27 06:33:00,623 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:33:00,693 - pyskl - INFO - top1_acc 0.8848 top5_acc 0.9826 2023-12-27 06:33:00,697 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8848, top5_acc: 0.9826 2023-12-27 06:33:40,212 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:39:34, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.9224, loss: 0.9224 2023-12-27 06:34:02,814 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:39:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.9070, loss: 0.9070 2023-12-27 06:34:25,466 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:38:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8823, loss: 0.8823 2023-12-27 06:34:48,169 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:38:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9043, loss: 0.9043 2023-12-27 06:35:10,833 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:38:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.9028, loss: 0.9028 2023-12-27 06:35:33,516 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:37:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.9034, loss: 0.9034 2023-12-27 06:35:56,221 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:37:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.8959, loss: 0.8959 2023-12-27 06:36:18,892 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:36:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.8818, loss: 0.8818 2023-12-27 06:36:41,512 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:36:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.9166, loss: 0.9166 2023-12-27 06:37:04,143 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:36:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.9046, loss: 0.9046 2023-12-27 06:37:26,760 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:35:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.9108, loss: 0.9108 2023-12-27 06:37:49,401 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:35:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8915, loss: 0.8915 2023-12-27 06:38:11,960 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:34:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.9130, loss: 0.9130 2023-12-27 06:38:34,473 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:34:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.9299, loss: 0.9299 2023-12-27 06:38:56,970 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:34:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.9121, loss: 0.9121 2023-12-27 06:39:19,495 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:33:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.9017, loss: 0.9017 2023-12-27 06:39:41,993 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:33:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.9190, loss: 0.9190 2023-12-27 06:40:04,553 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:32:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.9168, loss: 0.9168 2023-12-27 06:40:27,183 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:32:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9078, loss: 0.9078 2023-12-27 06:40:49,831 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:32:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.9195, loss: 0.9195 2023-12-27 06:41:12,415 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:31:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9356, loss: 0.9356 2023-12-27 06:41:35,047 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:31:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.9266, loss: 0.9266 2023-12-27 06:41:57,711 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:30:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.9318, loss: 0.9318 2023-12-27 06:42:20,308 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:30:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.9282, loss: 0.9282 2023-12-27 06:42:42,927 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:30:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9114, loss: 0.9114 2023-12-27 06:42:44,671 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-27 06:44:02,068 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:44:02,138 - pyskl - INFO - top1_acc 0.8892 top5_acc 0.9822 2023-12-27 06:44:02,142 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_107.pth was removed 2023-12-27 06:44:02,277 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. 2023-12-27 06:44:02,278 - pyskl - INFO - Best top1_acc is 0.8892 at 116 epoch. 2023-12-27 06:44:02,281 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8892, top5_acc: 0.9822 2023-12-27 06:44:41,784 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:29:51, time: 0.395, data_time: 0.168, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8882, loss: 0.8882 2023-12-27 06:45:04,413 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:29:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.8993, loss: 0.8993 2023-12-27 06:45:27,058 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:29:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.8797, loss: 0.8797 2023-12-27 06:45:49,655 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:28:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9110, loss: 0.9110 2023-12-27 06:46:12,321 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:28:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.9163, loss: 0.9163 2023-12-27 06:46:34,929 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:27:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.9116, loss: 0.9116 2023-12-27 06:46:57,751 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:27:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.9106, loss: 0.9106 2023-12-27 06:47:20,433 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:27:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.8999, loss: 0.8999 2023-12-27 06:47:42,930 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:26:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.9069, loss: 0.9069 2023-12-27 06:48:05,549 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:26:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.9132, loss: 0.9132 2023-12-27 06:48:28,206 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:25:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.9179, loss: 0.9179 2023-12-27 06:48:50,877 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:25:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.9043, loss: 0.9043 2023-12-27 06:49:13,523 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:25:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.8922, loss: 0.8922 2023-12-27 06:49:36,157 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:24:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.8892, loss: 0.8892 2023-12-27 06:49:58,711 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:24:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.9026, loss: 0.9026 2023-12-27 06:50:21,261 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:24:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8997, loss: 0.8997 2023-12-27 06:50:43,836 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:23:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9021, loss: 0.9021 2023-12-27 06:51:06,521 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:23:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9024, loss: 0.9024 2023-12-27 06:51:29,139 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:22:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8910, loss: 0.8910 2023-12-27 06:51:51,728 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:22:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.9157, loss: 0.9157 2023-12-27 06:52:14,450 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:22:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9033, loss: 0.9033 2023-12-27 06:52:37,072 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:21:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.9198, loss: 0.9198 2023-12-27 06:52:59,762 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:21:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.9227, loss: 0.9227 2023-12-27 06:53:22,448 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:20:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.9183, loss: 0.9183 2023-12-27 06:53:45,091 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:20:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.9217, loss: 0.9217 2023-12-27 06:53:46,838 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-27 06:55:04,556 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:55:04,627 - pyskl - INFO - top1_acc 0.8884 top5_acc 0.9825 2023-12-27 06:55:04,631 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8884, top5_acc: 0.9825 2023-12-27 06:55:43,905 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:20:08, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.8916, loss: 0.8916 2023-12-27 06:56:06,421 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:19:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9014, loss: 0.9014 2023-12-27 06:56:28,986 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:19:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8721, loss: 0.8721 2023-12-27 06:56:51,599 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:18:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8892, loss: 0.8892 2023-12-27 06:57:14,249 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:18:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9006, loss: 0.9006 2023-12-27 06:57:36,891 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:18:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8825, loss: 0.8825 2023-12-27 06:57:59,524 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:17:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.9073, loss: 0.9073 2023-12-27 06:58:22,146 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:17:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.8829, loss: 0.8829 2023-12-27 06:58:44,802 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:17:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8923, loss: 0.8923 2023-12-27 06:59:07,586 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:16:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.8946, loss: 0.8946 2023-12-27 06:59:30,269 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:16:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8927, loss: 0.8927 2023-12-27 06:59:52,884 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:15:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.9211, loss: 0.9211 2023-12-27 07:00:15,667 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:15:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.9091, loss: 0.9091 2023-12-27 07:00:38,305 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:15:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.8995, loss: 0.8995 2023-12-27 07:01:00,940 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:14:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.8994, loss: 0.8994 2023-12-27 07:01:23,597 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:14:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9097, loss: 0.9097 2023-12-27 07:01:46,307 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:13:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8818, loss: 0.8818 2023-12-27 07:02:09,006 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:13:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.9035, loss: 0.9035 2023-12-27 07:02:31,649 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:13:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.8920, loss: 0.8920 2023-12-27 07:02:54,233 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:12:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.8982, loss: 0.8982 2023-12-27 07:03:16,962 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:12:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8872, loss: 0.8872 2023-12-27 07:03:39,538 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:11:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.8950, loss: 0.8950 2023-12-27 07:04:02,102 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:11:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.8975, loss: 0.8975 2023-12-27 07:04:24,804 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:11:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8769, loss: 0.8769 2023-12-27 07:04:47,561 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:10:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8967, loss: 0.8967 2023-12-27 07:04:49,316 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-27 07:06:06,782 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:06:06,851 - pyskl - INFO - top1_acc 0.8933 top5_acc 0.9828 2023-12-27 07:06:06,855 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_116.pth was removed 2023-12-27 07:06:06,986 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2023-12-27 07:06:06,986 - pyskl - INFO - Best top1_acc is 0.8933 at 118 epoch. 2023-12-27 07:06:06,990 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8933, top5_acc: 0.9828 2023-12-27 07:06:46,446 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:10:26, time: 0.395, data_time: 0.168, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.8907, loss: 0.8907 2023-12-27 07:07:09,025 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:10:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8762, loss: 0.8762 2023-12-27 07:07:31,624 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:09:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.8945, loss: 0.8945 2023-12-27 07:07:54,278 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:09:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8761, loss: 0.8761 2023-12-27 07:08:16,949 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:08:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.8860, loss: 0.8860 2023-12-27 07:08:39,625 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:08:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8688, loss: 0.8688 2023-12-27 07:09:02,307 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:08:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8816, loss: 0.8816 2023-12-27 07:09:24,937 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:07:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8918, loss: 0.8918 2023-12-27 07:09:47,537 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:07:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8894, loss: 0.8894 2023-12-27 07:10:10,308 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:06:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8990, loss: 0.8990 2023-12-27 07:10:32,901 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:06:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8785, loss: 0.8785 2023-12-27 07:10:55,481 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:06:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.8741, loss: 0.8741 2023-12-27 07:11:18,077 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:05:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8860, loss: 0.8860 2023-12-27 07:11:40,669 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:05:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.8815, loss: 0.8815 2023-12-27 07:12:03,331 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:04:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.8811, loss: 0.8811 2023-12-27 07:12:25,934 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:04:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9085, loss: 0.9085 2023-12-27 07:12:48,494 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:04:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.8987, loss: 0.8987 2023-12-27 07:13:11,058 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:03:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8889, loss: 0.8889 2023-12-27 07:13:33,636 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:03:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.8959, loss: 0.8959 2023-12-27 07:13:56,248 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:03:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.8832, loss: 0.8832 2023-12-27 07:14:18,867 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:02:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.8916, loss: 0.8916 2023-12-27 07:14:41,456 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:02:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.8919, loss: 0.8919 2023-12-27 07:15:04,166 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:01:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.9024, loss: 0.9024 2023-12-27 07:15:26,791 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:01:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.9014, loss: 0.9014 2023-12-27 07:15:49,369 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:01:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.8883, loss: 0.8883 2023-12-27 07:15:51,169 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-27 07:17:08,668 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:17:08,742 - pyskl - INFO - top1_acc 0.8969 top5_acc 0.9822 2023-12-27 07:17:08,746 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_118.pth was removed 2023-12-27 07:17:08,878 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-27 07:17:08,879 - pyskl - INFO - Best top1_acc is 0.8969 at 119 epoch. 2023-12-27 07:17:08,882 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8969, top5_acc: 0.9822 2023-12-27 07:17:48,066 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:00:43, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8637, loss: 0.8637 2023-12-27 07:18:10,693 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:00:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 2023-12-27 07:18:33,385 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 4:59:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8594, loss: 0.8594 2023-12-27 07:18:55,929 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 4:59:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8725, loss: 0.8725 2023-12-27 07:19:18,468 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 4:59:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8702, loss: 0.8702 2023-12-27 07:19:41,129 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 4:58:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8762, loss: 0.8762 2023-12-27 07:20:03,802 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 4:58:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.8731, loss: 0.8731 2023-12-27 07:20:26,432 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 4:57:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8693, loss: 0.8693 2023-12-27 07:20:49,032 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 4:57:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.8824, loss: 0.8824 2023-12-27 07:21:11,645 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 4:57:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8679, loss: 0.8679 2023-12-27 07:21:34,323 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 4:56:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8677, loss: 0.8677 2023-12-27 07:21:56,973 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 4:56:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8727, loss: 0.8727 2023-12-27 07:22:19,577 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 4:56:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8789, loss: 0.8789 2023-12-27 07:22:42,158 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 4:55:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.8792, loss: 0.8792 2023-12-27 07:23:04,796 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 4:55:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8744, loss: 0.8744 2023-12-27 07:23:27,429 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 4:54:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8810, loss: 0.8810 2023-12-27 07:23:49,968 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 4:54:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8802, loss: 0.8802 2023-12-27 07:24:12,471 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 4:54:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.8801, loss: 0.8801 2023-12-27 07:24:35,040 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 4:53:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8687, loss: 0.8687 2023-12-27 07:24:57,695 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 4:53:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8893, loss: 0.8893 2023-12-27 07:25:20,291 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:52:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8687, loss: 0.8687 2023-12-27 07:25:42,880 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:52:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8874, loss: 0.8874 2023-12-27 07:26:05,437 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:52:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8823, loss: 0.8823 2023-12-27 07:26:27,998 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:51:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8882, loss: 0.8882 2023-12-27 07:26:50,630 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:51:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8727, loss: 0.8727 2023-12-27 07:26:52,379 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-27 07:28:09,934 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:28:10,004 - pyskl - INFO - top1_acc 0.8957 top5_acc 0.9822 2023-12-27 07:28:10,008 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8957, top5_acc: 0.9822 2023-12-27 07:28:49,190 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:51:00, time: 0.392, data_time: 0.164, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8749, loss: 0.8749 2023-12-27 07:29:11,822 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:50:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8873, loss: 0.8873 2023-12-27 07:29:34,401 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:50:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8786, loss: 0.8786 2023-12-27 07:29:57,108 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:49:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8813, loss: 0.8813 2023-12-27 07:30:19,749 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:49:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8769, loss: 0.8769 2023-12-27 07:30:42,466 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:49:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.8803, loss: 0.8803 2023-12-27 07:31:05,066 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:48:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8638, loss: 0.8638 2023-12-27 07:31:27,615 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:48:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8739, loss: 0.8739 2023-12-27 07:31:50,244 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:47:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.8605, loss: 0.8605 2023-12-27 07:32:12,842 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:47:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.8714, loss: 0.8714 2023-12-27 07:32:35,457 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:47:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8683, loss: 0.8683 2023-12-27 07:32:58,073 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:46:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8803, loss: 0.8803 2023-12-27 07:33:20,669 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:46:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8605, loss: 0.8605 2023-12-27 07:33:43,227 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:45:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.8859, loss: 0.8859 2023-12-27 07:34:05,819 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:45:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.8784, loss: 0.8784 2023-12-27 07:34:28,492 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:45:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8670, loss: 0.8670 2023-12-27 07:34:51,103 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:44:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.8800, loss: 0.8800 2023-12-27 07:35:13,792 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:44:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.8906, loss: 0.8906 2023-12-27 07:35:36,490 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:43:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8736, loss: 0.8736 2023-12-27 07:35:59,145 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:43:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8657, loss: 0.8657 2023-12-27 07:36:21,755 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:43:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.9003, loss: 0.9003 2023-12-27 07:36:44,349 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:42:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8706, loss: 0.8706 2023-12-27 07:37:06,937 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:42:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8663, loss: 0.8663 2023-12-27 07:37:29,522 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:42:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8866, loss: 0.8866 2023-12-27 07:37:52,134 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:41:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.8780, loss: 0.8780 2023-12-27 07:37:53,870 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-27 07:39:11,224 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:39:11,293 - pyskl - INFO - top1_acc 0.8940 top5_acc 0.9824 2023-12-27 07:39:11,297 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8940, top5_acc: 0.9824 2023-12-27 07:39:50,962 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:41:17, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.8758, loss: 0.8758 2023-12-27 07:40:13,494 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:40:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8628, loss: 0.8628 2023-12-27 07:40:36,058 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:40:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8791, loss: 0.8791 2023-12-27 07:40:58,567 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:40:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8616, loss: 0.8616 2023-12-27 07:41:21,082 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:39:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8627, loss: 0.8627 2023-12-27 07:41:43,797 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:39:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8588, loss: 0.8588 2023-12-27 07:42:06,444 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:38:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.8729, loss: 0.8729 2023-12-27 07:42:29,110 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:38:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8717, loss: 0.8717 2023-12-27 07:42:51,779 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:38:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8680, loss: 0.8680 2023-12-27 07:43:14,363 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:37:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8563, loss: 0.8563 2023-12-27 07:43:36,979 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:37:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8613, loss: 0.8613 2023-12-27 07:43:59,498 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:36:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8580, loss: 0.8580 2023-12-27 07:44:22,284 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:36:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8668, loss: 0.8668 2023-12-27 07:44:44,997 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:36:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8590, loss: 0.8590 2023-12-27 07:45:07,631 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:35:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8690, loss: 0.8690 2023-12-27 07:45:30,228 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:35:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.8641, loss: 0.8641 2023-12-27 07:45:52,768 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:35:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.8822, loss: 0.8822 2023-12-27 07:46:15,319 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:34:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8650, loss: 0.8650 2023-12-27 07:46:37,910 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:34:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8634, loss: 0.8634 2023-12-27 07:47:00,458 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:33:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.8733, loss: 0.8733 2023-12-27 07:47:23,050 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:33:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.8647, loss: 0.8647 2023-12-27 07:47:45,646 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:33:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.8801, loss: 0.8801 2023-12-27 07:48:08,257 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:32:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.8795, loss: 0.8795 2023-12-27 07:48:30,856 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:32:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.8818, loss: 0.8818 2023-12-27 07:48:53,414 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:31:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.8840, loss: 0.8840 2023-12-27 07:48:55,179 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-27 07:50:12,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:50:12,762 - pyskl - INFO - top1_acc 0.8932 top5_acc 0.9823 2023-12-27 07:50:12,766 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8932, top5_acc: 0.9823 2023-12-27 07:50:52,255 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:31:34, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8508, loss: 0.8508 2023-12-27 07:51:14,966 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:31:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.8582, loss: 0.8582 2023-12-27 07:51:37,571 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:30:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 2023-12-27 07:52:00,305 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:30:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8668, loss: 0.8668 2023-12-27 07:52:23,104 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:30:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-27 07:52:45,884 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:29:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8576, loss: 0.8576 2023-12-27 07:53:08,456 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:29:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8609, loss: 0.8609 2023-12-27 07:53:31,090 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:28:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8645, loss: 0.8645 2023-12-27 07:53:53,801 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:28:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8684, loss: 0.8684 2023-12-27 07:54:16,414 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:28:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.8666, loss: 0.8666 2023-12-27 07:54:39,091 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:27:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8606, loss: 0.8606 2023-12-27 07:55:01,607 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:27:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8524, loss: 0.8524 2023-12-27 07:55:24,142 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:26:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.8600, loss: 0.8600 2023-12-27 07:55:46,698 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:26:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8644, loss: 0.8644 2023-12-27 07:56:09,252 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:26:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8798, loss: 0.8798 2023-12-27 07:56:31,819 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:25:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8587, loss: 0.8587 2023-12-27 07:56:54,379 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:25:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8744, loss: 0.8744 2023-12-27 07:57:17,042 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:24:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8594, loss: 0.8594 2023-12-27 07:57:39,765 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:24:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8691, loss: 0.8691 2023-12-27 07:58:02,421 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:24:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8469, loss: 0.8469 2023-12-27 07:58:25,046 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:23:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8585, loss: 0.8585 2023-12-27 07:58:47,710 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:23:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8480, loss: 0.8480 2023-12-27 07:59:10,354 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:22:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8669, loss: 0.8669 2023-12-27 07:59:32,947 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:22:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8542, loss: 0.8542 2023-12-27 07:59:55,453 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:22:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.8537, loss: 0.8537 2023-12-27 07:59:57,281 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-27 08:01:14,731 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:01:14,800 - pyskl - INFO - top1_acc 0.8981 top5_acc 0.9834 2023-12-27 08:01:14,805 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_119.pth was removed 2023-12-27 08:01:14,941 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2023-12-27 08:01:14,942 - pyskl - INFO - Best top1_acc is 0.8981 at 123 epoch. 2023-12-27 08:01:14,946 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8981, top5_acc: 0.9834 2023-12-27 08:01:54,359 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:21:51, time: 0.394, data_time: 0.169, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8490, loss: 0.8490 2023-12-27 08:02:16,883 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:21:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.8535, loss: 0.8535 2023-12-27 08:02:39,404 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:21:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8439, loss: 0.8439 2023-12-27 08:03:02,027 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:20:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8452, loss: 0.8452 2023-12-27 08:03:24,698 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:20:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8459, loss: 0.8459 2023-12-27 08:03:47,424 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:19:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8462, loss: 0.8462 2023-12-27 08:04:10,088 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:19:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 2023-12-27 08:04:32,740 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:19:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8608, loss: 0.8608 2023-12-27 08:04:55,436 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:18:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 2023-12-27 08:05:18,069 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:18:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8474, loss: 0.8474 2023-12-27 08:05:40,752 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:17:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8555, loss: 0.8555 2023-12-27 08:06:03,442 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:17:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8560, loss: 0.8560 2023-12-27 08:06:26,142 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:17:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 2023-12-27 08:06:48,921 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:16:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8645, loss: 0.8645 2023-12-27 08:07:11,653 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:16:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8555, loss: 0.8555 2023-12-27 08:07:34,366 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:16:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8555, loss: 0.8555 2023-12-27 08:07:57,017 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:15:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8574, loss: 0.8574 2023-12-27 08:08:19,668 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:15:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8650, loss: 0.8650 2023-12-27 08:08:42,255 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:14:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8622, loss: 0.8622 2023-12-27 08:09:04,954 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:14:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8509, loss: 0.8509 2023-12-27 08:09:27,643 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:14:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8610, loss: 0.8610 2023-12-27 08:09:50,309 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:13:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8670, loss: 0.8670 2023-12-27 08:10:12,991 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:13:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.8757, loss: 0.8757 2023-12-27 08:10:35,693 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:12:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8620, loss: 0.8620 2023-12-27 08:10:58,377 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:12:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.8562, loss: 0.8562 2023-12-27 08:11:00,148 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-27 08:12:17,283 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:12:17,353 - pyskl - INFO - top1_acc 0.9005 top5_acc 0.9838 2023-12-27 08:12:17,356 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_123.pth was removed 2023-12-27 08:12:17,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-27 08:12:17,489 - pyskl - INFO - Best top1_acc is 0.9005 at 124 epoch. 2023-12-27 08:12:17,493 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9005, top5_acc: 0.9838 2023-12-27 08:12:56,735 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:12:08, time: 0.392, data_time: 0.167, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8466, loss: 0.8466 2023-12-27 08:13:19,201 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:11:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8506, loss: 0.8506 2023-12-27 08:13:41,721 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:11:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8467, loss: 0.8467 2023-12-27 08:14:04,285 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:10:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 2023-12-27 08:14:26,917 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:10:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8460, loss: 0.8460 2023-12-27 08:14:49,472 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:10:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8456, loss: 0.8456 2023-12-27 08:15:11,999 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:09:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8543, loss: 0.8543 2023-12-27 08:15:34,682 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:09:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8583, loss: 0.8583 2023-12-27 08:15:57,261 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:09:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8502, loss: 0.8502 2023-12-27 08:16:19,867 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:08:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8476, loss: 0.8476 2023-12-27 08:16:42,447 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:08:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 2023-12-27 08:17:05,030 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:07:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8395, loss: 0.8395 2023-12-27 08:17:27,623 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:07:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8401, loss: 0.8401 2023-12-27 08:17:50,341 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:07:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 2023-12-27 08:18:12,933 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:06:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 2023-12-27 08:18:35,530 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:06:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8486, loss: 0.8486 2023-12-27 08:18:58,183 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:05:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8478, loss: 0.8478 2023-12-27 08:19:20,820 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:05:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8450, loss: 0.8450 2023-12-27 08:19:43,382 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:05:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8657, loss: 0.8657 2023-12-27 08:20:05,936 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:04:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8556, loss: 0.8556 2023-12-27 08:20:28,500 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:04:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8576, loss: 0.8576 2023-12-27 08:20:51,017 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:03:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.8572, loss: 0.8572 2023-12-27 08:21:13,562 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:03:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8576, loss: 0.8576 2023-12-27 08:21:36,108 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:03:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 2023-12-27 08:21:58,685 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:02:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8452, loss: 0.8452 2023-12-27 08:22:00,458 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-27 08:23:17,698 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:23:17,768 - pyskl - INFO - top1_acc 0.9050 top5_acc 0.9839 2023-12-27 08:23:17,772 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_124.pth was removed 2023-12-27 08:23:17,900 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2023-12-27 08:23:17,901 - pyskl - INFO - Best top1_acc is 0.9050 at 125 epoch. 2023-12-27 08:23:17,904 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9050, top5_acc: 0.9839 2023-12-27 08:23:56,970 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:02:25, time: 0.391, data_time: 0.164, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 2023-12-27 08:24:19,584 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:02:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8420, loss: 0.8420 2023-12-27 08:24:42,166 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:01:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8404, loss: 0.8404 2023-12-27 08:25:04,839 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:01:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 2023-12-27 08:25:27,614 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:00:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8396, loss: 0.8396 2023-12-27 08:25:50,433 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:00:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8514, loss: 0.8514 2023-12-27 08:26:13,159 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:00:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8419, loss: 0.8419 2023-12-27 08:26:35,867 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 3:59:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8455, loss: 0.8455 2023-12-27 08:26:58,689 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 3:59:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8415, loss: 0.8415 2023-12-27 08:27:21,303 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 3:58:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 2023-12-27 08:27:43,831 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 3:58:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 2023-12-27 08:28:06,387 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 3:58:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8407, loss: 0.8407 2023-12-27 08:28:28,964 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 3:57:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8482, loss: 0.8482 2023-12-27 08:28:51,544 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 3:57:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8496, loss: 0.8496 2023-12-27 08:29:14,124 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 3:56:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8507, loss: 0.8507 2023-12-27 08:29:36,750 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 3:56:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8562, loss: 0.8562 2023-12-27 08:29:59,417 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 3:56:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8511, loss: 0.8511 2023-12-27 08:30:21,966 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 3:55:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8458, loss: 0.8458 2023-12-27 08:30:44,590 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 3:55:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8565, loss: 0.8565 2023-12-27 08:31:07,185 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 3:55:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8500, loss: 0.8500 2023-12-27 08:31:29,735 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 3:54:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8497, loss: 0.8497 2023-12-27 08:31:52,294 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:54:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 2023-12-27 08:32:14,866 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:53:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8479, loss: 0.8479 2023-12-27 08:32:37,474 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:53:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8448, loss: 0.8448 2023-12-27 08:33:00,083 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:53:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 2023-12-27 08:33:01,861 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-27 08:34:19,216 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:34:19,288 - pyskl - INFO - top1_acc 0.8999 top5_acc 0.9840 2023-12-27 08:34:19,291 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8999, top5_acc: 0.9840 2023-12-27 08:34:58,382 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:52:42, time: 0.391, data_time: 0.164, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8407, loss: 0.8407 2023-12-27 08:35:20,965 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:52:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 2023-12-27 08:35:43,544 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:51:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8401, loss: 0.8401 2023-12-27 08:36:06,087 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:51:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8397, loss: 0.8397 2023-12-27 08:36:28,781 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:51:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8351, loss: 0.8351 2023-12-27 08:36:51,452 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:50:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8383, loss: 0.8383 2023-12-27 08:37:14,089 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:50:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8465, loss: 0.8465 2023-12-27 08:37:36,692 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:49:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8444, loss: 0.8444 2023-12-27 08:37:59,449 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:49:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8359, loss: 0.8359 2023-12-27 08:38:22,167 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:49:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8373, loss: 0.8373 2023-12-27 08:38:44,778 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:48:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8376, loss: 0.8376 2023-12-27 08:39:07,485 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:48:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8415, loss: 0.8415 2023-12-27 08:39:30,180 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:48:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8432, loss: 0.8432 2023-12-27 08:39:52,767 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:47:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.8384, loss: 0.8384 2023-12-27 08:40:15,433 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:47:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8442, loss: 0.8442 2023-12-27 08:40:38,068 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:46:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8401, loss: 0.8401 2023-12-27 08:41:00,881 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:46:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 2023-12-27 08:41:23,519 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:46:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8430, loss: 0.8430 2023-12-27 08:41:46,182 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:45:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.8457, loss: 0.8457 2023-12-27 08:42:08,742 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:45:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8389, loss: 0.8389 2023-12-27 08:42:31,304 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:44:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8398, loss: 0.8398 2023-12-27 08:42:53,866 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:44:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 2023-12-27 08:43:16,424 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:44:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8381, loss: 0.8381 2023-12-27 08:43:39,014 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:43:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8415, loss: 0.8415 2023-12-27 08:44:01,611 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:43:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8442, loss: 0.8442 2023-12-27 08:44:03,341 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-27 08:45:20,955 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:45:21,026 - pyskl - INFO - top1_acc 0.9055 top5_acc 0.9833 2023-12-27 08:45:21,030 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_125.pth was removed 2023-12-27 08:45:21,163 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-27 08:45:21,163 - pyskl - INFO - Best top1_acc is 0.9055 at 127 epoch. 2023-12-27 08:45:21,167 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9055, top5_acc: 0.9833 2023-12-27 08:46:00,487 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:43:00, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8328, loss: 0.8328 2023-12-27 08:46:23,028 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:42:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8365, loss: 0.8365 2023-12-27 08:46:45,662 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:42:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8341, loss: 0.8341 2023-12-27 08:47:08,236 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:41:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8347, loss: 0.8347 2023-12-27 08:47:31,041 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:41:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 2023-12-27 08:47:53,710 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:41:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8379, loss: 0.8379 2023-12-27 08:48:16,359 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:40:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8407, loss: 0.8407 2023-12-27 08:48:39,039 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:40:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8372, loss: 0.8372 2023-12-27 08:49:01,649 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:39:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8344, loss: 0.8344 2023-12-27 08:49:24,363 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:39:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8371, loss: 0.8371 2023-12-27 08:49:47,094 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:39:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8367, loss: 0.8367 2023-12-27 08:50:09,660 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:38:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8413, loss: 0.8413 2023-12-27 08:50:32,259 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:38:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8410, loss: 0.8410 2023-12-27 08:50:54,776 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:37:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8379, loss: 0.8379 2023-12-27 08:51:17,450 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:37:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8406, loss: 0.8406 2023-12-27 08:51:40,119 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:37:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 2023-12-27 08:52:02,734 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:36:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8448, loss: 0.8448 2023-12-27 08:52:25,449 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:36:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8436, loss: 0.8436 2023-12-27 08:52:48,058 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:35:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8426, loss: 0.8426 2023-12-27 08:53:10,660 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:35:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8384, loss: 0.8384 2023-12-27 08:53:33,205 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:35:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8444, loss: 0.8444 2023-12-27 08:53:55,760 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:34:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8375, loss: 0.8375 2023-12-27 08:54:18,290 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:34:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8375, loss: 0.8375 2023-12-27 08:54:40,829 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:34:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8406, loss: 0.8406 2023-12-27 08:55:03,354 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:33:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8408, loss: 0.8408 2023-12-27 08:55:05,075 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-27 08:56:22,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:56:22,424 - pyskl - INFO - top1_acc 0.9040 top5_acc 0.9833 2023-12-27 08:56:22,427 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9040, top5_acc: 0.9833 2023-12-27 08:57:01,659 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:33:17, time: 0.392, data_time: 0.167, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8348, loss: 0.8348 2023-12-27 08:57:24,242 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:32:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8315, loss: 0.8315 2023-12-27 08:57:46,859 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:32:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8304, loss: 0.8304 2023-12-27 08:58:09,410 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:32:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8358, loss: 0.8358 2023-12-27 08:58:32,058 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:31:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8373, loss: 0.8373 2023-12-27 08:58:54,662 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:31:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8364, loss: 0.8364 2023-12-27 08:59:17,270 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:30:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8340, loss: 0.8340 2023-12-27 08:59:39,902 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:30:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8358, loss: 0.8358 2023-12-27 09:00:02,517 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:30:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8327, loss: 0.8327 2023-12-27 09:00:25,146 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:29:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8339, loss: 0.8339 2023-12-27 09:00:47,943 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:29:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8321, loss: 0.8321 2023-12-27 09:01:10,656 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:29:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8327, loss: 0.8327 2023-12-27 09:01:33,217 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:28:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8344, loss: 0.8344 2023-12-27 09:01:55,735 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:28:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8362, loss: 0.8362 2023-12-27 09:02:18,264 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:27:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8319, loss: 0.8319 2023-12-27 09:02:40,942 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:27:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8338, loss: 0.8338 2023-12-27 09:03:03,556 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:27:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 2023-12-27 09:03:26,159 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:26:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8324, loss: 0.8324 2023-12-27 09:03:48,718 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:26:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8320, loss: 0.8320 2023-12-27 09:04:11,305 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:25:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8328, loss: 0.8328 2023-12-27 09:04:33,880 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:25:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8314, loss: 0.8314 2023-12-27 09:04:56,529 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:25:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8340, loss: 0.8340 2023-12-27 09:05:19,182 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:24:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 2023-12-27 09:05:41,750 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:24:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8322, loss: 0.8322 2023-12-27 09:06:04,281 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:23:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8313, loss: 0.8313 2023-12-27 09:06:06,013 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-27 09:07:23,538 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:07:23,608 - pyskl - INFO - top1_acc 0.9077 top5_acc 0.9849 2023-12-27 09:07:23,613 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_127.pth was removed 2023-12-27 09:07:23,747 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-27 09:07:23,748 - pyskl - INFO - Best top1_acc is 0.9077 at 129 epoch. 2023-12-27 09:07:23,752 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9077, top5_acc: 0.9849 2023-12-27 09:08:02,855 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:23:34, time: 0.391, data_time: 0.166, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8352, loss: 0.8352 2023-12-27 09:08:25,402 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:23:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8380, loss: 0.8380 2023-12-27 09:08:47,974 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:22:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8312, loss: 0.8312 2023-12-27 09:09:10,581 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:22:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8304, loss: 0.8304 2023-12-27 09:09:33,243 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:22:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8340, loss: 0.8340 2023-12-27 09:09:55,911 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:21:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8341, loss: 0.8341 2023-12-27 09:10:18,498 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:21:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8297, loss: 0.8297 2023-12-27 09:10:41,146 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:20:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8288, loss: 0.8288 2023-12-27 09:11:03,776 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:20:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 2023-12-27 09:11:26,362 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:20:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8303, loss: 0.8303 2023-12-27 09:11:49,009 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:19:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 2023-12-27 09:12:11,609 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:19:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8293, loss: 0.8293 2023-12-27 09:12:34,257 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:18:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8306, loss: 0.8306 2023-12-27 09:12:56,921 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:18:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8309, loss: 0.8309 2023-12-27 09:13:19,615 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:18:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8346, loss: 0.8346 2023-12-27 09:13:42,284 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:17:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8330, loss: 0.8330 2023-12-27 09:14:04,928 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:17:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8314, loss: 0.8314 2023-12-27 09:14:27,581 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:16:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8316, loss: 0.8316 2023-12-27 09:14:50,213 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:16:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-27 09:15:12,837 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:16:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 09:15:35,464 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:15:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8311, loss: 0.8311 2023-12-27 09:15:58,123 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:15:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8343, loss: 0.8343 2023-12-27 09:16:20,816 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:15:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8304, loss: 0.8304 2023-12-27 09:16:43,478 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:14:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8312, loss: 0.8312 2023-12-27 09:17:06,080 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:14:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8323, loss: 0.8323 2023-12-27 09:17:07,866 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-27 09:18:25,482 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:18:25,554 - pyskl - INFO - top1_acc 0.9074 top5_acc 0.9844 2023-12-27 09:18:25,557 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9074, top5_acc: 0.9844 2023-12-27 09:19:05,077 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:13:51, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8308, loss: 0.8308 2023-12-27 09:19:27,638 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:13:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 2023-12-27 09:19:50,182 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:13:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8300, loss: 0.8300 2023-12-27 09:20:12,715 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:12:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8301, loss: 0.8301 2023-12-27 09:20:35,368 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:12:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8289, loss: 0.8289 2023-12-27 09:20:57,937 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:11:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8322, loss: 0.8322 2023-12-27 09:21:20,466 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:11:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8330, loss: 0.8330 2023-12-27 09:21:43,033 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:11:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8320, loss: 0.8320 2023-12-27 09:22:05,691 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:10:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8312, loss: 0.8312 2023-12-27 09:22:28,428 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:10:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8289, loss: 0.8289 2023-12-27 09:22:51,068 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:09:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8304, loss: 0.8304 2023-12-27 09:23:13,767 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:09:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8301, loss: 0.8301 2023-12-27 09:23:36,308 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:09:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8320, loss: 0.8320 2023-12-27 09:23:58,877 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:08:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8334, loss: 0.8334 2023-12-27 09:24:21,657 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:08:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8345, loss: 0.8345 2023-12-27 09:24:44,344 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:08:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 2023-12-27 09:25:06,965 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:07:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8330, loss: 0.8330 2023-12-27 09:25:29,545 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:07:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8309, loss: 0.8309 2023-12-27 09:25:52,162 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:06:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8304, loss: 0.8304 2023-12-27 09:26:14,726 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:06:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8307, loss: 0.8307 2023-12-27 09:26:37,273 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:06:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8308, loss: 0.8308 2023-12-27 09:26:59,828 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:05:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8305, loss: 0.8305 2023-12-27 09:27:22,385 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:05:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8338, loss: 0.8338 2023-12-27 09:27:44,931 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:04:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-27 09:28:07,496 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:04:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8313, loss: 0.8313 2023-12-27 09:28:09,249 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-27 09:29:26,513 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:29:26,583 - pyskl - INFO - top1_acc 0.9095 top5_acc 0.9850 2023-12-27 09:29:26,587 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_129.pth was removed 2023-12-27 09:29:26,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2023-12-27 09:29:26,717 - pyskl - INFO - Best top1_acc is 0.9095 at 131 epoch. 2023-12-27 09:29:26,720 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9095, top5_acc: 0.9850 2023-12-27 09:30:06,091 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:04:08, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8286, loss: 0.8286 2023-12-27 09:30:28,648 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:03:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8342, loss: 0.8342 2023-12-27 09:30:51,278 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:03:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8294, loss: 0.8294 2023-12-27 09:31:13,912 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:02:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8290, loss: 0.8290 2023-12-27 09:31:36,752 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:02:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8301, loss: 0.8301 2023-12-27 09:31:59,399 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:02:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8290, loss: 0.8290 2023-12-27 09:32:21,999 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:01:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8306, loss: 0.8306 2023-12-27 09:32:44,719 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:01:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8301, loss: 0.8301 2023-12-27 09:33:07,350 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:01:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 2023-12-27 09:33:29,923 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:00:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-27 09:33:52,528 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:00:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8310, loss: 0.8310 2023-12-27 09:34:15,157 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 2:59:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8307, loss: 0.8307 2023-12-27 09:34:37,909 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 2:59:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8320, loss: 0.8320 2023-12-27 09:35:00,621 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 2:59:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8326, loss: 0.8326 2023-12-27 09:35:23,248 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 2:58:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8311, loss: 0.8311 2023-12-27 09:35:45,868 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 2:58:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8303, loss: 0.8303 2023-12-27 09:36:08,474 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 2:57:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 09:36:31,053 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 2:57:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 09:36:53,650 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 2:57:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-27 09:37:16,248 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 2:56:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8298, loss: 0.8298 2023-12-27 09:37:38,838 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 2:56:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8311, loss: 0.8311 2023-12-27 09:38:01,438 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 2:55:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 2023-12-27 09:38:24,091 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:55:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8349, loss: 0.8349 2023-12-27 09:38:46,720 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:55:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8308, loss: 0.8308 2023-12-27 09:39:09,309 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:54:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8305, loss: 0.8305 2023-12-27 09:39:11,088 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-27 09:40:28,442 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:40:28,511 - pyskl - INFO - top1_acc 0.9088 top5_acc 0.9856 2023-12-27 09:40:28,515 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9088, top5_acc: 0.9856 2023-12-27 09:41:07,934 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:54:25, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 09:41:30,574 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:54:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8317, loss: 0.8317 2023-12-27 09:41:53,269 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:53:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 09:42:15,887 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:53:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8294, loss: 0.8294 2023-12-27 09:42:38,522 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:52:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8324, loss: 0.8324 2023-12-27 09:43:01,167 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:52:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8313, loss: 0.8313 2023-12-27 09:43:23,879 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:52:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8342, loss: 0.8342 2023-12-27 09:43:46,559 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:51:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8308, loss: 0.8308 2023-12-27 09:44:09,179 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:51:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8298, loss: 0.8298 2023-12-27 09:44:31,965 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:50:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-27 09:44:54,644 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:50:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8292, loss: 0.8292 2023-12-27 09:45:17,211 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:50:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8327, loss: 0.8327 2023-12-27 09:45:39,841 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:49:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8326, loss: 0.8326 2023-12-27 09:46:02,476 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:49:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 09:46:25,080 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:48:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 09:46:47,746 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:48:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-27 09:47:10,387 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:48:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8289, loss: 0.8289 2023-12-27 09:47:32,939 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:47:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8310, loss: 0.8310 2023-12-27 09:47:55,515 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:47:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8304, loss: 0.8304 2023-12-27 09:48:18,094 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:47:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8317, loss: 0.8317 2023-12-27 09:48:40,657 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:46:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8294, loss: 0.8294 2023-12-27 09:49:03,197 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:46:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8299, loss: 0.8299 2023-12-27 09:49:25,753 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:45:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8305, loss: 0.8305 2023-12-27 09:49:48,282 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:45:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8374, loss: 0.8374 2023-12-27 09:50:10,806 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:45:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 09:50:12,596 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-27 09:51:30,117 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:51:30,186 - pyskl - INFO - top1_acc 0.9108 top5_acc 0.9846 2023-12-27 09:51:30,189 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_131.pth was removed 2023-12-27 09:51:30,321 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-27 09:51:30,321 - pyskl - INFO - Best top1_acc is 0.9108 at 133 epoch. 2023-12-27 09:51:30,325 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9108, top5_acc: 0.9846 2023-12-27 09:52:09,849 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:44:43, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-27 09:52:32,399 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:44:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 09:52:54,947 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:43:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 09:53:17,558 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:43:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8278, loss: 0.8278 2023-12-27 09:53:40,208 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:43:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 09:54:02,812 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:42:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8291, loss: 0.8291 2023-12-27 09:54:25,440 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:42:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8289, loss: 0.8289 2023-12-27 09:54:48,023 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:41:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8291, loss: 0.8291 2023-12-27 09:55:10,593 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:41:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 09:55:33,220 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:41:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-27 09:55:55,825 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:40:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8281, loss: 0.8281 2023-12-27 09:56:18,495 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:40:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8292, loss: 0.8292 2023-12-27 09:56:41,309 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:40:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 09:57:04,053 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:39:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 09:57:26,708 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:39:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 09:57:49,416 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:38:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8292, loss: 0.8292 2023-12-27 09:58:12,080 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:38:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-27 09:58:34,641 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:38:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 2023-12-27 09:58:57,217 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:37:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 09:59:19,763 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:37:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 2023-12-27 09:59:42,319 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:36:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 10:00:04,880 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:36:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8288, loss: 0.8288 2023-12-27 10:00:27,391 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:36:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8282, loss: 0.8282 2023-12-27 10:00:49,903 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:35:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8280, loss: 0.8280 2023-12-27 10:01:12,408 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:35:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8297, loss: 0.8297 2023-12-27 10:01:14,146 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-27 10:02:31,480 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:02:31,551 - pyskl - INFO - top1_acc 0.9109 top5_acc 0.9847 2023-12-27 10:02:31,555 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_133.pth was removed 2023-12-27 10:02:31,686 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2023-12-27 10:02:31,687 - pyskl - INFO - Best top1_acc is 0.9109 at 134 epoch. 2023-12-27 10:02:31,690 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9109, top5_acc: 0.9847 2023-12-27 10:03:10,838 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:35:00, time: 0.391, data_time: 0.166, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 10:03:33,400 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:34:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8292, loss: 0.8292 2023-12-27 10:03:56,032 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:34:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8278, loss: 0.8278 2023-12-27 10:04:18,689 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:33:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 10:04:41,322 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:33:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8289, loss: 0.8289 2023-12-27 10:05:03,977 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:33:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 10:05:26,678 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:32:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 2023-12-27 10:05:49,322 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:32:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 10:06:11,929 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:31:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 10:06:34,555 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:31:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 2023-12-27 10:06:57,237 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:31:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 10:07:19,981 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:30:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8289, loss: 0.8289 2023-12-27 10:07:42,578 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:30:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:08:05,274 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:29:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 10:08:27,859 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:29:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 10:08:50,444 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:29:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 10:09:13,045 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:28:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8281, loss: 0.8281 2023-12-27 10:09:35,744 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:28:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 10:09:58,360 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:28:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 10:10:20,913 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:27:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 10:10:43,420 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:27:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 10:11:05,950 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:26:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 10:11:28,494 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:26:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8300, loss: 0.8300 2023-12-27 10:11:51,079 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:26:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 10:12:13,671 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:25:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-27 10:12:15,429 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-27 10:13:32,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:13:32,764 - pyskl - INFO - top1_acc 0.9113 top5_acc 0.9853 2023-12-27 10:13:32,768 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_134.pth was removed 2023-12-27 10:13:32,904 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-27 10:13:32,904 - pyskl - INFO - Best top1_acc is 0.9113 at 135 epoch. 2023-12-27 10:13:32,908 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9113, top5_acc: 0.9853 2023-12-27 10:14:12,648 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:25:17, time: 0.397, data_time: 0.170, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:14:35,277 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:24:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 10:14:57,913 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:24:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8301, loss: 0.8301 2023-12-27 10:15:20,642 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:24:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 10:15:43,234 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:23:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 10:16:05,849 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:23:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 10:16:28,487 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:22:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8293, loss: 0.8293 2023-12-27 10:16:51,181 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:22:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 10:17:13,834 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:22:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 10:17:36,426 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:21:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8299, loss: 0.8299 2023-12-27 10:17:59,045 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:21:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8293, loss: 0.8293 2023-12-27 10:18:21,649 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:21:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 10:18:44,271 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:20:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 10:19:06,929 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:20:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 10:19:29,548 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:19:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 10:19:52,128 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:19:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 10:20:14,775 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:19:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 10:20:37,476 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:18:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8285, loss: 0.8285 2023-12-27 10:21:00,129 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:18:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8290, loss: 0.8290 2023-12-27 10:21:22,770 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:17:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 10:21:45,412 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:17:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 10:22:07,999 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:17:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 10:22:30,598 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:16:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 10:22:53,204 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:16:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 10:23:15,769 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:15:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 2023-12-27 10:23:17,474 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-27 10:24:35,061 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:24:35,131 - pyskl - INFO - top1_acc 0.9120 top5_acc 0.9849 2023-12-27 10:24:35,136 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_135.pth was removed 2023-12-27 10:24:35,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-27 10:24:35,269 - pyskl - INFO - Best top1_acc is 0.9120 at 136 epoch. 2023-12-27 10:24:35,272 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9120, top5_acc: 0.9849 2023-12-27 10:25:14,404 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:15:34, time: 0.391, data_time: 0.166, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 10:25:36,919 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:15:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 10:25:59,428 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:14:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:26:22,081 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:14:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 10:26:44,710 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:14:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 10:27:07,433 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:13:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 10:27:30,194 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:13:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 10:27:52,819 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:12:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:28:15,404 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:12:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 10:28:38,014 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:12:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 10:29:00,593 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:11:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 10:29:23,259 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:11:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 10:29:45,826 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:10:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 10:30:08,425 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:10:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 10:30:31,110 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:10:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8293, loss: 0.8293 2023-12-27 10:30:53,739 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:09:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 10:31:16,377 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:09:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 10:31:39,007 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:08:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 10:32:01,646 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:08:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8279, loss: 0.8279 2023-12-27 10:32:24,258 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:08:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 10:32:46,912 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:07:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 10:33:09,539 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:07:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 10:33:32,160 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:07:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8282, loss: 0.8282 2023-12-27 10:33:54,708 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:06:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 10:34:17,274 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:06:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:34:19,029 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-27 10:35:36,301 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:35:36,372 - pyskl - INFO - top1_acc 0.9098 top5_acc 0.9853 2023-12-27 10:35:36,375 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9098, top5_acc: 0.9853 2023-12-27 10:36:16,108 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:05:52, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 10:36:38,597 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:05:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-27 10:37:01,126 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:05:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 10:37:23,707 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:04:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 10:37:46,295 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:04:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 10:38:08,853 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:03:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 10:38:31,449 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:03:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8278, loss: 0.8278 2023-12-27 10:38:54,025 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:03:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 10:39:16,625 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:02:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8294, loss: 0.8294 2023-12-27 10:39:39,162 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:02:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 10:40:01,797 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:01:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 10:40:24,443 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:01:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8311, loss: 0.8311 2023-12-27 10:40:47,013 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:01:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 10:41:09,612 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:00:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 10:41:32,175 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:00:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 10:41:54,863 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:00:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8282, loss: 0.8282 2023-12-27 10:42:17,498 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 1:59:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 10:42:40,053 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 1:59:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 10:43:02,613 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 1:58:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 10:43:25,121 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 1:58:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 10:43:47,658 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 1:58:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 10:44:10,282 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 1:57:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-27 10:44:32,814 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 1:57:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 10:44:55,365 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:56:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-27 10:45:17,948 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:56:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8292, loss: 0.8292 2023-12-27 10:45:19,747 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-27 10:46:37,261 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:46:37,331 - pyskl - INFO - top1_acc 0.9113 top5_acc 0.9852 2023-12-27 10:46:37,335 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9113, top5_acc: 0.9852 2023-12-27 10:47:16,805 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:56:09, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 10:47:39,336 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:55:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8282, loss: 0.8282 2023-12-27 10:48:01,884 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:55:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 10:48:24,447 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:54:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:48:47,008 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:54:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 10:49:09,566 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:54:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 10:49:32,247 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:53:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 10:49:54,913 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:53:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:50:17,487 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:53:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 10:50:40,084 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:52:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8282, loss: 0.8282 2023-12-27 10:51:02,605 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:52:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8281, loss: 0.8281 2023-12-27 10:51:25,128 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:51:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 10:51:47,654 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:51:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 10:52:10,229 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:51:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 10:52:32,846 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:50:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 10:52:55,517 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:50:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 10:53:18,065 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:49:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 10:53:40,647 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:49:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8282, loss: 0.8282 2023-12-27 10:54:03,273 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:49:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 10:54:25,848 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:48:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 10:54:48,478 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:48:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 10:55:11,041 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:47:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 10:55:33,650 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:47:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 10:55:56,214 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:47:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 10:56:18,783 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:46:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8278, loss: 0.8278 2023-12-27 10:56:20,532 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-27 10:57:38,150 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:57:38,220 - pyskl - INFO - top1_acc 0.9117 top5_acc 0.9858 2023-12-27 10:57:38,224 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9117, top5_acc: 0.9858 2023-12-27 10:58:17,943 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:46:26, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 10:58:40,546 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:46:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 10:59:03,171 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:45:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 10:59:25,851 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:45:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 10:59:48,555 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:44:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:00:11,278 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:44:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:00:34,121 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:44:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 11:00:56,850 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:43:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8294, loss: 0.8294 2023-12-27 11:01:19,597 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:43:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:01:42,291 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:42:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 11:02:04,861 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:42:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:02:27,469 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:42:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:02:50,172 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:41:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:03:12,865 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:41:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:03:35,534 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:41:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8294, loss: 0.8294 2023-12-27 11:03:58,204 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:40:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 11:04:20,870 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:40:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 11:04:43,451 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:39:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 11:05:06,018 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:39:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 11:05:28,608 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:39:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 11:05:51,241 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:38:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 11:06:13,898 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:38:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 11:06:36,542 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:37:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-27 11:06:59,162 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:37:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:07:21,814 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:37:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 11:07:23,535 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-27 11:08:41,296 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:08:41,369 - pyskl - INFO - top1_acc 0.9122 top5_acc 0.9856 2023-12-27 11:08:41,373 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_136.pth was removed 2023-12-27 11:08:41,504 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2023-12-27 11:08:41,504 - pyskl - INFO - Best top1_acc is 0.9122 at 140 epoch. 2023-12-27 11:08:41,508 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9122, top5_acc: 0.9856 2023-12-27 11:09:20,880 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:36:43, time: 0.394, data_time: 0.168, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:09:43,489 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:36:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 11:10:06,084 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:35:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 11:10:28,654 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:35:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 11:10:51,311 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:35:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 11:11:13,961 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:34:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 11:11:36,641 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:34:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:11:59,301 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:34:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 11:12:21,945 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:33:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:12:44,676 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:33:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 11:13:07,312 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:32:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 11:13:29,973 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:32:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:13:52,691 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:32:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 11:14:15,345 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:31:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 11:14:37,991 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:31:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:15:00,737 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:30:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 11:15:23,378 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:30:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 11:15:46,167 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:30:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:16:08,881 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:29:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 11:16:31,592 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:29:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8287, loss: 0.8287 2023-12-27 11:16:54,231 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:28:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 11:17:16,829 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:28:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8248, loss: 0.8248 2023-12-27 11:17:39,452 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:28:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 11:18:02,053 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:27:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8276, loss: 0.8276 2023-12-27 11:18:24,677 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:27:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 11:18:26,436 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-27 11:19:44,105 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:19:44,175 - pyskl - INFO - top1_acc 0.9131 top5_acc 0.9855 2023-12-27 11:19:44,180 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_140.pth was removed 2023-12-27 11:19:44,315 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. 2023-12-27 11:19:44,315 - pyskl - INFO - Best top1_acc is 0.9131 at 141 epoch. 2023-12-27 11:19:44,319 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9131, top5_acc: 0.9855 2023-12-27 11:20:23,863 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:27:01, time: 0.395, data_time: 0.167, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 11:20:46,510 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:26:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 11:21:09,220 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:26:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 11:21:31,876 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:25:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 11:21:54,553 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:25:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8280, loss: 0.8280 2023-12-27 11:22:17,195 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:25:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:22:39,994 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:24:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 11:23:02,631 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:24:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 11:23:25,223 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:23:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 11:23:47,854 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:23:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:24:10,559 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:23:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:24:33,170 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:22:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:24:55,805 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:22:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:25:18,486 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:21:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:25:41,098 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:21:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 11:26:03,691 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:21:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 11:26:26,262 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:20:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:26:48,920 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:20:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8281, loss: 0.8281 2023-12-27 11:27:11,523 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:20:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:27:34,161 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:19:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 11:27:56,881 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:19:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 11:28:19,554 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:18:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 11:28:42,150 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:18:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 11:29:04,733 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:18:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 11:29:27,366 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:17:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 11:29:29,118 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-27 11:30:46,846 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:30:46,917 - pyskl - INFO - top1_acc 0.9126 top5_acc 0.9849 2023-12-27 11:30:46,920 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9126, top5_acc: 0.9849 2023-12-27 11:31:26,584 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:17:18, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 11:31:49,156 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:16:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 11:32:11,821 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:16:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 11:32:34,480 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:16:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 11:32:57,129 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:15:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:33:19,755 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:15:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:33:42,369 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:14:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:34:05,093 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:14:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 11:34:27,729 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:14:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8281, loss: 0.8281 2023-12-27 11:34:50,294 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:13:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 11:35:12,846 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:13:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:35:35,406 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:13:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:35:57,946 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:12:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 11:36:20,545 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:12:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 11:36:43,238 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:11:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:37:05,902 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:11:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 11:37:28,606 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:11:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 11:37:51,159 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:10:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:38:13,790 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:10:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 11:38:36,393 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:09:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8251, loss: 0.8251 2023-12-27 11:38:59,010 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:09:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 11:39:21,762 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:09:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 11:39:44,479 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:08:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 11:40:07,134 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:08:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:40:29,849 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:07:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:40:31,576 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-27 11:41:49,331 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:41:49,401 - pyskl - INFO - top1_acc 0.9114 top5_acc 0.9850 2023-12-27 11:41:49,404 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9114, top5_acc: 0.9850 2023-12-27 11:42:29,091 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:07:35, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:42:51,641 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:07:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 11:43:14,292 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:06:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 11:43:36,829 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:06:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 11:43:59,353 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:06:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8250, loss: 0.8250 2023-12-27 11:44:21,874 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:05:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:44:44,521 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:05:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:45:07,084 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:04:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 11:45:29,669 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:04:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 11:45:52,238 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:04:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 11:46:14,819 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:03:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 11:46:37,384 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:03:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 11:46:59,967 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:02:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 11:47:22,535 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:02:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 11:47:45,104 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:02:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:48:07,761 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:01:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:48:30,418 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:01:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 11:48:53,084 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:00:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 11:49:15,773 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:00:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 11:49:38,439 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:00:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:50:01,036 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 0:59:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:50:23,542 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 0:59:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 11:50:46,105 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 0:59:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:51:08,767 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 0:58:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8248, loss: 0.8248 2023-12-27 11:51:31,378 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:58:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 11:51:33,133 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-27 11:52:50,278 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:52:50,348 - pyskl - INFO - top1_acc 0.9138 top5_acc 0.9859 2023-12-27 11:52:50,351 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_141.pth was removed 2023-12-27 11:52:50,482 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-27 11:52:50,483 - pyskl - INFO - Best top1_acc is 0.9138 at 144 epoch. 2023-12-27 11:52:50,487 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9138, top5_acc: 0.9859 2023-12-27 11:53:30,183 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:57:52, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:53:52,771 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:57:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 11:54:15,436 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:57:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 11:54:38,097 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:56:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:55:00,754 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:56:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 11:55:23,465 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:55:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 11:55:46,133 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:55:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:56:08,834 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:55:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 11:56:31,564 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:54:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 11:56:54,153 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:54:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 11:57:16,697 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:54:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 11:57:39,281 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:53:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 11:58:01,954 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:53:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 11:58:24,624 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:52:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 11:58:47,261 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:52:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 11:59:09,994 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:52:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 11:59:32,610 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:51:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 11:59:55,223 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:51:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 12:00:17,812 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:50:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:00:40,421 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:50:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8265, loss: 0.8265 2023-12-27 12:01:03,010 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:50:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:01:25,616 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:49:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8277, loss: 0.8277 2023-12-27 12:01:48,230 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:49:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 12:02:10,843 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:48:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 12:02:33,524 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:48:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 12:02:35,302 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-27 12:03:52,567 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:03:52,638 - pyskl - INFO - top1_acc 0.9141 top5_acc 0.9856 2023-12-27 12:03:52,642 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_144.pth was removed 2023-12-27 12:03:52,778 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. 2023-12-27 12:03:52,779 - pyskl - INFO - Best top1_acc is 0.9141 at 145 epoch. 2023-12-27 12:03:52,783 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9141, top5_acc: 0.9856 2023-12-27 12:04:31,965 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:48:10, time: 0.392, data_time: 0.166, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-27 12:04:54,563 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:47:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 12:05:17,234 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:47:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 12:05:39,873 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:47:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:06:02,478 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:46:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:06:25,137 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:46:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:06:47,774 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:45:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:07:10,320 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:45:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 12:07:32,868 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:45:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:07:55,411 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:44:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 12:08:17,963 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:44:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:08:40,490 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:43:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:09:03,043 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:43:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 12:09:25,597 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:43:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:09:48,174 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:42:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:10:10,745 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:42:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 12:10:33,344 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:41:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:10:55,996 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:41:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:11:18,574 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:41:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 12:11:41,139 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:40:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:12:03,809 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:40:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:12:26,348 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:40:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:12:48,985 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:39:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:13:11,570 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:39:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 12:13:34,165 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:38:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:13:35,890 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-27 12:14:53,406 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:14:53,476 - pyskl - INFO - top1_acc 0.9131 top5_acc 0.9850 2023-12-27 12:14:53,479 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9131, top5_acc: 0.9850 2023-12-27 12:15:33,006 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:38:27, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:15:55,562 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:38:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:16:18,242 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:37:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:16:40,890 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:37:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 12:17:03,443 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:36:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 12:17:25,989 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:36:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:17:48,532 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:36:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:18:11,083 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:35:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 12:18:33,697 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:35:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-27 12:18:56,304 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:34:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8250, loss: 0.8250 2023-12-27 12:19:18,917 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:34:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:19:41,615 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:34:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8274, loss: 0.8274 2023-12-27 12:20:04,349 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:33:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 12:20:26,988 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:33:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8275, loss: 0.8275 2023-12-27 12:20:49,603 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:21:12,186 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:32:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:21:34,811 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:32:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:21:57,482 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:31:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8247, loss: 0.8247 2023-12-27 12:22:20,255 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:31:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 12:22:42,974 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:23:05,720 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:30:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 12:23:28,369 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:30:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:23:51,017 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:29:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:24:13,645 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:29:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:24:36,180 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 12:24:37,976 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-27 12:25:55,281 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:25:55,352 - pyskl - INFO - top1_acc 0.9135 top5_acc 0.9861 2023-12-27 12:25:55,356 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9135, top5_acc: 0.9861 2023-12-27 12:26:34,999 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:28:44, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 12:26:57,638 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:28:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 12:27:20,392 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:27:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 12:27:43,140 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:27:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:28:05,777 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:28:28,373 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:26:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:28:50,988 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:26:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:29:13,510 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 12:29:35,978 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:25:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 12:29:58,441 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 12:30:20,908 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:24:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:30:43,413 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:24:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8280, loss: 0.8280 2023-12-27 12:31:05,898 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:31:28,425 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:23:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:31:50,962 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 12:32:13,503 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:22:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 12:32:36,020 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:22:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:32:58,560 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 12:33:21,149 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:21:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:33:43,647 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:34:06,139 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:20:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8280, loss: 0.8280 2023-12-27 12:34:28,747 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:20:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8280, loss: 0.8280 2023-12-27 12:34:51,496 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 12:35:14,152 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:19:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 12:35:36,714 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-27 12:35:38,499 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-27 12:36:56,044 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:36:56,114 - pyskl - INFO - top1_acc 0.9139 top5_acc 0.9851 2023-12-27 12:36:56,118 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9139, top5_acc: 0.9851 2023-12-27 12:37:36,115 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:02, time: 0.400, data_time: 0.172, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8261, loss: 0.8261 2023-12-27 12:37:58,876 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:18:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 12:38:21,573 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-27 12:38:44,236 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:17:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:39:06,937 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8253, loss: 0.8253 2023-12-27 12:39:29,620 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 12:39:52,297 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:16:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-27 12:40:14,969 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 12:40:37,610 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:15:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:41:00,208 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 12:41:22,779 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-27 12:41:45,351 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:14:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:42:07,901 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8284, loss: 0.8284 2023-12-27 12:42:30,490 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:13:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:42:53,086 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 12:43:15,697 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:43:38,502 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:12:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 12:44:01,121 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:44:23,782 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:44:46,434 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:45:09,025 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8269, loss: 0.8269 2023-12-27 12:45:31,628 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:10:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8278, loss: 0.8278 2023-12-27 12:45:54,226 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-27 12:46:16,772 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8252, loss: 0.8252 2023-12-27 12:46:39,327 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8263, loss: 0.8263 2023-12-27 12:46:41,121 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-27 12:47:58,573 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:47:58,643 - pyskl - INFO - top1_acc 0.9131 top5_acc 0.9845 2023-12-27 12:47:58,646 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9131, top5_acc: 0.9845 2023-12-27 12:48:37,982 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:19, time: 0.393, data_time: 0.167, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 12:49:00,801 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:08:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8267, loss: 0.8267 2023-12-27 12:49:23,471 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:49:46,306 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-27 12:50:08,935 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 12:50:31,493 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-27 12:50:54,035 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:06:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8270, loss: 0.8270 2023-12-27 12:51:16,582 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8249, loss: 0.8249 2023-12-27 12:51:39,125 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 12:52:01,647 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:52:24,315 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8273, loss: 0.8273 2023-12-27 12:52:46,919 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:53:09,517 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8256, loss: 0.8256 2023-12-27 12:53:32,180 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-27 12:53:54,770 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:54:17,306 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 12:54:39,954 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-27 12:55:02,691 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8266, loss: 0.8266 2023-12-27 12:55:25,310 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-27 12:55:47,914 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:01:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8255, loss: 0.8255 2023-12-27 12:56:10,505 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-27 12:56:33,159 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8251, loss: 0.8251 2023-12-27 12:56:55,751 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8259, loss: 0.8259 2023-12-27 12:57:18,308 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8250, loss: 0.8250 2023-12-27 12:57:40,842 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8264, loss: 0.8264 2023-12-27 12:57:42,608 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-27 12:59:00,267 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:59:00,336 - pyskl - INFO - top1_acc 0.9147 top5_acc 0.9852 2023-12-27 12:59:00,340 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_145.pth was removed 2023-12-27 12:59:00,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. 2023-12-27 12:59:00,475 - pyskl - INFO - Best top1_acc is 0.9147 at 150 epoch. 2023-12-27 12:59:00,478 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9147, top5_acc: 0.9852 2023-12-27 12:59:08,228 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-27 13:09:21,270 - pyskl - INFO - Testing results of the last checkpoint 2023-12-27 13:09:21,270 - pyskl - INFO - top1_acc: 0.9159 2023-12-27 13:09:21,270 - pyskl - INFO - top5_acc: 0.9850 2023-12-27 13:09:21,271 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/k_1/best_top1_acc_epoch_150.pth 2023-12-27 13:19:32,800 - pyskl - INFO - Testing results of the best checkpoint 2023-12-27 13:19:32,800 - pyskl - INFO - top1_acc: 0.9159 2023-12-27 13:19:32,800 - pyskl - INFO - top5_acc: 0.9850